Word Cloud Visualization

d3.layout.cloud.js

// Word cloud layout by Jason Davies, https://www.jasondavies.com/wordcloud/
// Algorithm due to Jonathan Feinberg, http://static.mrfeinberg.com/bv_ch03.pdf
(function(f){if(typeof exports==="object"&&typeof module!=="undefined"){module.exports=f()}else if(typeof define==="function"&&define.amd){define([],f)}else{var g;if(typeof window!=="undefined"){g=window}else if(typeof global!=="undefined"){g=global}else if(typeof self!=="undefined"){g=self}else{g=this}g=(g.d3||(g.d3 = {}));g=(g.layout||(g.layout = {}));g.cloud = f()}})(function(){var define,module,exports;return (function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require=="function"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error("Cannot find module '"+o+"'");throw f.code="MODULE_NOT_FOUND",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require=="function"&&require;for(var o=0;o<r.length;o++)s(r[o]);return s})({1:[function(require,module,exports){

var dispatch = require("d3-dispatch").dispatch;

var cloudRadians = Math.PI / 180,
    cw = 1 << 11 >> 5,
    ch = 1 << 11;

module.exports = function() {
  var size = [256, 256],
      text = cloudText,
      font = cloudFont,
      fontSize = cloudFontSize,
      fontStyle = cloudFontNormal,
      fontWeight = cloudFontNormal,
      rotate = cloudRotate,
      padding = cloudPadding,
      spiral = archimedeanSpiral,
      words = [],
      timeInterval = Infinity,
      event = dispatch("word", "end"),
      timer = null,
      random = Math.random,
      cloud = {},
      canvas = cloudCanvas;

  cloud.canvas = function(_) {
    return arguments.length ? (canvas = functor(_), cloud) : canvas;
  };

  cloud.start = function() {
    var contextAndRatio = getContext(canvas()),
        board = zeroArray((size[0] >> 5) * size[1]),
        bounds = null,
        n = words.length,
        i = -1,
        tags = [],
        data = words.map(function(d, i) {
          d.text = text.call(this, d, i);
          d.font = font.call(this, d, i);
          d.style = fontStyle.call(this, d, i);
          d.weight = fontWeight.call(this, d, i);
          d.rotate = rotate.call(this, d, i);
          d.size = ~~fontSize.call(this, d, i);
          d.padding = padding.call(this, d, i);
          return d;
        }).sort(function(a, b) { return b.size - a.size; });

    if (timer) clearInterval(timer);
    timer = setInterval(step, 0);
    step();

    return cloud;

    function step() {
      var start = Date.now();
      while (Date.now() - start < timeInterval && ++i < n && timer) {
        var d = data[i];
        d.x = (size[0] * (random() + .5)) >> 1;
        d.y = (size[1] * (random() + .5)) >> 1;
        cloudSprite(contextAndRatio, d, data, i);
        if (d.hasText && place(board, d, bounds)) {
          tags.push(d);
          event.call("word", cloud, d);
          if (bounds) cloudBounds(bounds, d);
          else bounds = [{x: d.x + d.x0, y: d.y + d.y0}, {x: d.x + d.x1, y: d.y + d.y1}];
          // Temporary hack
          d.x -= size[0] >> 1;
          d.y -= size[1] >> 1;
        }
      }
      if (i >= n) {
        cloud.stop();
        event.call("end", cloud, tags, bounds);
      }
    }
  }

  cloud.stop = function() {
    if (timer) {
      clearInterval(timer);
      timer = null;
    }
    return cloud;
  };

  function getContext(canvas) {
    canvas.width = canvas.height = 1;
    var ratio = Math.sqrt(canvas.getContext("2d").getImageData(0, 0, 1, 1).data.length >> 2);
    canvas.width = (cw << 5) / ratio;
    canvas.height = ch / ratio;

    var context = canvas.getContext("2d");
    context.fillStyle = context.strokeStyle = "red";
    context.textAlign = "center";

    return {context: context, ratio: ratio};
  }

  function place(board, tag, bounds) {
    var perimeter = [{x: 0, y: 0}, {x: size[0], y: size[1]}],
        startX = tag.x,
        startY = tag.y,
        maxDelta = Math.sqrt(size[0] * size[0] + size[1] * size[1]),
        s = spiral(size),
        dt = random() < .5 ? 1 : -1,
        t = -dt,
        dxdy,
        dx,
        dy;

    while (dxdy = s(t += dt)) {
      dx = ~~dxdy[0];
      dy = ~~dxdy[1];

