├── 2017
    └── 10
    │   └── 01
    │       └── snake.html
├── 2018
    └── 11
    │   └── MostCommonWordsSpanish.ipynb
├── 2020
    └── 05
    │   └── 03
    │       └── index.html
└── README.md


/README.md:
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1 | # src
2 | Sources for some videos
3 | 


--------------------------------------------------------------------------------
/2020/05/03/index.html:
--------------------------------------------------------------------------------
 1 | <canvas id=canvas width=1000 height=1000>
 2 | </canvas>
 3 | 
 4 | <script>
 5 | 
 6 | const ctx = canvas.getContext('2d')
 7 | 
 8 | 
 9 | const dt = 0.01
10 | const sigma = 10
11 | const rho = 28
12 | const beta = 8/3
13 | 
14 | function integrate({x,y,z}){
15 |   x += (sigma*(y-x)) * dt
16 |   y += (x*(rho-z) - y)*dt
17 |   z += (x*y - beta*z)*dt
18 |   return {x,y,z}
19 | }
20 | 
21 | function extendPath(path, steps){
22 |   [...Array(steps)].forEach(() => {
23 |     const lastP = path[path.length - 1]
24 |     const p = integrate(lastP)
25 |     path.push(p)
26 |   })
27 |   return path
28 | }
29 | 
30 | function scale(points, size){
31 |   const mx = Math.min(...points.map( ({x,y,z}) => x) )
32 |   const Mx = Math.max(...points.map( ({x,y,z}) => x) )
33 |   const my = Math.min(...points.map( ({x,y,z}) => y) )
34 |   const My = Math.max(...points.map( ({x,y,z}) => y) )
35 |   const mz = Math.min(...points.map( ({x,y,z}) => z) )
36 |   const Mz = Math.max(...points.map( ({x,y,z}) => z) )
37 | 
38 |   const s = (v, mv, Mv) => size * (v - mv) / (Mv - mv)
39 |   return points.map( ({x,y,z}) => {
40 |     x=s(x, mx, Mx)
41 |     y=s(y, my, My)
42 |     z=s(z, mz, Mz)
43 |     return {x, y, z}
44 |   })
45 | }
46 | 
47 | var q = 0
48 | function draw(path){
49 |   q += 0.01
50 |   const map = ({x,y,z}) => [(x-300)*Math.cos(q) - (y-300)*Math.sin(q) + 300, z]
51 |   ctx.beginPath()
52 |   path.map(map).forEach( p => ctx.lineTo(p[0], p[1]))
53 |   ctx.stroke()
54 | }
55 | 
56 | 
57 | const path = [{x:1, y:1, z:1}]
58 | function step(){
59 |   ctx.clearRect(0, 0, canvas.width, canvas.height)
60 |   extendPath(path, 10)
61 |   const scaled = scale(path, 600)
62 |   draw(scaled)
63 |   while(path.length > 1000) path.shift()
64 |   setTimeout(step, 1000/60)
65 | }
66 | step()
67 | 
68 | </script>
69 | 


--------------------------------------------------------------------------------
/2017/10/01/snake.html:
--------------------------------------------------------------------------------
  1 | <canvas id=canvas height=400 width=600>
  2 | </canvas>
  3 | 
  4 | <script>
  5 | 
  6 | function Game(){
  7 |   this.snake = new Snake();
  8 |   this.food = new Food();
  9 | 
 10 |   this.ctx = canvas.getContext('2d');
 11 |   this.scale = 20;
 12 |   this.nx = Math.floor(canvas.width/this.scale);
 13 |   this.ny = Math.floor(canvas.height/this.scale);
 14 | 
 15 |   this.step = function(){
 16 |     this.snake.step(this);
 17 |     this.food.step(this);
 18 | 
 19 |     this.draw();
 20 |     this.wait();
 21 |   };
 22 |   this.draw = function(){
 23 |     this.Rect(0, 0, this.nx, this.ny, '#AAAAAA');
 24 | 
 25 |     this.snake.draw(this);
 26 |     this.food.draw(this);
 27 |   };
 28 |   this.keydown = function(evt){
 29 |     this.snake.keydown(evt.key);
 30 |   }
 31 | 
 32 |   this.Rect = function(x,y,w,h,fs){
 33 |     this.ctx.fillStyle = fs;
 34 |     this.ctx.fillRect(x*this.scale, y*this.scale, w*this.scale-1, h*this.scale-1)
 35 |   };
 36 | 
 37 |   this.wait = function(){
 38 |     setTimeout(this.step.bind(this), 1000/25);
 39 |   };
 40 | 
 41 |   document.addEventListener('keydown', this.keydown.bind(this));
 42 |   this.wait();
 43 | }
 44 | 
 45 | function Snake(){
 46 |   this.l = 2;
 47 |   this.trace = [];
 48 |   this.x = 10;
 49 |   this.y = 10;
 50 |   this.vx = 1;
 51 |   this.vy = 0;
 52 | 
 53 |   this.step = function(game){
 54 |     this.x = this.x + this.vx;
 55 |     this.y = this.y + this.vy;
 56 | 
 57 |     if(this.x >= game.nx) this.x = 0;
 58 |     if(this.y >= game.ny) this.y = 0;
 59 |     if(this.x < 0 ) this.x = game.nx - 1;
 60 |     if(this.y < 0 ) this.y = game.ny - 1;
 61 | 
 62 |     for(var i=0; i<this.trace.length; i++){
 63 |       var pos = this.trace[i];
 64 |       if( pos.x == game.food.x && pos.y == game.food.y ){
 65 |         this.l = this.l + 1;
 66 |         game.food.reset(game);
 67 |       }
 68 | 
 69 |       if(pos.x == this.x && pos.y == this.y) this.l = 2;
 70 |     }
 71 | 
 72 |     this.trace.push({x: this.x, y: this.y});
 73 |     while(this.trace.length > this.l) this.trace.shift();
 74 |   };
 75 |   this.draw = function(game){
 76 |     for(var i=0; i<this.trace.length; i++){
 77 |       var pos = this.trace[i];
 78 |       game.Rect(pos.x, pos.y, 1, 1, 'white');
 79 |     }
 80 |   };
 81 |   this.keydown = function(key){
 82 |     if(key == 'ArrowDown'){
 83 |       this.vx = 0;
 84 |       this.vy = 1;
 85 |     } else if(key == 'ArrowUp'){
 86 |       this.vx = 0;
 87 |       this.vy =-1;
 88 |     } else if(key == 'ArrowLeft'){
 89 |       this.vx =-1;
 90 |       this.vy = 0;
 91 |     } else if(key == 'ArrowRight'){
 92 |       this.vx = 1;
 93 |       this.vy = 0;
 94 |     }
 95 |   };
 96 | }
 97 | 
 98 | function Food(){
 99 |   this.x = 3;
100 |   this.y = 4;
101 |   this.step = function(game){};
102 |   this.draw = function(game){
103 |     game.Rect(this.x, this.y, 1, 1, 'blue');
104 |   };
105 | 
106 |   this.reset = function(game){
107 |     this.x = Math.floor(Math.random()*game.nx);
108 |     this.y = Math.floor(Math.random()*game.ny);
109 |   };
110 | }
111 | 
112 | 
113 | window.onload = function(){
114 |     new Game();
115 | };
116 | </script>
117 | 


--------------------------------------------------------------------------------
/2018/11/MostCommonWordsSpanish.ipynb:
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   1 | {
   2 |  "cells": [
   3 |   {
   4 |    "cell_type": "code",
   5 |    "execution_count": 1,
   6 |    "metadata": {},
   7 |    "outputs": [
   8 |     {
   9 |      "name": "stdout",
  10 |      "output_type": "stream",
  11 |      "text": [
  12 |       "120-million-word-spanish-corpus.zip Untitled.ipynb\r\n"
  13 |      ]
  14 |     }
  15 |    ],
  16 |    "source": [
  17 |     "!ls\n"
  18 |    ]
  19 |   },
  20 |   {
  21 |    "cell_type": "code",
  22 |    "execution_count": 2,
  23 |    "metadata": {},
  24 |    "outputs": [
  25 |     {
  26 |      "name": "stdout",
  27 |      "output_type": "stream",
  28 |      "text": [
  29 |       "Archive:  120-million-word-spanish-corpus.zip\n",
  30 |       "  inflating: spanish_corpus/spanishText_10000_15000  \n",
  31 |       "  inflating: spanish_corpus/spanishText_110000_115000  \n",
  32 |       "  inflating: spanish_corpus/spanishText_120000_125000  \n",
  33 |       "  inflating: spanish_corpus/spanishText_15000_20000  \n",
  34 |       "  inflating: spanish_corpus/spanishText_180000_185000  \n",
  35 |       "  inflating: spanish_corpus/spanishText_185000_190000  \n",
  36 |       "  inflating: spanish_corpus/spanishText_200000_205000  \n",
  37 |       "  inflating: spanish_corpus/spanishText_20000_25000  \n",
  38 |       "  inflating: spanish_corpus/spanishText_205000_210000  \n",
  39 |       "  inflating: spanish_corpus/spanishText_210000_215000  \n",
  40 |       "  inflating: spanish_corpus/spanishText_225000_230000  \n",
  41 |       "  inflating: spanish_corpus/spanishText_230000_235000  \n",
  42 |       "  inflating: spanish_corpus/spanishText_25000_30000  \n",
  43 |       "  inflating: spanish_corpus/spanishText_260000_265000  \n",
  44 |       "  inflating: spanish_corpus/spanishText_265000_270000  \n",
  45 |       "  inflating: spanish_corpus/spanishText_270000_275000  \n",
  46 |       "  inflating: spanish_corpus/spanishText_285000_290000  \n",
  47 |       "  inflating: spanish_corpus/spanishText_305000_310000  \n",
  48 |       "  inflating: spanish_corpus/spanishText_310000_315000  \n",
  49 |       "  inflating: spanish_corpus/spanishText_315000_320000  \n",
  50 |       "  inflating: spanish_corpus/spanishText_320000_325000  \n",
  51 |       "  inflating: spanish_corpus/spanishText_325000_330000  \n",
  52 |       "  inflating: spanish_corpus/spanishText_330000_335000  \n",
  53 |       "  inflating: spanish_corpus/spanishText_335000_340000  \n",
  54 |       "  inflating: spanish_corpus/spanishText_340000_345000  \n",
  55 |       "  inflating: spanish_corpus/spanishText_345000_350000  \n",
  56 |       "  inflating: spanish_corpus/spanishText_350000_355000  \n",
  57 |       "  inflating: spanish_corpus/spanishText_355000_360000  \n",
  58 |       "  inflating: spanish_corpus/spanishText_360000_365000  \n",
  59 |       "  inflating: spanish_corpus/spanishText_365000_370000  \n",
  60 |       "  inflating: spanish_corpus/spanishText_370000_375000  \n",
  61 |       "  inflating: spanish_corpus/spanishText_375000_380000  \n",
  62 |       "  inflating: spanish_corpus/spanishText_380000_385000  \n",
  63 |       "  inflating: spanish_corpus/spanishText_385000_390000  \n",