      if (Math.min(Math.abs(dx), Math.abs(dy)) >= maxDelta) break;

      tag.x = startX + dx;
      tag.y = startY + dy;

      if (tag.x + tag.x0 < 0 || tag.y + tag.y0 < 0 ||
          tag.x + tag.x1 > size[0] || tag.y + tag.y1 > size[1]) continue;
      // TODO only check for collisions within current bounds.
      if (!bounds || !cloudCollide(tag, board, size[0])) {
        if (!bounds || collideRects(tag, bounds)) {
          var sprite = tag.sprite,
              w = tag.width >> 5,
              sw = size[0] >> 5,
              lx = tag.x - (w << 4),
              sx = lx & 0x7f,
              msx = 32 - sx,
              h = tag.y1 - tag.y0,
              x = (tag.y + tag.y0) * sw + (lx >> 5),
              last;
          for (var j = 0; j < h; j++) {
            last = 0;
            for (var i = 0; i <= w; i++) {
              board[x + i] |= (last << msx) | (i < w ? (last = sprite[j * w + i]) >>> sx : 0);
            }
            x += sw;
          }
          delete tag.sprite;
          return true;
        }
      }
    }
    return false;
  }

  cloud.timeInterval = function(_) {
    return arguments.length ? (timeInterval = _ == null ? Infinity : _, cloud) : timeInterval;
  };

  cloud.words = function(_) {
    return arguments.length ? (words = _, cloud) : words;
  };

  cloud.size = function(_) {
    return arguments.length ? (size = [+_[0], +_[1]], cloud) : size;
  };

  cloud.font = function(_) {
    return arguments.length ? (font = functor(_), cloud) : font;
  };

  cloud.fontStyle = function(_) {
    return arguments.length ? (fontStyle = functor(_), cloud) : fontStyle;
  };

  cloud.fontWeight = function(_) {
    return arguments.length ? (fontWeight = functor(_), cloud) : fontWeight;
  };

  cloud.rotate = function(_) {
    return arguments.length ? (rotate = functor(_), cloud) : rotate;
  };

  cloud.text = function(_) {
    return arguments.length ? (text = functor(_), cloud) : text;
  };

  cloud.spiral = function(_) {
    return arguments.length ? (spiral = spirals[_] || _, cloud) : spiral;
  };

  cloud.fontSize = function(_) {
    return arguments.length ? (fontSize = functor(_), cloud) : fontSize;
  };

  cloud.padding = function(_) {
    return arguments.length ? (padding = functor(_), cloud) : padding;
  };

  cloud.random = function(_) {
    return arguments.length ? (random = _, cloud) : random;
  };

  cloud.on = function() {
    var value = event.on.apply(event, arguments);
    return value === event ? cloud : value;
  };

  return cloud;
};

function cloudText(d) {
  return d.text;
}

function cloudFont() {
  return "serif";
}

function cloudFontNormal() {
  return "normal";
}

function cloudFontSize(d) {
  return Math.sqrt(d.value);
}

function cloudRotate() {
  return (~~(Math.random() * 6) - 3) * 30;
}

function cloudPadding() {
  return 1;
}

// Fetches a monochrome sprite bitmap for the specified text.
// Load in batches for speed.
function cloudSprite(contextAndRatio, d, data, di) {
  if (d.sprite) return;
  var c = contextAndRatio.context,
      ratio = contextAndRatio.ratio;