  64 |       "  inflating: spanish_corpus/spanishText_390000_395000  \n",
  65 |       "  inflating: spanish_corpus/spanishText_395000_400000  \n",
  66 |       "  inflating: spanish_corpus/spanishText_400000_405000  \n",
  67 |       "  inflating: spanish_corpus/spanishText_40000_45000  \n",
  68 |       "  inflating: spanish_corpus/spanishText_405000_410000  \n",
  69 |       "  inflating: spanish_corpus/spanishText_410000_415000  \n",
  70 |       "  inflating: spanish_corpus/spanishText_415000_420000  \n",
  71 |       "  inflating: spanish_corpus/spanishText_420000_425000  \n",
  72 |       "  inflating: spanish_corpus/spanishText_425000_430000  \n",
  73 |       "  inflating: spanish_corpus/spanishText_430000_435000  \n",
  74 |       "  inflating: spanish_corpus/spanishText_435000_440000  \n",
  75 |       "  inflating: spanish_corpus/spanishText_440000_445000  \n",
  76 |       "  inflating: spanish_corpus/spanishText_445000_450000  \n",
  77 |       "  inflating: spanish_corpus/spanishText_450000_455000  \n",
  78 |       "  inflating: spanish_corpus/spanishText_45000_50000  \n",
  79 |       "  inflating: spanish_corpus/spanishText_455000_460000  \n",
  80 |       "  inflating: spanish_corpus/spanishText_460000_465000  \n",
  81 |       "  inflating: spanish_corpus/spanishText_465000_470000  \n",
  82 |       "  inflating: spanish_corpus/spanishText_470000_475000  \n",
  83 |       "  inflating: spanish_corpus/spanishText_475000_480000  \n",
  84 |       "  inflating: spanish_corpus/spanishText_480000_485000  \n",
  85 |       "  inflating: spanish_corpus/spanishText_70000_75000  \n",
  86 |       "  inflating: spanish_corpus/spanishText_90000_95000  \n"
  87 |      ]
  88 |     }
  89 |    ],
  90 |    "source": [
  91 |     "!unzip 120-million-word-spanish-corpus.zip"
  92 |    ]
  93 |   },
  94 |   {
  95 |    "cell_type": "code",
  96 |    "execution_count": 8,
  97 |    "metadata": {},
  98 |    "outputs": [
  99 |     {
 100 |      "name": "stdout",
 101 |      "output_type": "stream",
 102 |      "text": [
 103 |       "<doc id=\"391569\" title=\"Laguna de Paca\" nonfiltered=\"1\" processed=\"1\" dbindex=\"120000\">\r\n",
 104 |       "La Laguna de Paca es una laguna que se encuentra muy cerca de la ciudad de Jauja, Per�, lugar preferido de paseo para los jaujinos y muy visitada por gente de todo el Valle del Mantaro.\r\n",
 105 |       "\r\n",
 106 |       "Esta laguna se sit�a a 3,418 m.s.n.m. entre los distritos de Paca, Chun�n y Panc�n a 2.5 km al Norte de la ciudad de Jauja. Su espejo de agua es de 21.40 km2 y tiene una capacidad de 85.50 mil m3, los totorales de la laguna sirven de h�bitat a gran variedad de aves silvestres. Es la zona tur�stica m�s visitada del Valle del Mantaro. Su enorme espejo de agua cuenta con hoteles y restaurantes, y durante los fines de semana se llenan de visitantes para pasear por sus aguas o para saborear una deliciosa pachamanca o un plato de trucha frita.\r\n",
 107 |       "\r\n",
 108 |       "Hermosa laguna de aguas tranquilas sobre las que se han tejido algunas leyendas. Una de ellas cuenta que en su fondo yacen llamas con cargamentos de oro y plata que fueron lanzadas all� por la caravana de s�bditos del inca que ven�an del Cusco al enterarse que Atahualpa hab�a sido asesinado; el cargamento aparentemente ir�a a incrementar el rescate que este inca ofreci� a los espa�oles por su liberaci�n. Atesora otras leyendas y mitos que se han trasmitido de generaci�n en generaci�n como aqu�l del origen de la laguna, de la sirena de cabellos dorados y de la campana de oro. Se dice tambi�n que esta laguna est� de alguna forma conectada con la Laguna de �ahuimpuquio cerca a la ciudad de Chupaca.\r\n",
 109 |       "\r\n",
 110 |       "\r\n",
 111 |       "\r\n",
 112 |       "\r\n"
 113 |      ]
 114 |     }
 115 |    ],
 116 |    "source": [
 117 |     "!head spanish_corpus/spanishText_120000_125000"
 118 |    ]
 119 |   },
 120 |   {
 121 |    "cell_type": "code",
 122 |    "execution_count": 9,
 123 |    "metadata": {},
 124 |    "outputs": [
 125 |     {
 126 |      "name": "stdout",
 127 |      "output_type": "stream",
 128 |      "text": [
 129 |       "    4834\r\n"
 130 |      ]
 131 |     }
 132 |    ],
 133 |    "source": [
 134 |     "!grep 'doc>' spanish_corpus/spanishText_10000_15000 | wc -l"
 135 |    ]
 136 |   },
 137 |   {
 138 |    "cell_type": "code",
 139 |    "execution_count": 12,
 140 |    "metadata": {},
 141 |    "outputs": [],
 142 |    "source": []
 143 |   },
 144 |   {
 145 |    "cell_type": "code",
 146 |    "execution_count": 45,
 147 |    "metadata": {},
 148 |    "outputs": [],
 149 |    "source": [
 150 |     "def read_lines(f):\n",
 151 |     "    return open(f, encoding='ISO-8859-1').read().splitlines()\n",
 152 |     "\n",
 153 |     "def filter_lines(lines):\n",
 154 |     "    for line in lines:\n",
 155 |     "        if line.startswith('<doc'):\n",
 156 |     "            continue\n",
 157 |     "        if line.startswith('</doc'):\n",
 158 |     "            continue\n",
 159 |     "        if line.startswith('ENDOFARTICLE'):\n",
 160 |     "            continue\n",
 161 |     "        line = line.strip()\n",
 162 |     "        if not line:\n",
 163 |     "            continue\n",
 164 |     "        yield line\n",
 165 |     "\n",
 166 |     "def fix_text(text):\n",
 167 |     "    to_replace= ',.!()0123456789;:-/?%$\"'\n",
 168 |     "    for c in to_replace:\n",
 169 |     "        text = text.replace(c, ' ')\n",
 170 |     "    return text.lower()\n",
 171 |     "        \n",
 172 |     "def get_words(lines):\n",
 173 |     "    for line in lines:\n",
 174 |     "        line = fix_text(line)\n",
 175 |     "        for word in line.split():\n",
 176 |     "            yield word\n",
 177 |     "\n",
 178 |     "            \n",
 179 |     "def all_words():\n",
 180 |     "    files = !find . | grep spanishText\n",
 181 |     "    for f in files:\n",
 182 |     "        lines = read_file(f)\n",
 183 |     "        filtered_lines = filter_lines(lines)\n",
 184 |     "        words = get_words(filtered_lines)\n",
 185 |     "        yield from words\n",
 186 |     "\n"
 187 |    ]
 188 |   },
 189 |   {
 190 |    "cell_type": "code",
 191 |    "execution_count": 46,
 192 |    "metadata": {},
 193 |    "outputs": [
 194 |     {
 195 |      "name": "stdout",
 196 |      "output_type": "stream",
 197 |      "text": [
 198 |       "CPU times: user 1min 29s, sys: 1.35 s, total: 1min 30s\n",
 199 |       "Wall time: 1min 36s\n"
 200 |      ]
 201 |     }
 202 |    ],
 203 |    "source": [
 204 |     "%%time\n",
 205 |     "import collections\n",
 206 |     "counter = collections.Counter(all_words())"
 207 |    ]
 208 |   },
 209 |   {
 210 |    "cell_type": "code",
 211 |    "execution_count": 47,
 212 |    "metadata": {},
 213 |    "outputs": [
 214 |     {
 215 |      "data": {
 216 |       "text/plain": [
 217 |        "1387602"
 218 |       ]
 219 |      },
 220 |      "execution_count": 47,
 221 |      "metadata": {},
 222 |      "output_type": "execute_result"
 223 |     }
 224 |    ],
 225 |    "source": [
 226 |     "len(counter)"
 227 |    ]
 228 |   },
 229 |   {
 230 |    "cell_type": "code",
 231 |    "execution_count": 49,
 232 |    "metadata": {},
 233 |    "outputs": [],
 234 |    "source": [
 235 |     "most_common = counter.most_common(1387602)"
 236 |    ]
 237 |   },
 238 |   {
 239 |    "cell_type": "code",
 240 |    "execution_count": 52,
 241 |    "metadata": {},
 242 |    "outputs": [
 243 |     {
 244 |      "data": {
 245 |       "text/plain": [
 246 |        "[('de', 7768066),\n",
 247 |        " ('la', 4042357),\n",
 248 |        " ('en', 3389607),\n",
 249 |        " ('el', 3047402),\n",
 250 |        " ('y', 2648361),\n",
 251 |        " ('a', 1817983),\n",
 252 |        " ('que', 1681980),\n",
 253 |        " ('los', 1449332),\n",
 254 |        " ('del', 1390869),\n",
 255 |        " ('se', 1162234),\n",
 256 |        " ('un', 976537),\n",
 257 |        " ('por', 961098),\n",
 258 |        " ('con', 902094),\n",
 259 |        " ('las', 884812),\n",
 260 |        " ('una', 844113),\n",
 261 |        " ('su', 793043),\n",
 262 |        " ('es', 731708),\n",
 263 |        " ('al', 564421),\n",
 264 |        " ('como', 562434),\n",
 265 |        " ('para', 551743),\n",
 266 |        " ('fue', 403657),\n",
 267 |        " ('no', 335792),\n",
 268 |        " ('más', 333536),\n",
 269 |        " ('o', 299617),\n",
 270 |        " ('sus', 270337),\n",
 271 |        " ('lo', 247800),\n",
 272 |        " ('también', 226993),\n",
 273 |        " ('entre', 202480),\n",
 274 |        " ('este', 177778),\n",
 275 |        " ('the', 165971),\n",
 276 |        " ('son', 164073),\n",
 277 |        " ('esta', 152213),\n",
 278 |        " ('pero', 150506),\n",
 279 |        " ('años', 150024),\n",
 280 |        " ('sobre', 145857),\n",
 281 |        " ('le', 145009),\n",
 282 |        " ('dos', 144100),\n",
 283 |        " ('ha', 137724),\n",
 284 |        " ('desde', 137045),\n",
 285 |        " ('hasta', 131289),\n",
 286 |        " ('ser', 127171),\n",
 287 |        " ('enlaces', 126139),\n",
 288 |        " ('parte', 123816),\n",