  c.clearRect(0, 0, (cw << 5) / ratio, ch / ratio);
  var x = 0,
      y = 0,
      maxh = 0,
      n = data.length;
  --di;
  while (++di < n) {
    d = data[di];
    c.save();
    c.font = d.style + " " + d.weight + " " + ~~((d.size + 1) / ratio) + "px " + d.font;
    var w = c.measureText(d.text + "m").width * ratio,
        h = d.size << 1;
    if (d.rotate) {
      var sr = Math.sin(d.rotate * cloudRadians),
          cr = Math.cos(d.rotate * cloudRadians),
          wcr = w * cr,
          wsr = w * sr,
          hcr = h * cr,
          hsr = h * sr;
      w = (Math.max(Math.abs(wcr + hsr), Math.abs(wcr - hsr)) + 0x1f) >> 5 << 5;
      h = ~~Math.max(Math.abs(wsr + hcr), Math.abs(wsr - hcr));
    } else {
      w = (w + 0x1f) >> 5 << 5;
    }
    if (h > maxh) maxh = h;
    if (x + w >= (cw << 5)) {
      x = 0;
      y += maxh;
      maxh = 0;
    }
    if (y + h >= ch) break;
    c.translate((x + (w >> 1)) / ratio, (y + (h >> 1)) / ratio);
    if (d.rotate) c.rotate(d.rotate * cloudRadians);
    c.fillText(d.text, 0, 0);
    if (d.padding) c.lineWidth = 2 * d.padding, c.strokeText(d.text, 0, 0);
    c.restore();
    d.width = w;
    d.height = h;
    d.xoff = x;
    d.yoff = y;
    d.x1 = w >> 1;
    d.y1 = h >> 1;
    d.x0 = -d.x1;
    d.y0 = -d.y1;
    d.hasText = true;
    x += w;
  }
  var pixels = c.getImageData(0, 0, (cw << 5) / ratio, ch / ratio).data,
      sprite = [];
  while (--di >= 0) {
    d = data[di];
    if (!d.hasText) continue;
    var w = d.width,
        w32 = w >> 5,
        h = d.y1 - d.y0;
    // Zero the buffer
    for (var i = 0; i < h * w32; i++) sprite[i] = 0;
    x = d.xoff;
    if (x == null) return;
    y = d.yoff;
    var seen = 0,
        seenRow = -1;
    for (var j = 0; j < h; j++) {
      for (var i = 0; i < w; i++) {
        var k = w32 * j + (i >> 5),
            m = pixels[((y + j) * (cw << 5) + (x + i)) << 2] ? 1 << (31 - (i % 32)) : 0;
        sprite[k] |= m;
        seen |= m;
      }
      if (seen) seenRow = j;
      else {
        d.y0++;
        h--;
        j--;
        y++;
      }
    }
    d.y1 = d.y0 + seenRow;
    d.sprite = sprite.slice(0, (d.y1 - d.y0) * w32);
  }
}

// Use mask-based collision detection.
function cloudCollide(tag, board, sw) {
  sw >>= 5;
  var sprite = tag.sprite,
      w = tag.width >> 5,
      lx = tag.x - (w << 4),
      sx = lx & 0x7f,
      msx = 32 - sx,
      h = tag.y1 - tag.y0,
      x = (tag.y + tag.y0) * sw + (lx >> 5),
      last;
  for (var j = 0; j < h; j++) {
    last = 0;
    for (var i = 0; i <= w; i++) {
      if (((last << msx) | (i < w ? (last = sprite[j * w + i]) >>> sx : 0))
          & board[x + i]) return true;
    }
    x += sw;
  }
  return false;
}

function cloudBounds(bounds, d) {
  var b0 = bounds[0],
      b1 = bounds[1];
  if (d.x + d.x0 < b0.x) b0.x = d.x + d.x0;
  if (d.y + d.y0 < b0.y) b0.y = d.y + d.y0;
  if (d.x + d.x1 > b1.x) b1.x = d.x + d.x1;
  if (d.y + d.y1 > b1.y) b1.y = d.y + d.y1;
}

function collideRects(a, b) {
  return a.x + a.x1 > b[0].x && a.x + a.x0 < b[1].x && a.y + a.y1 > b[0].y && a.y + a.y0 < b[1].y;
}

function archimedeanSpiral(size) {
  var e = size[0] / size[1];
  return function(t) {
    return [e * (t *= .1) * Math.cos(t), t * Math.sin(t)];
  };
}

function rectangularSpiral(size) {
  var dy = 4,
      dx = dy * size[0] / size[1],
      x = 0,
      y = 0;
  return function(t) {
    var sign = t < 0 ? -1 : 1;
    // See triangular numbers: T_n = n * (n + 1) / 2.
    switch ((Math.sqrt(1 + 4 * sign * t) - sign) & 3) {
      case 0:  x += dx; break;
      case 1:  y += dy; break;
      case 2:  x -= dx; break;
      default: y -= dy; break;
    }
    return [x, y];
  };
}

function zeroArray(n) {
  var a = [],
      i = -1;
  while (++i < n) a[i] = 0;
  return a;
}

function cloudCanvas() {
  return document.createElement("canvas");
}

function functor(d) {
  return typeof d === "function" ? d : function() { return d; };
}

var spirals = {
  archimedean: archimedeanSpiral,
  rectangular: rectangularSpiral
};

},{"d3-dispatch":2}],2:[function(require,module,exports){
// https://d3js.org/d3-dispatch/ Version 1.0.2. Copyright 2016 Mike Bostock.
(function (global, factory) {
  typeof exports === 'object' && typeof module !== 'undefined' ? factory(exports) :
  typeof define === 'function' && define.amd ? define(['exports'], factory) :
  (factory((global.d3 = global.d3 || {})));
}(this, (function (exports) { 'use strict';

var noop = {value: function() {}};

function dispatch() {
  for (var i = 0, n = arguments.length, _ = {}, t; i < n; ++i) {
    if (!(t = arguments[i] + "") || (t in _)) throw new Error("illegal type: " + t);
    _[t] = [];
  }
  return new Dispatch(_);
}

function Dispatch(_) {
  this._ = _;
}

function parseTypenames(typenames, types) {
  return typenames.trim().split(/^|\s+/).map(function(t) {
    var name = "", i = t.indexOf(".");
    if (i >= 0) name = t.slice(i + 1), t = t.slice(0, i);
    if (t && !types.hasOwnProperty(t)) throw new Error("unknown type: " + t);
    return {type: t, name: name};
  });
}

Dispatch.prototype = dispatch.prototype = {
  constructor: Dispatch,
  on: function(typename, callback) {
    var _ = this._,
        T = parseTypenames(typename + "", _),
        t,
        i = -1,
        n = T.length;

    // If no callback was specified, return the callback of the given type and name.
    if (arguments.length < 2) {
      while (++i < n) if ((t = (typename = T[i]).type) && (t = get(_[t], typename.name))) return t;
      return;
    }

    // If a type was specified, set the callback for the given type and name.
    // Otherwise, if a null callback was specified, remove callbacks of the given name.
    if (callback != null && typeof callback !== "function") throw new Error("invalid callback: " + callback);
    while (++i < n) {
      if (t = (typename = T[i]).type) _[t] = set(_[t], typename.name, callback);
      else if (callback == null) for (t in _) _[t] = set(_[t], typename.name, null);
    }

    return this;
  },
  copy: function() {
    var copy = {}, _ = this._;
    for (var t in _) copy[t] = _[t].slice();
    return new Dispatch(copy);
  },
  call: function(type, that) {
    if ((n = arguments.length - 2) > 0) for (var args = new Array(n), i = 0, n, t; i < n; ++i) args[i] = arguments[i + 2];
    if (!this._.hasOwnProperty(type)) throw new Error("unknown type: " + type);
    for (t = this._[type], i = 0, n = t.length; i < n; ++i) t[i].value.apply(that, args);
  },
  apply: function(type, that, args) {
    if (!this._.hasOwnProperty(type)) throw new Error("unknown type: " + type);
    for (var t = this._[type], i = 0, n = t.length; i < n; ++i) t[i].value.apply(that, args);
  }
};

function get(type, name) {
  for (var i = 0, n = type.length, c; i < n; ++i) {
    if ((c = type[i]).name === name) {
      return c.value;
    }
  }
}

function set(type, name, callback) {
  for (var i = 0, n = type.length; i < n; ++i) {
    if (type[i].name === name) {
      type[i] = noop, type = type.slice(0, i).concat(type.slice(i + 1));
      break;
    }
  }
  if (callback != null) type.push({name: name, value: callback});
  return type;
}

exports.dispatch = dispatch;

Object.defineProperty(exports, '__esModule', { value: true });

})));

},{}]},{},[1])(1)
});