 289 |        " ('ciudad', 123539),\n",
 290 |        " ('durante', 122820),\n",
 291 |        " ('externos', 122385),\n",
 292 |        " ('donde', 118051),\n",
 293 |        " ('año', 115611),\n",
 294 |        " ('sin', 113965),\n",
 295 |        " ('era', 112372),\n",
 296 |        " ('cuando', 109074),\n",
 297 |        " ('of', 107000),\n",
 298 |        " ('e', 105607),\n",
 299 |        " ('está', 100978),\n",
 300 |        " ('gran', 99650),\n",
 301 |        " ('san', 99104),\n",
 302 |        " ('después', 95679),\n",
 303 |        " ('tiene', 92342),\n",
 304 |        " ('nombre', 90138),\n",
 305 |        " ('ya', 89370),\n",
 306 |        " ('otros', 87774),\n",
 307 |        " ('puede', 86984),\n",
 308 |        " ('historia', 86677),\n",
 309 |        " ('primera', 85819),\n",
 310 |        " ('muy', 84382),\n",
 311 |        " ('uno', 84154),\n",
 312 |        " ('primer', 77895),\n",
 313 |        " ('así', 77276),\n",
 314 |        " ('fueron', 73742),\n",
 315 |        " ('forma', 73705),\n",
 316 |        " ('siglo', 72556),\n",
 317 |        " ('mismo', 71538),\n",
 318 |        " ('españa', 69715),\n",
 319 |        " ('aunque', 68628),\n",
 320 |        " ('todo', 68372),\n",
 321 |        " ('nacional', 68263),\n",
 322 |        " ('si', 68139),\n",
 323 |        " ('referencias', 67686),\n",
 324 |        " ('cual', 67658),\n",
 325 |        " ('había', 67589),\n",
 326 |        " ('tres', 67551),\n",
 327 |        " ('guerra', 66864),\n",
 328 |        " ('grupo', 66616),\n",
 329 |        " ('estado', 66162),\n",
 330 |        " ('mayor', 66117),\n",
 331 |        " ('población', 65798),\n",
 332 |        " ('vez', 64546),\n",
 333 |        " ('tras', 62406),\n",
 334 |        " ('tiempo', 61678),\n",
 335 |        " ('además', 61310),\n",
 336 |        " ('general', 60625),\n",
 337 |        " ('bajo', 60458),\n",
 338 |        " ('lugar', 59693),\n",
 339 |        " ('c', 58657),\n",
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 861 |        " ('ministro', 14481),\n",
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 863 |        " ('elementos', 14448),\n",
 864 |        " ('propia', 14433),\n",
 865 |        " ('baja', 14398),\n",
 866 |        " ('incluyendo', 14394),\n",
 867 |        " ('persona', 14386),\n",
 868 |        " ('roma', 14372),\n",
 869 |        " ('for', 14361),\n",
 870 |        " ('camino', 14343),\n",
 871 |        " ('libre', 14327),\n",
 872 |        " ('fuerte', 14325),\n",
 873 |        " ('modelo', 14307),\n",
 874 |        " ('victoria', 14295),\n",
 875 |        " ('interés', 14286),\n",
 876 |        " ('tropas', 14276),\n",
 877 |        " ('guitarra', 14245),\n",
 878 |        " ('noche', 14220),\n",
 879 |        " ('estaban', 14199),\n",
 880 |        " ('nombrado', 14188),\n",
 881 |        " ('diversos', 14184),\n",
 882 |        " ('estructura', 14180),\n",
 883 |        " ('periodo', 14169),\n",
 884 |        " ('fecha', 14152),\n",
 885 |        " ('incluye', 14127),\n",
 886 |        " ('colombia', 14114),\n",
 887 |        " ('últimos', 14112),\n",
 888 |        " ('condado', 14089),\n",
 889 |        " ('lugares', 14088),\n",
 890 |        " ('pequeña', 14081),\n",
 891 |        " ('cuyo', 14079),\n",
 892 |        " ('castilla', 14068),\n",
 893 |        " ('dicho', 14051),\n",
 894 |        " ('torre', 14046),\n",
 895 |        " ('capacidad', 14038),\n",
 896 |        " ('partes', 14031),\n",
 897 |        " ('situado', 13984),\n",
 898 |        " ('tercera', 13975),\n",
 899 |        " ('islas', 13967),\n",
 900 |        " ('lengua', 13952),\n",
 901 |        " ('profesor', 13951),\n",
 902 |        " ('período', 13907),\n",
 903 |        " ('londres', 13896),\n",
 904 |        " ('paz', 13848),\n",
 905 |        " ('nuevos', 13823),\n",
 906 |        " ('recibió', 13810),\n",
 907 |        " ('xix', 13805),\n",
 908 |        " ('aproximadamente', 13796),\n",
 909 |        " ('inglaterra', 13781),\n",
 910 |        " ('referencia', 13778),\n",
 911 |        " ('\"la', 13744),\n",
 912 |        " ('murió', 13728),\n",
 913 |        " ('defensa', 13705),\n",
 914 |        " ('fundación', 13660),\n",
 915 |        " ('barrio', 13641),\n",
 916 |        " ('mercado', 13604),\n",
 917 |        " ('honor', 13602),\n",
 918 |        " ('única', 13596),\n",
 919 |        " ('presenta', 13570),\n",
 920 |        " ('tales', 13528),\n",
 921 |        " ('muestra', 13527),\n",
 922 |        " ('fuente', 13525),\n",
 923 |        " ('plata', 13476),\n",
 924 |        " ('primeras', 13467),\n",
 925 |        " ('cabeza', 13462),\n",
 926 |        " ('actividades', 13448),\n",
 927 |        " ('causa', 13446),\n",
 928 |        " ('energía', 13423),\n",
 929 |        " ('nuevas', 13421),\n",
 930 |        " ('china', 13376),\n",
 931 |        " ('cultural', 13359),\n",
 932 |        " ('realizó', 13350),\n",
 933 |        " ('dado', 13348),\n",
 934 |        " ('venezuela', 13342),\n",
 935 |        " ('gobernador', 13338),\n",
 936 |        " ('investigación', 13336),\n",
 937 |        " ('org', 13320),\n",
 938 |        " ('diseño', 13300),\n",
 939 |        " ('palacio', 13296),\n",
 940 |        " ('armas', 13288),\n",
 941 |        " ('world', 13287),\n",
 942 |        " ('japón', 13273),\n",
 943 |        " ('episodio', 13263),\n",
 944 |        " ('resultado', 13228),\n",
 945 |        " ('personal', 13194),\n",
 946 |        " ('teoría', 13192),\n",
 947 |        " ('ayuda', 13187),\n",
 948 |        " ('garcía', 13182),\n",
 949 |        " ('nos', 13168),\n",
 950 |        " ('asociación', 13118),\n",
 951 |        " ('permite', 13106),\n",
 952 |        " ('sistemas', 13080),\n",
 953 |        " ('fuentes', 13011),\n",
 954 |        " ('david', 13003),\n",
 955 |        " ('xx', 12945),\n",
 956 |        " ('función', 12905),\n",
 957 |        " ('ganó', 12896),\n",
 958 |        " ('notas', 12879),\n",
 959 |        " ('presencia', 12857),\n",
 960 |        " ('artículo', 12850),\n",
 961 |        " ('km²', 12830),\n",
 962 |        " ('derechos', 12803),\n",
 963 |        " ('santo', 12791),\n",
 964 |        " ('casos', 12790),\n",
 965 |        " ('brasil', 12754),\n",
 966 |        " ('niños', 12722),\n",
 967 |        " ('longitud', 12685),\n",
 968 |        " ('ocasiones', 12647),\n",
 969 |        " ('premios', 12636),\n",
 970 |        " ('lleva', 12583),\n",
 971 |        " ('valor', 12583),\n",
 972 |        " ('películas', 12578),\n",
 973 |        " ('apoyo', 12572),\n",
 974 |        " ('saint', 12567),\n",
 975 |        " ('festival', 12553),\n",
 976 |        " ('lucha', 12547),\n",
 977 |        " ('tercer', 12544),\n",
 978 |        " ('tamaño', 12524),\n",
 979 |        " ('et', 12524),\n",
 980 |        " ('importancia', 12510),\n",
 981 |        " ('será', 12510),\n",
 982 |        " ('k', 12495),\n",
 983 |        " ('+', 12469),\n",
 984 |        " ('administración', 12426),\n",
 985 |        " ('emperador', 12420),\n",
 986 |        " ('unido', 12401),\n",
 987 |        " ('templo', 12397),\n",
 988 |        " ('mando', 12373),\n",
 989 |        " ('diversas', 12354),\n",
 990 |        " ('actor', 12353),\n",
 991 |        " ('obtuvo', 12339),\n",
 992 |        " ('ésta', 12323),\n",
 993 |        " ('comienza', 12304),\n",
 994 |        " ('cantante', 12303),\n",
 995 |        " ('realizar', 12270),\n",
 996 |        " ('iv', 12254),\n",
 997 |        " ('cuya', 12232),\n",
 998 |        " ('trabajos', 12217),\n",
 999 |        " ('negro', 12216),\n",
1000 |        " ('relaciones', 12209),\n",
1001 |        " ('escritor', 12193),\n",
1002 |        " ('gente', 12190),\n",
1003 |        " ('aire', 12157),\n",
1004 |        " ('index', 12118),\n",
1005 |        " ('estrella', 12075),\n",
1006 |        " ('cm', 12071),\n",
1007 |        " ('california', 12065),\n",
1008 |        " ('carácter', 12031),\n",
1009 |        " ('similar', 12013),\n",
1010 |        " ('velocidad', 12006),\n",
1011 |        " ('vista', 11989),\n",
1012 |        " ('congreso', 11987),\n",
1013 |        " ('artes', 11979),\n",
1014 |        " ('usa', 11971),\n",
1015 |        " ('calidad', 11958),\n",
1016 |        " ('revolución', 11945),\n",
1017 |        " ('independencia', 11929),\n",
1018 |        " ('palabra', 11904),\n",
1019 |        " ('participó', 11854),\n",
1020 |        " ('campeón', 11833),\n",
1021 |        " ('mitad', 11821),\n",
1022 |        " ('conoce', 11801),\n",
1023 |        " ('sentido', 11800),\n",
1024 |        " ('siete', 11792),\n",
1025 |        " ('generalmente', 11760),\n",
1026 |        " ('material', 11759),\n",
1027 |        " ('sol', 11755),\n",
1028 |        " ('esposa', 11729),\n",
1029 |        " ('argentino', 11716),\n",
1030 |        " ('dar', 11713),\n",
1031 |        " ('tierras', 11696),\n",
1032 |        " ('publicado', 11686),\n",
1033 |        " ('contiene', 11655),\n",
1034 |        " ('objetivo', 11637),\n",
1035 |        " ('quienes', 11633),\n",
1036 |        " ('sector', 11626),\n",
1037 |        " ('realidad', 11612),\n",
1038 |        " ('from', 11593),\n",
1039 |        " ('torneo', 11572),\n",
1040 |        " ('literatura', 11560),\n",