freq.csv

text,size
winston, 427
party, 273
face, 187
time, 186
we, 185
thought, 182
will, 180
then, 177
seemed, 173
o'brien, 171
never, 170
its, 169
other, 168
your, 166
again, 162
two, 162
over, 160
do, 158
than, 156
back, 152
about, 150
still, 149
moment, 148
always, 140
who, 135
very, 131
man, 130
know, 126
almost, 126
way, 124
before, 123
might, 121
eyes, 120
now, 120
though, 119
another, 119
war, 118
words, 115
can, 115
little, 114
same, 114
made, 113
years, 112
because, 112
knew, 110
long, 109
old, 106
round, 106
himself, 106
against, 105
three, 105
own, 104
must, 104
thing, 101
people, 101
through, 99
after, 99
past, 99
say, 98
few, 98
voice, 97
every, 97
away, 97
without, 97
something, 95
make, 95
word, 94
mind, 94
big, 93
just, 92
world, 92
see, 92
ever, 92
me, 91
kind, 90
off, 89
telescreen, 89
such, 89
place, 88
being, 87
where, 86
'you, 85
how, 83
first, 83
perhaps, 83
looked, 82
much, 82
life, 81
body, 80
hand, 80
power, 80
'i, 80
day, 79
room, 79
too, 78
came, 78
julia, 78
between, 76
newspeak, 76
once, 76
turned, 74
while, 74
got, 74
nothing, 73
has, 73
winston's, 72
whole, 72
get, 72
human, 72
end, 71
possible, 71
seen, 70
already, 70
brother, 69
sort, 69
also, 68
went, 67
should, 67
right, 66
except, 66
since, 66
pain, 66
feeling, 65
happened, 65
remember, 65
work, 64
table, 64
ministry, 63
come, 63
anything, 61
white, 61
side, 61
suddenly, 61
don't, 61
my, 61
enough, 60
merely, 60
far, 60
look, 60
called, 60
think, 60
necessary, 60
head, 59
under, 59
quite, 58
girl, 58
four, 57
small, 57
oceania, 56
took, 56
go, 56
everything, 56
sometimes, 56
here, 56
woman, 55
minutes, 55
yet, 55
whether, 54
most, 54
felt, 54
simply, 53
behind, 53
itself, 53
different, 53
certain, 53
saw, 53
hands, 53
bed, 53
sat, 52
actually, 52
men, 50
why, 50
fact, 50
put, 50
new, 50
those, 49
air, 49
across, 49
glass, 48
these, 48
impossible, 48
great, 48
true, 48
become, 48
take, 48
memory, 47
began, 47
used, 47
done, 47
our, 47
'the, 47
well, 46
course, 46
hours, 45
love, 45
upon, 45
full, 45
last, 45
good, 45
above, 44
act, 44
many, 44
heart, 44
enormous, 43
inside, 43
hair, 43
outside, 43
street, 43
paper, 43
police, 43
towards, 43
better, 42
door, 42
taken, 41
front, 41
member, 41
less, 41
days, 41
times, 40
gave, 40
left, 40
longer, 40
proles, 40
stopped, 40
middle, 40
fingers, 40
appeared, 40
victory, 39
large, 39
death, 39
somewhere, 39
keep, 39
others, 39
shall, 39
give, 39
part, 38
tell, 38
book, 38
things, 38
children, 38
ago, 38
both, 38
light, 38
together, 38
five, 38
black, 37
use, 37
dark, 37
matter, 37
heard, 37
stood, 37
set, 37
floor, 37
seconds, 37
inner, 37
alone, 37
parsons, 37
each, 36
next, 36
held, 36
members, 36
changed, 36
person, 36
one's, 36
later, 36
soon, 36
understand, 36
meaning, 36
hate, 35
ingsoc, 35
within, 35
really, 35
half, 35
hold, 35
real, 35
arm, 35
else, 35
brought, 35
truth, 34
young, 34
syme, 34
kept, 33
gin, 33
gone, 33
until, 33
passed, 33
thirty, 33
piece, 33
having, 33
themselves, 33
whose, 33
'it, 33
week, 32
going, 32
eurasia, 32
i'm, 32
mother, 32
chapter, 31
wall, 31
opposite, 31
however, 31
sitting, 31
written, 31
fear, 31
near, 31
revolution, 31
known, 31
it's, 31
yourself, 31
remembered, 31
believe, 31
society, 31
trying, 30
present, 30
whom, 30
either, 30
doing, 30
reality, 30
mouth, 30
standing, 30
existed, 30
ten, 30
history, 30
exist, 30
need, 30
probably, 29
able, 29
sense, 29
sure, 29
occurred, 29
case, 29
needed, 29
started, 29
name, 29
idea, 29
feel, 29
enemy, 29
eastasia, 29
control, 29
want, 29
prisoners, 29
meant, 29
dead, 29
told, 29
cell, 29
vocabulary, 29
overalls, 28
nearly, 28
water, 28
arms, 28
among, 28
records, 28
general, 28
o'brien's, 28
may, 28
physical, 28
turn, 28
top, 28
deep, 27
single, 27
sound, 27
wanted, 27
became, 27
read, 27
smell, 27
open, 27
future, 27
doublethink, 27
point, 27
happen, 27
important, 27
political, 27
alive, 27
faces, 27
feet, 27
looking, 27
whatever, 27
lay, 27
difficult, 27
us, 27
talking, 27
'yes', 27
it', 27
several, 26
given, 26
london, 26
reason, 26
let, 26
department, 26
goldstein, 26
exactly, 26
hatred, 26
everyone, 26
you', 26
example, 26
change, 26
effort, 25
during, 25
fell, 25
diary, 25
usual, 25
forgotten, 25
herself, 25
nose, 25
followed, 25
speech, 25
existence, 25
'it's, 25
can't, 25
'we, 25
coming, 25
early, 25
speak, 25
question, 25
'what, 25
heavy, 24
immediately, 24
instant, 24
often, 24
movement, 24
order, 24
aware, 24
age, 24
conscious, 24
year, 24
somehow, 24
boots, 24
struck, 24
lies, 24
sleep, 24
that's, 24
hour, 24
earlier, 24
century, 24
corner, 23
although, 23
worked, 23
brotherhood, 23
thinking, 23
hardly, 23
difference, 23
evening, 23
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clothes, 23
stop, 23
speaking, 23
added, 23
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window, 22
second, 22
music, 22
easy, 22
night, 22
women, 22
spectacles, 22
books, 22
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am, 22
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process, 22
'that, 22
bells, 22
mr, 22
shut, 21
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sight, 21
freedom, 21
nor, 21
quarter, 21
short, 21
lost, 21
morning, 21
beyond, 21
eurasian, 21
found, 21
secret, 21
means, 21
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mean, 21
care, 21
meet, 21
dream, 21
knowledge, 21
didn't, 21
'and, 21
lived, 21
vast, 20
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guards, 20
expression, 20
tiny, 20
free, 20
making, 20
running, 20
today, 20
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filled, 20
continued, 20
opened, 20
thoughts, 20
six, 20
walked, 20
wondered, 20
therefore, 20
grown, 20
that', 20
danger, 20
cold, 19
dust, 19
skin, 19
low, 19
language, 19
metres, 19
contained, 19
below, 19
food, 19
stuff, 19
home, 19
writing, 19
complete, 19
curious, 19
finally, 19
shouting, 19
hundred, 19
group, 19
couple, 19
hear, 19
does, 19
fighting, 19
public, 19
lie, 19
knees, 19
winston', 19
easily, 19
grew, 19
'yes, 19
high, 19
singing, 19
cut, 18
peace, 18
glance, 18
date, 18
job, 18
ones, 18
spies, 18
chair, 18
disappeared, 18
produced, 18
forward, 18
evidence, 18
slightly, 18
pieces, 18
i'll, 18
chocolate, 18
pocket, 18
silent, 18
instance, 18
forth, 18
continuous, 18
me', 18
line, 18
pulled, 18
coffee, 18
picture, 18
afternoon, 18
natural, 18
happening, 18
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live, 17
news, 17
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least, 17
lying, 17
ordinary, 17
purpose, 17
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huge, 17
boy, 17
nobody, 17
bring, 17
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minute, 17
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help, 17
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call, 17
twenty, 17
hundreds, 17
number, 17
there's, 17
st, 17
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position, 16
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teeth, 16
straight, 16
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torture, 16
shoot, 16
saying, 16
following, 16
sooner, 16
passage, 16
vaguely, 16
common, 16
someone, 16
sister, 16
interest, 16
leave, 16
times', 16
find, 16
walking, 16
paused, 16
living, 16
strong, 16
step, 16
rest, 16
shoulders, 16
altered, 16
oldspeak, 16
i've, 16
original, 16
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till, 16
shop, 16
sit, 16
groups, 16
dial, 16
along, 15
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razor, 15
rate, 15
partly, 15
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message, 15
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building, 15
sweat, 15
clear, 15
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earth, 15
pure, 15
yes, 15
comrade, 15
allowed, 15
class, 15
direction, 15
'how, 15
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telescreens, 15
katharine, 15
principle, 15
crowd, 15
b, 15
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'do, 15
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colour, 14
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individual, 14
whenever, 14
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structure, 14
object, 14
hidden, 14
streets, 14
bread, 14
belly, 14
supposed, 14
difficulty, 14
taking, 14
league, 14
waist, 14
manner, 14
occasionally, 14
child, 14
powers, 14
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subject, 14
capable, 14
mere, 14
hope, 14
wife, 14
falling, 14
dirty, 14
filthy, 14
bad, 14
stand, 14
rocket, 14
principles, 14
cannot, 14
rather, 14
country, 14
bit, 14
memories, 14
tears, 14
comes, 14