1041 |        " ('seguridad', 11556),\n",
1042 |        " ('medios', 11554),\n",
1043 |        " ('influencia', 11518),\n",
1044 |        " ('corte', 11517),\n",
1045 |        " ('academia', 11506),\n",
1046 |        " ('dicha', 11492),\n",
1047 |        " ('diferencia', 11490),\n",
1048 |        " ('ciencias', 11434),\n",
1049 |        " ('sierra', 11432),\n",
1050 |        " ('tv', 11416),\n",
1051 |        " ('virgen', 11411),\n",
1052 |        " ('mano', 11379),\n",
1053 |        " ('ataque', 11378),\n",
1054 |        " ('video', 11362),\n",
1055 |        " ('pueblos', 11360),\n",
1056 |        " ('colegio', 11352),\n",
1057 |        " ('||', 11298),\n",
1058 |        " ('significa', 11284),\n",
1059 |        " ('ayuntamiento', 11280),\n",
1060 |        " ('martín', 11275),\n",
1061 |        " ('entrada', 11264),\n",
1062 |        " ('sigue', 11254),\n",
1063 |        " ('mayores', 11214),\n",
1064 |        " ('considerado', 11206),\n",
1065 |        " ('ed', 11204),\n",
1066 |        " ('podría', 11163),\n",
1067 |        " ('manos', 11129),\n",
1068 |        " ('tipos', 11126),\n",
1069 |        " ('mejores', 11119),\n",
1070 |        " ('aguas', 11106),\n",
1071 |        " ('tenían', 11106),\n",
1072 |        " ('unidad', 11059),\n",
1073 |        " ('acceso', 11055),\n",
1074 |        " ('municipales', 11028),\n",
1075 |        " ('elegido', 11019),\n",
1076 |        " ('categoría', 11018),\n",
1077 |        " ('respecto', 11007),\n",
1078 |        " ('formas', 11006),\n",
1079 |        " ('editorial', 10992),\n",
1080 |        " ('nº', 10979),\n",
1081 |        " ('campaña', 10967),\n",
1082 |        " ('verano', 10955),\n",
1083 |        " ('tratado', 10947),\n",
1084 |        " ('italiano', 10941),\n",
1085 |        " ('etapa', 10939),\n",
1086 |        " ('parece', 10914),\n",
1087 |        " ('idea', 10913),\n",
1088 |        " ('semana', 10897),\n",
1089 |        " ('occidental', 10896),\n",
1090 |        " ('comercial', 10895),\n",
1091 |        " ('horas', 10891),\n",
1092 |        " ('enrique', 10860),\n",
1093 |        " ('volvió', 10860),\n",
1094 |        " ('nuestra', 10839),\n",
1095 |        " ('libertad', 10828),\n",
1096 |        " ('histórico', 10824),\n",
1097 |        " ('jorge', 10793),\n",
1098 |        " ('programas', 10755),\n",
1099 |        " (\"'\", 10741),\n",
1100 |        " ('buena', 10729),\n",
1101 |        " ('decidió', 10703),\n",
1102 |        " ('piedra', 10699),\n",
1103 |        " ('condiciones', 10698),\n",
1104 |        " ('restos', 10690),\n",
1105 |        " ('combate', 10683),\n",
1106 |        " ('productos', 10663),\n",
1107 |        " ('madera', 10633),\n",
1108 |        " ('aeropuerto', 10626),\n",
1109 |        " ('*', 10625),\n",
1110 |        " ('ríos', 10598),\n",
1111 |        " ('eso', 10523),\n",
1112 |        " ('federal', 10521),\n",
1113 |        " ('matrimonio', 10516),\n",
1114 |        " ('izquierda', 10508),\n",
1115 |        " ('puente', 10497),\n",
1116 |        " ('resultados', 10479),\n",
1117 |        " ('cámara', 10476),\n",
1118 |        " ('reina', 10462),\n",
1119 |        " ('llega', 10447),\n",
1120 |        " ('jesús', 10447),\n",
1121 |        " ('tiempos', 10440),\n",
1122 |        " ('conde', 10436),\n",
1123 |        " ('lópez', 10425),\n",
1124 |        " ('pública', 10404),\n",
1125 |        " ('utiliza', 10396),\n",
1126 |        " ('vía', 10388),\n",
1127 |        " ('capitán', 10388),\n",
1128 |        " ('mas', 10384),\n",
1129 |        " ('nacionales', 10381),\n",
1130 |        " ('imágenes', 10374),\n",
1131 |        " ('diario', 10365),\n",
1132 |        " ('príncipe', 10359),\n",
1133 |        " ('señor', 10336),\n",
1134 |        " ('españoles', 10335),\n",
1135 |        " ('mm', 10306),\n",
1136 |        " ('toma', 10296),\n",
1137 |        " ('llevó', 10278),\n",
1138 |        " ('paul', 10259),\n",
1139 |        " ('w', 10252),\n",
1140 |        " ('comunicación', 10238),\n",
1141 |        " ('pablo', 10232),\n",
1142 |        " ('jugadores', 10225),\n",
1143 |        " ('escribió', 10215),\n",
1144 |        " ('kilómetros', 10210),\n",
1145 |        " ('animales', 10206),\n",
1146 |        " ('municipios', 10196),\n",
1147 |        " ('fuego', 10181),\n",
1148 |        " ('artistas', 10177),\n",
1149 |        " ('industria', 10164),\n",
1150 |        " ('pudo', 10163),\n",
1151 |        " ('demás', 10143),\n",
1152 |        " ('medida', 10137),\n",
1153 |        " ('cd', 10131),\n",
1154 |        " ('numerosos', 10116),\n",
1155 |        " ('líder', 10098),\n",
1156 |        " ('empezó', 10090),\n",
1157 |        " ('ningún', 10086),\n",
1158 |        " ('encontrar', 10086),\n",
1159 |        " ('felipe', 10083),\n",
1160 |        " ('humanos', 10081),\n",
1161 |        " ('james', 10055),\n",
1162 |        " ('aquí', 10050),\n",
1163 |        " ('logró', 10050),\n",
1164 |        " ('alguna', 10043),\n",
1165 |        " ('metal', 10034),\n",
1166 |        " ('técnica', 10029),\n",
1167 |        " ('jóvenes', 10028),\n",
1168 |        " ('pocos', 10019),\n",
1169 |        " ('valencia', 10013),\n",
1170 |        " ('texto', 10008),\n",
1171 |        " ('pasado', 10000),\n",
1172 |        " ('rojo', 9990),\n",
1173 |        " ('arquitectura', 9988),\n",
1174 |        " ('realiza', 9972),\n",
1175 |        " ('verde', 9968),\n",
1176 |        " ('descripción', 9943),\n",
1177 |        " ('nada', 9916),\n",
1178 |        " ('constitución', 9911),\n",
1179 |        " ('todavía', 9911),\n",
1180 |        " ('hermanos', 9896),\n",
1181 |        " ('maestro', 9878),\n",
1182 |        " ('pequeños', 9869),\n",
1183 |        " ('dirigida', 9853),\n",
1184 |        " ('azul', 9839),\n",
1185 |        " ('creado', 9833),\n",
1186 |        " ('sociales', 9828),\n",
1187 |        " ('colección', 9815),\n",
1188 |        " ('viaje', 9806),\n",
1189 |        " ('alfonso', 9794),\n",
1190 |        " ('xviii', 9781),\n",
1191 |        " ('transporte', 9773),\n",
1192 |        " ('existencia', 9767),\n",
1193 |        " ('oriental', 9763),\n",
1194 |        " ('algún', 9730),\n",
1195 |        " ('censo', 9729),\n",
1196 |        " ('ambas', 9723),\n",
1197 |        " ('salud', 9713),\n",
1198 |        " ('life', 9711),\n",
1199 |        " ('ruta', 9709),\n",
1200 |        " ('actriz', 9707),\n",
1201 |        " ('distancia', 9693),\n",
1202 |        " ('xvi', 9692),\n",
1203 |        " ('córdoba', 9688),\n",
1204 |        " ('duque', 9641),\n",
1205 |        " ('comercio', 9639),\n",
1206 |        " ('efecto', 9632),\n",
1207 |        " ('objeto', 9623),\n",
1208 |        " ('suele', 9599),\n",
1209 |        " ('militares', 9598),\n",
1210 |        " ('independiente', 9591),\n",
1211 |        " ('do', 9590),\n",
1212 |        " ('palabras', 9584),\n",
1213 |        " ('escrito', 9575),\n",
1214 |        " ('bastante', 9575),\n",
1215 |        " ('menudo', 9568),\n",
1216 |        " ('ciencia', 9565),\n",
1217 |        " ('michael', 9558),\n",
1218 |        " ('produce', 9554),\n",
1219 |        " ('\"the', 9524),\n",
1220 |        " ('siglos', 9504),\n",
1221 |        " ('biblioteca', 9502),\n",
1222 |        " ('mes', 9492),\n",
1223 |        " ('internacionales', 9490),\n",
1224 |        " ('robert', 9487),\n",
1225 |        " ('romano', 9481),\n",
1226 |        " ('formar', 9476),\n",
1227 |        " ('figura', 9473),\n",
1228 |        " ('estadio', 9472),\n",
1229 |        " ('crear', 9465),\n",
1230 |        " ('plan', 9457),\n",
1231 |        " ('des', 9451),\n",
1232 |        " ('diez', 9450),\n",
1233 |        " ('cuanto', 9406),\n",
1234 |        " ('you', 9403),\n",
1235 |        " ('pasa', 9402),\n",
1236 |        " ('participación', 9400),\n",
1237 |        " ('futuro', 9391),\n",
1238 |        " ('sevilla', 9382),\n",
1239 |        " ('representa', 9356),\n",
1240 |        " ('presente', 9352),\n",
1241 |        " ('hacen', 9335),\n",
1242 |        " ('líneas', 9332),\n",
1243 |        " ('tradición', 9325),\n",
1244 |        " ('catedral', 9322),\n",
1245 |        " ('económica', 9307)]"
1246 |       ]
1247 |      },
1248 |      "execution_count": 52,
1249 |      "metadata": {},
1250 |      "output_type": "execute_result"
1251 |     }
1252 |    ],
1253 |    "source": [
1254 |     "most_common[:1000]"
1255 |    ]
1256 |   },
1257 |   {
1258 |    "cell_type": "code",
1259 |    "execution_count": 53,
1260 |    "metadata": {},
1261 |    "outputs": [
1262 |     {
1263 |      "name": "stdout",
1264 |      "output_type": "stream",
1265 |      "text": [
1266 |       "120-million-word-spanish-corpus.zip oral-utf8.zip\r\n",
1267 |       "Untitled.ipynb                      \u001b[34mspanish_corpus\u001b[m\u001b[m\r\n"
1268 |      ]
1269 |     }
1270 |    ],
1271 |    "source": [
1272 |     "! ls"
1273 |    ]
1274 |   },
1275 |   {
1276 |    "cell_type": "code",
1277 |    "execution_count": 54,
1278 |    "metadata": {},
1279 |    "outputs": [
1280 |     {
1281 |      "name": "stdout",
1282 |      "output_type": "stream",
1283 |      "text": [
1284 |       "Archive:  oral-utf8.zip\n",
1285 |       "   creating: CORLEC_TXT_FINAL/\n",
1286 |       "  inflating: CORLEC_TXT_FINAL/.DS_Store  \n",
1287 |       "   creating: CORLEC_TXT_FINAL/ADM/\n",
1288 |       "  inflating: CORLEC_TXT_FINAL/ADM/.DS_Store  \n",
1289 |       "   creating: __MACOSX/\n",
1290 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/\n",
1291 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/ADM/\n",
1292 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/ADM/._.DS_Store  \n",
1293 |       "  inflating: CORLEC_TXT_FINAL/ADM/CADM035A-corregido.txt  \n",
1294 |       "  inflating: CORLEC_TXT_FINAL/ADM/CADM038A-corregido.txt  \n",
1295 |       "  inflating: CORLEC_TXT_FINAL/ADM/EADM003A-corregido.txt  \n",
1296 |       "  inflating: CORLEC_TXT_FINAL/ADM/EADM004A-corregido.txt  \n",
1297 |       "  inflating: CORLEC_TXT_FINAL/ADM/EADM005A-corregido.txt  \n",
1298 |       "  inflating: CORLEC_TXT_FINAL/ADM/EADM005B-corregido.txt  \n",
1299 |       "  inflating: CORLEC_TXT_FINAL/ADM/EADM005C-corregido.txt  \n",
1300 |       "  inflating: CORLEC_TXT_FINAL/ADM/EADM005D-corregido.txt  \n",
1301 |       "  inflating: CORLEC_TXT_FINAL/ADM/EADM005F-corregido.txt  \n",
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1304 |       "  inflating: CORLEC_TXT_FINAL/ADM/EADM005K-corregido.txt  \n",
1305 |       "   creating: CORLEC_TXT_FINAL/CIE/\n",
1306 |       "  inflating: CORLEC_TXT_FINAL/CIE/.DS_Store  \n",
1307 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/CIE/\n",
1308 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/CIE/._.DS_Store  \n",
1309 |       "  inflating: CORLEC_TXT_FINAL/CIE/ACIE016A-corregido.txt  \n",
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1311 |       "  inflating: CORLEC_TXT_FINAL/CIE/ACIE034A-corregido.txt  \n",
1312 |       "  inflating: CORLEC_TXT_FINAL/CIE/CCIE017A-corregido.txt  \n",
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1314 |       "  inflating: CORLEC_TXT_FINAL/CIE/PCIE015D-corregido.txt  \n",
1315 |       "   creating: CORLEC_TXT_FINAL/CONV/\n",
1316 |       "  inflating: CORLEC_TXT_FINAL/CONV/.DS_Store  \n",
1317 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/CONV/\n",
1318 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/CONV/._.DS_Store  \n",
1319 |       "  inflating: CORLEC_TXT_FINAL/CONV/ACON001A-corregido.txt  \n",
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1322 |       "  inflating: CORLEC_TXT_FINAL/CONV/ACON006C-corregido.txt  \n",
1323 |       "  inflating: CORLEC_TXT_FINAL/CONV/ACON006D-corregido.txt  \n",
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1638 |       "   creating: CORLEC_TXT_FINAL/HUM/\r\n",
1639 |       "  inflating: CORLEC_TXT_FINAL/HUM/.DS_Store  \r\n",
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1658 |       "   creating: CORLEC_TXT_FINAL/INS/\r\n",
1659 |       "  inflating: CORLEC_TXT_FINAL/INS/.DS_Store  \r\n",
1660 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/INS/\r\n",
1661 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/INS/._.DS_Store  \r\n",
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1670 |       "   creating: CORLEC_TXT_FINAL/JUR/\r\n",
1671 |       "  inflating: CORLEC_TXT_FINAL/JUR/.DS_Store  \r\n",
1672 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/JUR/\r\n",
1673 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/JUR/._.DS_Store  \r\n"
1674 |      ]
1675 |     },
1676 |     {
1677 |      "name": "stdout",
1678 |      "output_type": "stream",
1679 |      "text": [
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1764 |       "  inflating: CORLEC_TXT_FINAL/NOT/CNOT013A-corregido.txt  \r\n",
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1767 |       "  inflating: CORLEC_TXT_FINAL/NOT/CNOT035A-corregido.txt  \r\n",
1768 |       "  inflating: CORLEC_TXT_FINAL/NOT/ENOT003B-corregido.txt  \r\n",
1769 |       "  inflating: CORLEC_TXT_FINAL/NOT/ENOT003D-corregido.txt  \r\n",
1770 |       "  inflating: CORLEC_TXT_FINAL/NOT/ENOT003E-corregido.txt  \r\n",
1771 |       "  inflating: CORLEC_TXT_FINAL/NOT/ENOT003F-corregido.txt  \r\n",
1772 |       "  inflating: CORLEC_TXT_FINAL/NOT/ENOT003G-corregido.txt  \r\n",
1773 |       "  inflating: CORLEC_TXT_FINAL/NOT/PNOT001B-corregido.txt  \r\n",
1774 |       "  inflating: CORLEC_TXT_FINAL/NOT/PNOT002B-corregido.txt  \r\n",
1775 |       "   creating: CORLEC_TXT_FINAL/POL/\r\n",
1776 |       "  inflating: CORLEC_TXT_FINAL/POL/.DS_Store  \r\n",
1777 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/POL/\r\n",
1778 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/POL/._.DS_Store  \r\n",
1779 |       "  inflating: CORLEC_TXT_FINAL/POL/APOL009A-corregido.txt  \r\n",
1780 |       "  inflating: CORLEC_TXT_FINAL/POL/APOL016A-corregido.txt  \r\n",
1781 |       "  inflating: CORLEC_TXT_FINAL/POL/APOL021A-corregido.txt  \r\n",
1782 |       "  inflating: CORLEC_TXT_FINAL/POL/APOL023A-corregido.txt  \r\n",
1783 |       "  inflating: CORLEC_TXT_FINAL/POL/APOL023B-corregido.txt  \r\n",
1784 |       "  inflating: CORLEC_TXT_FINAL/POL/APOL023C-corregido.txt  \r\n",
1785 |       "  inflating: CORLEC_TXT_FINAL/POL/APOL035A-corregido.txt  \r\n",
1786 |       "  inflating: CORLEC_TXT_FINAL/POL/APOL035B-corregido.txt  \r\n",
1787 |       "  inflating: CORLEC_TXT_FINAL/POL/BPOL047A-corregido.txt  \r\n",
1788 |       "  inflating: CORLEC_TXT_FINAL/POL/CPOL000A-corregido.txt  \r\n",
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1790 |       "  inflating: CORLEC_TXT_FINAL/POL/PPOL007C-corregido.txt  \r\n",
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1793 |       "  inflating: CORLEC_TXT_FINAL/POL/PPOL009B-corregido.txt  \r\n",
1794 |       "   creating: CORLEC_TXT_FINAL/PUB/\r\n",
1795 |       "  inflating: CORLEC_TXT_FINAL/PUB/.DS_Store  \r\n",
1796 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/PUB/\r\n",
1797 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/PUB/._.DS_Store  \r\n",
1798 |       "  inflating: CORLEC_TXT_FINAL/PUB/APUB004A-corregido.txt  \r\n",
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1819 |       "  inflating: CORLEC_TXT_FINAL/PUB/BPUB022C-corregido.txt  \r\n",
1820 |       "  inflating: CORLEC_TXT_FINAL/PUB/BPUB034A-corregido.txt  \r\n",
1821 |       "  inflating: CORLEC_TXT_FINAL/PUB/BPUB041B-corregido.txt  \r\n",
1822 |       "  inflating: CORLEC_TXT_FINAL/PUB/BPUB041C-corregido.txt  \r\n",
1823 |       "  inflating: CORLEC_TXT_FINAL/PUB/BPUB041D-corregido.txt  \r\n",
1824 |       "  inflating: CORLEC_TXT_FINAL/PUB/BPUB043A-corregido.txt  \r\n"
1825 |      ]
1826 |     },
1827 |     {
1828 |      "name": "stdout",
1829 |      "output_type": "stream",
1830 |      "text": [
1831 |       "  inflating: CORLEC_TXT_FINAL/PUB/CPUB001A-corregido.txt  \r\n",
1832 |       "  inflating: CORLEC_TXT_FINAL/PUB/CPUB001B-corregido.txt  \r\n",
1833 |       "  inflating: CORLEC_TXT_FINAL/PUB/CPUB002A-corregido.txt  \r\n",
1834 |       "  inflating: CORLEC_TXT_FINAL/PUB/CPUB009A-corregido.txt  \r\n",
1835 |       "  inflating: CORLEC_TXT_FINAL/PUB/CPUB009B-corregido.txt  \r\n",
1836 |       "  inflating: CORLEC_TXT_FINAL/PUB/CPUB011A-corregido.txt  \r\n",
1837 |       "  inflating: CORLEC_TXT_FINAL/PUB/CPUB038A-corregido.txt  \r\n",
1838 |       "  inflating: CORLEC_TXT_FINAL/PUB/EPUB016B-corregido.txt  \r\n",
1839 |       "  inflating: CORLEC_TXT_FINAL/PUB/PPUB013C-corregido.txt  \r\n",
1840 |       "  inflating: CORLEC_TXT_FINAL/PUB/PPUB013F-corregido.txt  \r\n",
1841 |       "   creating: CORLEC_TXT_FINAL/REL/\r\n",
1842 |       "  inflating: CORLEC_TXT_FINAL/REL/.DS_Store  \r\n",
1843 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/REL/\r\n",
1844 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/REL/._.DS_Store  \r\n",
1845 |       "  inflating: CORLEC_TXT_FINAL/REL/AREL007A-corregido.txt  \r\n",
1846 |       "  inflating: CORLEC_TXT_FINAL/REL/BREL020A-corregido.txt  \r\n",
1847 |       "  inflating: CORLEC_TXT_FINAL/REL/BREL020B-corregido.txt  \r\n",
1848 |       "  inflating: CORLEC_TXT_FINAL/REL/BREL020C-corregido.txt  \r\n",
1849 |       "  inflating: CORLEC_TXT_FINAL/REL/CREL021A-corregido.txt  \r\n",
1850 |       "  inflating: CORLEC_TXT_FINAL/REL/CREL021B-corregido.txt  \r\n",
1851 |       "  inflating: CORLEC_TXT_FINAL/REL/CREL021C-corregido.txt  \r\n",
1852 |       "  inflating: CORLEC_TXT_FINAL/REL/CREL021D-corregido.txt  \r\n",
1853 |       "  inflating: CORLEC_TXT_FINAL/REL/EREL004C-corregido.txt  \r\n",
1854 |       "  inflating: CORLEC_TXT_FINAL/REL/PREL008D-corregido.txt  \r\n",
1855 |       "  inflating: CORLEC_TXT_FINAL/REL/PREL009A-corregido.txt  \r\n",
1856 |       "   creating: CORLEC_TXT_FINAL/TEC/\r\n",
1857 |       "  inflating: CORLEC_TXT_FINAL/TEC/.DS_Store  \r\n",
1858 |       "   creating: __MACOSX/CORLEC_TXT_FINAL/TEC/\r\n",
1859 |       "  inflating: __MACOSX/CORLEC_TXT_FINAL/TEC/._.DS_Store  \r\n",
1860 |       "  inflating: CORLEC_TXT_FINAL/TEC/CTEC006A-corregido.txt  \r\n",
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1862 |       "  inflating: CORLEC_TXT_FINAL/TEC/CTEC033A-corregido.txt  \r\n",
1863 |       "  inflating: CORLEC_TXT_FINAL/TEC/CTEC036A-corregido.txt  \r\n",
1864 |       "  inflating: CORLEC_TXT_FINAL/TEC/CTEC036B-corregido.txt  \r\n",
1865 |       "  inflating: CORLEC_TXT_FINAL/TEC/CTEC038A-corregido.txt  \r\n",