learn, 14
obviously, 14
instinct, 14
force, 14
photograph, 14
walk, 14
says, 14
paperweight, 14
further, 14
super-states, 14
gazed, 13
vision, 13
watched, 13
habit, 13
larger, 13
ground, 13
concerned, 13
law, 13
crossed, 13
cigarette, 13
fifty, 13
bomb, 13
realized, 13
centre, 13
narrow, 13
neck, 13
edge, 13
endless, 13
besides, 13
waiting, 13
rose, 13
dictionary, 13
lunatic, 13
moments, 13
conversation, 13
invariably, 13
hard, 13
mrs, 13
constantly, 13
mass, 13
fragment, 13
blow, 13
seem, 13
attention, 13
fro, 13
asleep, 13
exists, 13
die, 13
masses, 13
fallen, 13
tube, 13
show, 13
speakwrite, 13
thousands, 13
wrong, 13
millions, 13
numbers, 13
ampleforth, 13
special, 13
brain, 13
aim, 13
tree, 13
stirred, 13
pressed, 13
imagine, 13
destroy, 13
effect, 13
'but, 13
charrington, 13
confess, 13
rats, 13
best, 12
reading, 12
sky, 12
everybody, 12
official, 12
thousand, 12
outer, 12
canteen, 12
red, 12
intended, 12
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house, 12
suppose, 12
spoken, 12
carrying, 12
seeing, 12
community, 12
burst, 12
state, 12
uttered, 12
broke, 12
met, 12
likely, 12
imagined, 12
laid, 12
worst, 12
using, 12
you're, 12
holding, 12
answer, 12
recognized, 12
carefully, 12
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facts, 12
aside, 12
crowded, 12
controls, 12
simple, 12
touch, 12
hole, 12
population, 12
close, 12
main, 12
getting, 12
defeat, 12
spoke, 12
intelligent, 12
listening, 12
confessed, 12
empty, 12
beer, 12
'no, 12
clock, 12
folly, 12
labour, 12
guard, 12
square, 12
safe, 12
problem, 12
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101', 12
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particular, 11
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stream, 11
equal, 11
fiction, 11
corridor, 11
anywhere, 11
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evidently, 11
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screen, 11
breaking, 11
strange, 11
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eye, 11
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'they, 11
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ration, 11
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'em, 11
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page, 10
him,, 10
shot, 10
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month, 10
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africa, 10
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copy, 10
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fire, 10
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'if, 10
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'e, 10
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series, 9
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scarlet, 9
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rule, 9
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wrote,, 9
certainty, 9
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lavatory, 9
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story, 9
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'not, 9
'i'm, 9
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again', 9
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false, 9
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an', 9
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'in, 9
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'to, 9
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'room, 9
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1984, 8
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ulcer, 8
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iron, 8
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remark, 8
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'there's, 8
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man', 8
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'now, 8
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not', 8
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it,, 7
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on,, 6
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tip, 5
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complex, 5
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2, 4