1866 |       "  inflating: CORLEC_TXT_FINAL/TEC/CTEC038B-corregido.txt  \r\n",
1867 |       "  inflating: CORLEC_TXT_FINAL/TEC/ETEC001A-corregido.txt  \r\n",
1868 |       "  inflating: CORLEC_TXT_FINAL/TEC/ETEC001D-corregido.txt  \r\n",
1869 |       "  inflating: CORLEC_TXT_FINAL/TEC/ETEC001E-corregido.txt  \r\n",
1870 |       "  inflating: CORLEC_TXT_FINAL/TEC/ETEC002A-corregido.txt  \r\n",
1871 |       "  inflating: CORLEC_TXT_FINAL/TEC/ETEC004E-corregido.txt  \r\n",
1872 |       "  inflating: CORLEC_TXT_FINAL/TEC/ETEC020A-corregido.txt  \r\n"
1873 |      ]
1874 |     }
1875 |    ],
1876 |    "source": [
1877 |     "!unzip oral-utf8.zip"
1878 |    ]
1879 |   },
1880 |   {
1881 |    "cell_type": "code",
1882 |    "execution_count": 55,
1883 |    "metadata": {},
1884 |    "outputs": [
1885 |     {
1886 |      "name": "stdout",
1887 |      "output_type": "stream",
1888 |      "text": [
1889 |       "#archivo: cadm035a\r\n",
1890 |       "#fecha de grabación: 20-9-91\r\n",
1891 |       "#fuente: conversación en una Delegación Provincial\r\n",
1892 |       "#localización: Segovia\r\n",
1893 |       "#términos: certificado\r\n",
1894 |       "#H1: varón, 50 años. Funcionario\r\n",
1895 |       "#H2: varón, 50 años.\r\n",
1896 |       "H1: Certificado del centro donde cursa los estudios...\r\n",
1897 |       "H2: Ya.\r\n",
1898 |       "H1: Cayetano. Eh... si anda muy apremiado lo único que puedemos... le puedo... admitir son las matrículas del curso 90 91. Curso... curso del año pasado que termina [ininteligible] en setiembre de este año. [silencio]\r\n"
1899 |      ]
1900 |     }
1901 |    ],
1902 |    "source": [
1903 |     "! head CORLEC_TXT_FINAL/ADM/CADM035A-corregido.txt"
1904 |    ]
1905 |   },
1906 |   {
1907 |    "cell_type": "code",
1908 |    "execution_count": 60,
1909 |    "metadata": {},
1910 |    "outputs": [
1911 |     {
1912 |      "name": "stdout",
1913 |      "output_type": "stream",
1914 |      "text": [
1915 |       "Populating the interactive namespace from numpy and matplotlib\n"
1916 |      ]
1917 |     },
1918 |     {
1919 |      "data": {
1920 |       "text/plain": [
1921 |        "[<matplotlib.lines.Line2D at 0x110159630>]"
1922 |       ]
1923 |      },
1924 |      "execution_count": 60,
1925 |      "metadata": {},
1926 |      "output_type": "execute_result"
1927 |     },
1928 |     {
1929 |      "data": {
1930 |       "image/png": 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\n",
1931 |       "text/plain": [
1932 |        "<matplotlib.figure.Figure at 0x1100685c0>"
1933 |       ]
1934 |      },
1935 |      "metadata": {},
1936 |      "output_type": "display_data"
1937 |     }
1938 |    ],
1939 |    "source": [
1940 |     "%pylab inline\n",
1941 |     "plot([j for i,j in most_common[50:200]])"
1942 |    ]
1943 |   },
1944 |   {
1945 |    "cell_type": "code",
1946 |    "execution_count": 96,
1947 |    "metadata": {},
1948 |    "outputs": [
1949 |     {
1950 |      "data": {
1951 |       "text/plain": [
1952 |        "[('de', 7768066),\n",
1953 |        " ('la', 4042357),\n",
1954 |        " ('en', 3389607),\n",
1955 |        " ('el', 3047402),\n",
1956 |        " ('y', 2648361),\n",
1957 |        " ('a', 1817983),\n",
1958 |        " ('que', 1681980),\n",
1959 |        " ('los', 1449332),\n",
1960 |        " ('del', 1390869),\n",
1961 |        " ('se', 1162234),\n",
1962 |        " ('un', 976537),\n",
1963 |        " ('por', 961098),\n",
1964 |        " ('con', 902094),\n",
1965 |        " ('las', 884812),\n",
1966 |        " ('una', 844113),\n",
1967 |        " ('su', 793043),\n",
1968 |        " ('es', 731708),\n",
1969 |        " ('al', 564421),\n",
1970 |        " ('como', 562434),\n",
1971 |        " ('para', 551743),\n",
1972 |        " ('fue', 403657),\n",
1973 |        " ('no', 335792),\n",
1974 |        " ('más', 333536),\n",
1975 |        " ('o', 299617),\n",
1976 |        " ('sus', 270337),\n",
1977 |        " ('lo', 247800),\n",
1978 |        " ('también', 226993),\n",
1979 |        " ('entre', 202480),\n",
1980 |        " ('este', 177778),\n",
1981 |        " ('the', 165971),\n",
1982 |        " ('son', 164073),\n",
1983 |        " ('esta', 152213),\n",
1984 |        " ('pero', 150506),\n",
1985 |        " ('años', 150024),\n",
1986 |        " ('sobre', 145857),\n",
1987 |        " ('le', 145009),\n",
1988 |        " ('dos', 144100),\n",
1989 |        " ('ha', 137724),\n",
1990 |        " ('desde', 137045),\n",
1991 |        " ('hasta', 131289),\n",
1992 |        " ('ser', 127171),\n",
1993 |        " ('enlaces', 126139),\n",
1994 |        " ('parte', 123816),\n",
1995 |        " ('ciudad', 123539),\n",
1996 |        " ('durante', 122820),\n",
1997 |        " ('externos', 122385),\n",
1998 |        " ('donde', 118051),\n",
1999 |        " ('año', 115611),\n",
2000 |        " ('sin', 113965),\n",
2001 |        " ('era', 112372),\n",
2002 |        " ('cuando', 109074),\n",
2003 |        " ('of', 107000),\n",
2004 |        " ('e', 105607),\n",
2005 |        " ('está', 100978),\n",
2006 |        " ('gran', 99650),\n",
2007 |        " ('san', 99104),\n",
2008 |        " ('después', 95679),\n",
2009 |        " ('tiene', 92342),\n",
2010 |        " ('nombre', 90138),\n",
2011 |        " ('ya', 89370),\n",
2012 |        " ('otros', 87774),\n",
2013 |        " ('puede', 86984),\n",
2014 |        " ('historia', 86677),\n",
2015 |        " ('primera', 85819),\n",
2016 |        " ('muy', 84382),\n",
2017 |        " ('uno', 84154),\n",
2018 |        " ('primer', 77895),\n",
2019 |        " ('así', 77276),\n",
2020 |        " ('fueron', 73742),\n",
2021 |        " ('forma', 73705),\n",
2022 |        " ('siglo', 72556),\n",
2023 |        " ('mismo', 71538),\n",
2024 |        " ('españa', 69715),\n",
2025 |        " ('aunque', 68628),\n",
2026 |        " ('todo', 68372),\n",
2027 |        " ('nacional', 68263),\n",
2028 |        " ('si', 68139),\n",
2029 |        " ('referencias', 67686),\n",
2030 |        " ('cual', 67658),\n",
2031 |        " ('había', 67589),\n",
2032 |        " ('tres', 67551),\n",
2033 |        " ('guerra', 66864),\n",
2034 |        " ('grupo', 66616),\n",
2035 |        " ('estado', 66162),\n",
2036 |        " ('mayor', 66117),\n",
2037 |        " ('población', 65798),\n",
2038 |        " ('vez', 64546),\n",
2039 |        " ('tras', 62406),\n",
2040 |        " ('tiempo', 61678),\n",
2041 |        " ('además', 61310),\n",
2042 |        " ('general', 60625),\n",
2043 |        " ('bajo', 60458),\n",
2044 |        " ('lugar', 59693),\n",
2045 |        " ('c', 58657),\n",
2046 |        " ('cada', 58505),\n",
2047 |        " ('sido', 58203),\n",
2048 |        " ('todos', 57747),\n",
2049 |        " ('%', 56918),\n",
2050 |        " ('vida', 56732),\n",
2051 |        " ('han', 56722),\n",
2052 |        " ('familia', 55902),\n",
2053 |        " ('nueva', 55878),\n",
2054 |        " ('sur', 55501),\n",
2055 |        " ('contra', 55151),\n",
2056 |        " ('otras', 54559),\n",
2057 |        " ('estados', 54345),\n",
2058 |        " ('i', 54267),\n",
2059 |        " ('junto', 52690),\n",
2060 |        " ('algunos', 52090),\n",
2061 |        " ('universidad', 52089),\n",
2062 |        " ('hacia', 52031),\n",
2063 |        " ('norte', 51886),\n",
2064 |        " ('and', 51886),\n",
2065 |        " ('m', 51201),\n",
2066 |        " ('región', 50869),\n",
2067 |        " ('mundo', 50541),\n",
2068 |        " ('río', 50205),\n",
2069 |        " ('él', 50196),\n",
2070 |        " ('partido', 50141),\n",
2071 |        " ('inglés', 49965),\n",
2072 |        " ('provincia', 49793),\n",
2073 |        " ('serie', 49325),\n",
2074 |        " ('nuevo', 48850),\n",
2075 |        " ('gobierno', 48797),\n",
2076 |        " ('encuentra', 48666),\n",
2077 |        " ('juan', 48316),\n",
2078 |        " ('sólo', 47920),\n",
2079 |        " ('ese', 47905),\n",
2080 |        " ('embargo', 47749),\n",
2081 |        " ('oficial', 47647),\n",
2082 |        " ('véase', 47482),\n",
2083 |        " ('tanto', 47245),\n",
2084 |        " ('antes', 46892),\n",
2085 |        " ('hay', 46476),\n",
2086 |        " ('estos', 46353),\n",
2087 |        " ('s', 45996),\n",
2088 |        " ('siendo', 45923),\n",
2089 |        " ('mientras', 45604),\n",
2090 |        " ('unidos', 45517),\n",
2091 |        " ('quien', 45436),\n",
2092 |        " ('luego', 45088),\n",
2093 |        " ('centro', 44614),\n",
2094 |        " ('día', 44590),\n",
2095 |        " ('sistema', 44526),\n",
2096 |        " ('obra', 44234),\n",
2097 |        " ('país', 43246),\n",
2098 |        " ('según', 43242),\n",
2099 |        " ('josé', 43148),\n",
2100 |        " ('otro', 42745),\n",
2101 |        " ('\"', 42561),\n",
2102 |        " ('segunda', 42317),\n",
2103 |        " ('pueden', 42002),\n",
2104 |        " ('entonces', 41771),\n",
2105 |        " ('equipo', 41626),\n",
2106 |        " ('esto', 41403),\n",
2107 |        " ('debido', 41206),\n",
2108 |        " ('rey', 40733),\n",
2109 |        " ('español', 40421),\n",
2110 |        " ('iglesia', 40283),\n",
2111 |        " ('varios', 40262),\n",
2112 |        " ('in', 40254),\n",
2113 |        " ('ella', 39962),\n",
2114 |        " ('número', 39710),\n",
2115 |        " ('zona', 39201),\n",
2116 |        " ('banda', 39000),\n",
2117 |        " ('final', 38762),\n",
2118 |        " ('santa', 38257),\n",
2119 |        " ('casa', 38209),\n",
2120 |        " ('madrid', 38202),\n",
2121 |        " ('julio', 37988),\n",
2122 |        " ('muchos', 37579),\n",
2123 |        " ('departamento', 37557),\n",
2124 |        " ('ellos', 37480),\n",
2125 |        " ('méxico', 37372),\n",
2126 |        " ('otra', 37175),\n",
2127 |        " ('presidente', 37139),\n",
2128 |        " ('hace', 37030),\n",
2129 |        " ('cuenta', 36998),\n",
2130 |        " ('mejor', 36966),\n",
2131 |        " ('obras', 36809),\n",
2132 |        " ('cuatro', 36719),\n",
2133 |        " ('principal', 36486),\n",
2134 |        " ('estaba', 36444),\n",
2135 |        " ('están', 36435),\n",
2136 |        " ('música', 36409),\n",
2137 |        " ('dentro', 36367),\n",
2138 |        " ('tuvo', 36291),\n",
2139 |        " ('grandes', 36118),\n",
2140 |        " ('unos', 35738),\n",
2141 |        " ('poco', 35460),\n",
2142 |        " ('real', 35202),\n",
2143 |        " ('película', 35140),\n",
2144 |        " ('tipo', 34908),\n",
2145 |        " ('álbum', 34848),\n",
2146 |        " ('ii', 34836),\n",
2147 |        " ('d', 34752),\n",
2148 |        " ('poder', 34742),\n",
2149 |        " ('bien', 34722),\n",
2150 |        " ('argentina', 34517),\n",
2151 |        " ('mayo', 34204),\n",
2152 |        " ('distrito', 34201),\n",
2153 |        " ('muerte', 34148),\n",
2154 |        " ('época', 34134),\n",
2155 |        " ('club', 33969),\n",
2156 |        " ('estas', 33965),\n",
2157 |        " ('municipio', 33939),\n",
2158 |        " ('medio', 33415),\n",
2159 |        " ('eran', 33353),\n",
2160 |        " ('especies', 33323),\n",
2161 |        " ('algunas', 33272),\n",
2162 |        " ('internacional', 32909),\n",
2163 |        " ('hijo', 32704),\n",
2164 |        " ('les', 32692),\n",
2165 |        " ('pueblo', 32687),\n",
2166 |        " ('trabajo', 32538),\n",
2167 |        " ('personas', 32101),\n",
2168 |        " ('segundo', 32088),\n",
2169 |        " ('conocido', 31826),\n",
2170 |        " ('francia', 31701),\n",
2171 |        " ('actualmente', 31677),\n",
2172 |        " ('maría', 31667),\n",
2173 |        " ('habitantes', 31641),\n",
2174 |        " ('solo', 31481),\n",
2175 |        " ('mundial', 31378),\n",
2176 |        " ('octubre', 31331),\n",
2177 |        " ('todas', 30943),\n",
2178 |        " ('&', 30825),\n",
2179 |        " ('ejemplo', 30796),\n",
2180 |        " ('enero', 30676),\n",
2181 |        " ('canción', 30658),\n",
2182 |        " ('padre', 30638),\n",
2183 |        " ('septiembre', 30597),\n",
2184 |        " ('largo', 30574),\n",
2185 |        " ('tierra', 30453),\n",
2186 |        " ('junio', 30448),\n",
2187 |        " ('agua', 30447),\n",
2188 |        " ('importante', 30343),\n",
2189 |        " ('hizo', 30318),\n",
2190 |        " ('través', 30251),\n",
2191 |        " ('km', 30249),\n",
2192 |        " ('agosto', 30019),\n",
2193 |        " ('ejército', 30018),\n",
2194 |        " ('hecho', 29987),\n",
2195 |        " ('carlos', 29930),\n",
2196 |        " ('diciembre', 29902),\n",
2197 |        " ('menos', 29786),\n",
2198 |        " ('isla', 29694),\n",
2199 |        " ('misma', 29692),\n",
2200 |        " ('temporada', 29607),\n",
2201 |        " ('tienen', 29592),\n",
2202 |        " ('carrera', 29531),\n",
2203 |        " ('llamado', 29484),\n",
2204 |        " ('b', 29481),\n",
2205 |        " ('varias', 29437),\n",
2206 |        " ('capital', 29275),\n",
2207 |        " ('toda', 29245),\n",
2208 |        " ('marzo', 29177),\n",
2209 |        " ('noviembre', 29117),\n",
2210 |        " ('abril', 29082),\n",
2211 |        " ('http', 28892),\n",
2212 |        " ('momento', 28874),\n",
2213 |        " ('x', 28835),\n",
2214 |        " ('veces', 28713),\n",
2215 |        " ('partir', 28623),\n",
2216 |        " ('caso', 28572),\n",
2217 |        " ('sitio', 28360),\n",
2218 |        " ('desarrollo', 28112),\n",
2219 |        " ('central', 27835),\n",
2220 |        " ('web', 27812),\n",
2221 |        " ('tarde', 27697),\n",
2222 |        " ('actual', 27474),\n",
2223 |        " ('orden', 27471),\n",
2224 |        " ('j', 27359),\n",
2225 |        " ('punto', 27282),\n",
2226 |        " ('política', 27196),\n",
2227 |        " ('línea', 27098),\n",
2228 |        " ('escuela', 26869),\n",
2229 |        " ('mayoría', 26861),\n",
2230 |        " ('república', 26858),\n",
2231 |        " ('origen', 26772),\n",
2232 |        " ('francesa', 26763),\n",
2233 |        " ('premio', 26736),\n",
2234 |        " ('diferentes', 26699),\n",
2235 |        " ('tenía', 26660),\n",
2236 |        " ('primeros', 26572),\n",
2237 |        " ('versión', 26542),\n",
2238 |        " ('estudios', 26476),\n",
2239 |        " ('género', 26442),\n",
2240 |        " ('febrero', 26427),\n",
2241 |        " ('hoy', 26399),\n",
2242 |        " ('disco', 26307),\n",
2243 |        " ('último', 26283),\n",
2244 |        " ('programa', 26265),\n",
2245 |        " ('frente', 26166),\n",
2246 |        " ('edad', 26161),\n",
2247 |        " ('da', 26156),\n",
2248 |        " ('nivel', 26144),\n",
2249 |        " ('hacer', 26107),\n",
2250 |        " ('siempre', 26074),\n",
2251 |        " ('luis', 26019),\n",
2252 |        " ('director', 26003),\n",
2253 |        " ('batalla', 25983),\n",
2254 |        " ('uso', 25918),\n",
2255 |        " ('casi', 25872),\n",
2256 |        " ('siguiente', 25861),\n",
2257 |        " ('ante', 25854),\n",
2258 |        " ('juego', 25842),\n",
2259 |        " ('isbn', 25839),\n",
2260 |        " ('página', 25749),\n",
2261 |        " ('española', 25738),\n",
2262 |        " ('libro', 25720),\n",
2263 |        " ('países', 25709),\n",
2264 |        " ('total', 25562),\n",
2265 |        " ('cerca', 25328),\n",
2266 |        " ('manera', 25277),\n",
2267 |        " ('cuales', 25252),\n",
2268 |        " ('n', 25165),\n",
2269 |        " ('días', 25154),\n",
2270 |        " ('mar', 25072),\n",
2271 |        " ('francisco', 25065),\n",
2272 |        " ('p', 25049),\n",
2273 |        " ('construcción', 24902),\n",
2274 |        " ('francés', 24830),\n",
2275 |        " ('título', 24810),\n",
2276 |        " ('chile', 24791),\n",
2277 |        " ('principales', 24735),\n",
2278 |        " ('división', 24719),\n",
2279 |        " ('base', 24685),\n",
2280 |        " ('europa', 24672),\n",
2281 |        " ('miembros', 24372),\n",
2282 |        " ('esa', 24356),\n",
2283 |        " ('to', 24326),\n",
2284 |        " ('producción', 24158),\n",
2285 |        " ('debe', 24102),\n",
2286 |        " ('reino', 24047),\n",
2287 |        " ('militar', 24035),\n",
2288 |        " ('posteriormente', 24011),\n",
2289 |        " ('º', 24010),\n",
2290 |        " ('fútbol', 23970),\n",
2291 |        " ('canciones', 23927),\n",
2292 |        " ('www', 23888),\n",
2293 |        " ('antonio', 23866),\n",
2294 |        " ('comuna', 23703),\n",
2295 |        " ('estilo', 23567),\n",
2296 |        " ('televisión', 23508),\n",
2297 |        " ('información', 23388),\n",
2298 |        " ('campo', 23272),\n",
2299 |        " ('york', 23183),\n",
2300 |        " ('buenos', 23164),\n",
2301 |        " ('barcelona', 23075),\n",
2302 |        " ('tener', 23023),\n",
2303 |        " ('muchas', 23019),\n",
2304 |        " ('comenzó', 22845),\n",
2305 |        " ('pedro', 22792),\n",
2306 |        " ('lado', 22599),\n",
2307 |        " ('cuerpo', 22567),\n",
2308 |        " ('importantes', 22556),\n",
2309 |        " ('metros', 22475),\n",
2310 |        " ('mucho', 22471),\n",
2311 |        " ('color', 22439),\n",
2312 |        " ('john', 22357),\n",
2313 |        " ('arte', 22344),\n",
2314 |        " ('alto', 22332),\n",
2315 |        " ('servicio', 22323),\n",
2316 |        " ('porque', 22294),\n",
2317 |        " ('tal', 22214),\n",
2318 |        " ('mediante', 22131),\n",
2319 |        " ('haber', 22010),\n",
2320 |        " ('elecciones', 21986),\n",
2321 |        " ('tan', 21961),\n",
2322 |        " ('incluso', 21941),\n",
2323 |        " ('hombre', 21919),\n",
2324 |        " ('popular', 21855),\n",
2325 |        " ('v', 21767),\n",
2326 |        " ('éxito', 21764),\n",
2327 |        " ('f', 21745),\n",
2328 |        " ('derecho', 21737),\n",
2329 |        " ('proyecto', 21702),\n",
2330 |        " ('cinco', 21668),\n",
2331 |        " ('museo', 21649),\n",
2332 |        " ('unión', 21643),\n",
2333 |        " ('oeste', 21630),\n",
2334 |        " ('r', 21591),\n",
2335 |        " ('pesar', 21501),\n",
2336 |        " ('finalmente', 21494),\n",
2337 |        " ('sino', 21448),\n",
2338 |        " ('situada', 21437),\n",
2339 |        " ('hombres', 21434),\n",
2340 |        " ('costa', 21426),\n",
2341 |        " ('social', 21416),\n",
2342 |        " ('movimiento', 21414),\n",
2343 |        " ('edición', 21375),\n",
2344 |        " ('puesto', 21210),\n",
2345 |        " ('com', 21205),\n",
2346 |        " ('especie', 21201),\n",
2347 |        " ('cultura', 21164),\n",
2348 |        " ('fuera', 21069),\n",
2349 |        " ('localidad', 21052),\n",
2350 |        " ('estudio', 20995),\n",
2351 |        " ('ambos', 20986),\n",
2352 |        " ('|', 20967),\n",
2353 |        " ('fin', 20916),\n",
2354 |        " ('comunidad', 20910),\n",
2355 |        " ('finales', 20877),\n",
2356 |        " ('aires', 20876),\n",
2357 |        " ('ni', 20852),\n",
2358 |        " ('área', 20809),\n",
2359 |        " ('l', 20756),\n",
2360 |        " ('puerto', 20741),\n",
2361 |        " ('demografía', 20725),\n",
2362 |        " ('territorio', 20678),\n",
2363 |        " ('aún', 20677),\n",
2364 |        " ('llamada', 20653),\n",
2365 |        " ('sociedad', 20604),\n",
2366 |        " ('h', 20578),\n",
2367 |        " ('datos', 20540),\n",
2368 |        " ('encuentran', 20514),\n",
2369 |        " ('éste', 20502),\n",
2370 |        " ('etc', 20400),\n",
2371 |        " ('cargo', 20283),\n",
2372 |        " ('habían', 20240),\n",
2373 |        " ('político', 20195),\n",
2374 |        " ('grupos', 20097),\n",
2375 |        " ('dirección', 20075),\n",
2376 |        " ('radio', 20039),\n",
2377 |        " ('ello', 19997),\n",
2378 |        " ('miembro', 19946),\n",
2379 |        " ('nació', 19892),\n",
2380 |        " ('término', 19880),\n",
2381 |        " ('biografía', 19862),\n",
2382 |        " ('original', 19857),\n",
2383 |        " ('cualquier', 19830),\n",
2384 |        " ('ver', 19825),\n",
2385 |        " ('sea', 19817),\n",
2386 |        " ('ley', 19792),\n",
2387 |        " ('interior', 19676),\n",
2388 |        " ('millones', 19656),\n",
2389 |        " ('llegó', 19471),\n",
2390 |        " ('teatro', 19444),\n",
2391 |        " ('proceso', 19440),\n",
2392 |        " ('allí', 19380),\n",
2393 |        " ('relación', 19319),\n",
2394 |        " ('superior', 19222),\n",
2395 |        " ('siguientes', 19221),\n",
2396 |        " ('lista', 19197),\n",
2397 |        " ('voz', 19192),\n",
2398 |        " ('oro', 19180),\n",
2399 |        " ('manuel', 19131),\n",
2400 |        " ('conocida', 19130),\n",
2401 |        " ('grande', 19121),\n",
2402 |        " ('antiguo', 19091),\n",
2403 |        " ('media', 19070),\n",
2404 |        " ('propio', 19057),\n",
2405 |        " ('alta', 19034),\n",
2406 |        " ('pues', 18932),\n",
2407 |        " ('juegos', 18831),\n",
2408 |        " ('paso', 18827),\n",
2409 |        " ('natural', 18807),\n",
2410 |        " ('personajes', 18790),\n",
2411 |        " ('modo', 18756),\n",
2412 |        " ('público', 18756),\n",
2413 |        " ('madre', 18684),\n",
2414 |        " ('primero', 18638),\n",
2415 |        " ('rock', 18609),\n",
2416 |        " ('organización', 18531),\n",
2417 |        " ('cantón', 18419),\n",
2418 |        " ('planta', 18396),\n",
2419 |        " ('decir', 18374),\n",
2420 |        " ('conjunto', 18349),\n",
2421 |        " ('fuerzas', 18332),\n",
2422 |        " ('papel', 18258),\n",
2423 |        " ('santiago', 18254),\n",
2424 |        " ('puntos', 18197),\n",
2425 |        " ('alemania', 18189),\n",
2426 |        " ('musical', 18183),\n",
2427 |        " ('new', 18124),\n",
2428 |        " ('dice', 18111),\n",
2429 |        " ('américa', 18061),\n",
2430 |        " ('edificio', 18054),\n",
2431 |        " ('estación', 18051),\n",
2432 |        " ('fuerza', 18024),\n",
2433 |        " ('alrededor', 17977),\n",
2434 |        " ('compañía', 17972),\n",
2435 |        " ('iii', 17969),\n",
2436 |        " ('aparece', 17938),\n",
2437 |        " ('acuerdo', 17877),\n",
2438 |        " ('don', 17863),\n",
2439 |        " ('última', 17799),\n",
2440 |        " ('mujer', 17788),\n",
2441 |        " ('igual', 17788),\n",
2442 |        " ('cabo', 17783),\n",
2443 |        " ('castillo', 17778),\n",
2444 |        " ('miguel', 17759),\n",
2445 |        " ('cambio', 17750),\n",
2446 |        " ('dio', 17728),\n",
2447 |        " ('cine', 17716),\n",
2448 |        " ('liga', 17671),\n",
2449 |        " ('convirtió', 17671),\n",
2450 |        " ('ciudades', 17658),\n",
2451 |        " ('plantas', 17656)]"
2452 |       ]
2453 |      },
2454 |      "execution_count": 96,
2455 |      "metadata": {},
2456 |      "output_type": "execute_result"
2457 |     }
2458 |    ],
2459 |    "source": [
2460 |     "most_common[:500]"
2461 |    ]
2462 |   },
2463 |   {
2464 |    "cell_type": "code",
2465 |    "execution_count": 97,
2466 |    "metadata": {},
2467 |    "outputs": [],
2468 |    "source": [
2469 |     "import pandas"
2470 |    ]
2471 |   },
2472 |   {
2473 |    "cell_type": "code",
2474 |    "execution_count": 99,
2475 |    "metadata": {},
2476 |    "outputs": [],
2477 |    "source": [
2478 |     "df = pandas.DataFrame(most_common, columns = 'word freq'.split())"
2479 |    ]
2480 |   },
2481 |   {
2482 |    "cell_type": "code",
2483 |    "execution_count": 100,
2484 |    "metadata": {},
2485 |    "outputs": [
2486 |     {
2487 |      "data": {
2488 |       "text/html": [
2489 |        "<div>\n",
2490 |        "<style scoped>\n",
2491 |        "    .dataframe tbody tr th:only-of-type {\n",
2492 |        "        vertical-align: middle;\n",
2493 |        "    }\n",
2494 |        "\n",
2495 |        "    .dataframe tbody tr th {\n",
2496 |        "        vertical-align: top;\n",
2497 |        "    }\n",
2498 |        "\n",
2499 |        "    .dataframe thead th {\n",
2500 |        "        text-align: right;\n",
2501 |        "    }\n",
2502 |        "</style>\n",
2503 |        "<table border=\"1\" class=\"dataframe\">\n",
2504 |        "  <thead>\n",
2505 |        "    <tr style=\"text-align: right;\">\n",
2506 |        "      <th></th>\n",
2507 |        "      <th>word</th>\n",
2508 |        "      <th>freq</th>\n",
2509 |        "    </tr>\n",
2510 |        "  </thead>\n",
2511 |        "  <tbody>\n",
2512 |        "    <tr>\n",
2513 |        "      <th>0</th>\n",
2514 |        "      <td>de</td>\n",
2515 |        "      <td>7768066</td>\n",
2516 |        "    </tr>\n",
2517 |        "    <tr>\n",
2518 |        "      <th>1</th>\n",
2519 |        "      <td>la</td>\n",
2520 |        "      <td>4042357</td>\n",
2521 |        "    </tr>\n",
2522 |        "    <tr>\n",
2523 |        "      <th>2</th>\n",
2524 |        "      <td>en</td>\n",
2525 |        "      <td>3389607</td>\n",
2526 |        "    </tr>\n",
2527 |        "    <tr>\n",
2528 |        "      <th>3</th>\n",
2529 |        "      <td>el</td>\n",
2530 |        "      <td>3047402</td>\n",
2531 |        "    </tr>\n",
2532 |        "    <tr>\n",
2533 |        "      <th>4</th>\n",
2534 |        "      <td>y</td>\n",
2535 |        "      <td>2648361</td>\n",
2536 |        "    </tr>\n",
2537 |        "  </tbody>\n",
2538 |        "</table>\n",
2539 |        "</div>"
2540 |       ],
2541 |       "text/plain": [
2542 |        "  word     freq\n",
2543 |        "0   de  7768066\n",
2544 |        "1   la  4042357\n",
2545 |        "2   en  3389607\n",
2546 |        "3   el  3047402\n",
2547 |        "4    y  2648361"
2548 |       ]
2549 |      },
2550 |      "execution_count": 100,
2551 |      "metadata": {},
2552 |      "output_type": "execute_result"
2553 |     }
2554 |    ],
2555 |    "source": [
2556 |     "df.head()"
2557 |    ]
2558 |   },
2559 |   {
2560 |    "cell_type": "code",
2561 |    "execution_count": 106,
2562 |    "metadata": {},
2563 |    "outputs": [
2564 |     {
2565 |      "data": {
2566 |       "text/plain": [
2567 |        "(0, 1000)"
2568 |       ]
2569 |      },
2570 |      "execution_count": 106,
2571 |      "metadata": {},
2572 |      "output_type": "execute_result"
2573 |     },
2574 |     {
2575 |      "data": {
2576 |       "image/png": 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\n",
2577 |       "text/plain": [
2578 |        "<matplotlib.figure.Figure at 0x116137438>"
2579 |       ]
2580 |      },
2581 |      "metadata": {},
2582 |      "output_type": "display_data"
2583 |     }
2584 |    ],
2585 |    "source": [
2586 |     "df.freq.cumsum().plot()\n",
2587 |     "xlim(0,1000)"
2588 |    ]
2589 |   },
2590 |   {
2591 |    "cell_type": "code",
2592 |    "execution_count": 107,
2593 |    "metadata": {},
2594 |    "outputs": [
2595 |     {
2596 |      "data": {
2597 |       "text/plain": [
2598 |        "60.0"
2599 |       ]
2600 |      },
2601 |      "execution_count": 107,
2602 |      "metadata": {},
2603 |      "output_type": "execute_result"
2604 |     }
2605 |    ],
2606 |    "source": [
2607 |     "3000/50"
2608 |    ]
2609 |   },
2610 |   {
2611 |    "cell_type": "code",
2612 |    "execution_count": null,
2613 |    "metadata": {},
2614 |    "outputs": [],
2615 |    "source": []
2616 |   }
2617 |  ],
2618 |  "metadata": {
2619 |   "kernelspec": {
2620 |    "display_name": "Python 3",
2621 |    "language": "python",
2622 |    "name": "python3"
2623 |   },
2624 |   "language_info": {
2625 |    "codemirror_mode": {
2626 |     "name": "ipython",
2627 |     "version": 3
2628 |    },
2629 |    "file_extension": ".py",
2630 |    "mimetype": "text/x-python",
2631 |    "name": "python",
2632 |    "nbconvert_exporter": "python",
2633 |    "pygments_lexer": "ipython3",
2634 |    "version": "3.6.3"
2635 |   }
2636 |  },
2637 |  "nbformat": 4,
2638 |  "nbformat_minor": 2
2639 | }
2640 | 


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