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1, 3
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6, 3
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pitch, 3
cliff, 3
sounds, 3
sorry, 3
inconvenient, 3
negative, 3
yet', 3
enjoy, 3
fix, 3
planned, 3
bolster, 3
visit, 3
oilstove, 3
courtesy, 3
june, 3
sacking, 3
pegging, 3
diapers, 3
pegs, 3
flagstones, 3
necessity, 3
lunacy, 3
tool-bag, 3
proud, 3
sniffed, 3
waiters, 3
starvation, 3
stain, 3
rouge, 3
rat, 3
limbs, 3
fruit, 3
midnight, 3
killing, 3
fatter, 3
grasping, 3
safety, 3
intention, 3
claiming, 3
denial, 3
bored, 3
world-view, 3
tended, 3
involuntary, 3
luminous, 3
ribs, 3
gas, 3
fierce, 3
wrench, 3
argument, 3
clinging, 3
obeyed, 3
grip, 3
lifted, 3
governed, 3
loyal, 3
tortures, 3
intently, 3
separately, 3
answers, 3
venereal, 3
strolling, 3
receive, 3
strategy, 3
face', 3
irony, 3
holds, 3
extend, 3
humanity, 3
pronounce, 3
sensations, 3
fretted, 3
joints, 3
ally, 3
demonstration, 3
gripped, 3
uncontrollably, 3
purely, 3
troubled, 3
mighty, 3
neolithic, 3
relative, 3
iii, 3
europe, 3
british, 3
northern, 3
combination, 3
conduct, 3
universal, 3
strategic, 3
waged, 3
territories, 3
capture, 3
essentially, 3
industrial, 3
empirical, 3
espionage, 3
increase, 3
aeroplane, 3
distributed, 3
necessarily, 3
convenient, 3
scrapped, 3
advantage, 3
favoured, 3
temples, 3
quantities, 3
conquest, 3
weapon, 3
useful, 3
tolerated, 3
inquisitor, 3
branches, 3
submarine, 3
translated, 3
inimical, 3
accurate, 3
practised, 3
minimum, 3
abolish, 3
distinctions, 3
govern, 3
rights, 3
totalitarian, 3
obedience, 3
property, 3
chooses, 3
undergone, 3
logical, 3
omnipotent, 3
frankly, 3
leap, 3
distinguishing, 3
cold', 3
protruded, 3
clang, 3
forefinger, 3
gasp, 3
agonizing, 3
fading, 3
recognizable, 3
surroundings, 3
fought, 3
trust, 3
her;, 3
shrank, 3
clanged, 3
joy, 3
emaciation, 3
unsteadily, 3
victim, 3
him', 3
feebly, 3
reasoning, 3
weeping, 3
rags, 3
dials, 3
thoughtfully, 3
punish, 3
remembering, 3
submission, 3
self-evident, 3
'four', 3
five', 3
bonds, 3
inquisition, 3
degradation, 3
"thou, 3
'does, 3
play, 3
float, 3
world', 3
fallacy, 3
solipsism, 3
tearing, 3
ugliness, 3
fail, 3
said;, 3
stool, 3
trickled, 3
trumpet-call, 3
concepts, 3
grammar, 3
adjective, 3
preterite, 3
participle, 3
euphony, 3
abbreviations, 3
inflected, 3
oldthink, 3
gods, 3
comintern, 3
7, 2
8, 2
20, 2
85, 2
145, 2
1925, 2
1930, 2
1973, 2
1983, 2
clocks, 2
striking, 2
vile, 2
display, 2
forty-five, 2
handsome, 2
drive, 2
resting, 2
landing, 2
pictures, 2
pig-iron, 2
plaque, 2
right-hand, 2
dimmed, 2
roughened, 2
blunt, 2
whirling, 2
black-moustachio'd, 2
commanding, 2
house-front, 2
flapped, 2
fitfully, 2
alternately, 2
hovered, 2
darted, 2
patrol, 2
whisper, 2
plugged, 2
plug, 2
scrutinized, 2
revealing, 2
towered, 2
rotting, 2
sagging, 2
directions, 2
heaps, 2
cleared, 2
colonies, 2
tableaux, 2
terrace, 2
lettering, 2
corresponding, 2
ramifications, 2
architecture, 2
apparatus, 2
education, 2
arts, 2
responsible, 2
affairs, 2
miniluv, 2
miniplenty, 2
enter, 2
machine-gun, 2
nests, 2
roamed, 2
jointed, 2
saved, 2
colourless, 2
teacupful, 2
gulped, 2
acid, 2
whereupon, 2
marbled, 2
stricken, 2
market', 2
shoelaces, 2
wanting, 2
nib, 2
sucked, 2
dipped, 2
tremor, 2
wonder, 2
communicate, 2
resemble, 2
stupidly, 2
transfer, 2
monologue, 2
inflamed, 2
imperfectly, 2
childish, 2
flicks, 2
bow, 2
burrow, 2
kilo, 2
terrific, 2
camera, 2
seats, 2
didnt, 2
kids, 2
aint, 2
cares, 2
typical, 2
reaction, 2
dragging, 2
novel-writing, 2
wound, 2
adherents, 2
unlikely, 2
hostility, 2
hush, 2
resettling, 2
civilized, 2
snuffbox, 2
prize-fighter's, 2
physique, 2
cheat, 2
verify, 2
guess,, 2
grinding, 2
bristled, 2
hisses, 2
squeak, 2
mingled, 2
disgust, 2
deviations, 2
mixture, 2
jewish, 2
clever, 2
despicable, 2
senile, 2
perched, 2
sheep, 2
sheep-like, 2
exaggerated, 2
habitual, 2
orators, 2
asiatic, 2
bleating, 2
anger, 2
theories, 2
ridiculed, 2
influence, 2
shadowy, 2
conspirators, 2
title, 2
frenzy, 2
drown, 2
fish, 2
flushed, 2
swine', 2
joining, 2
pretence, 2
flow, 2
abstract, 2
invincible, 2
rock, 2
hordes, 2
asia, 2
transferring, 2
tie, 2
saint, 2
supple, 2
flinched, 2
encouragement, 2
confidence, 2
capitals,, 2
buried, 2
throbbing, 2
sharing, 2
chanting, 2
chanted, 2
flowing, 2
incidents, 2
conspiracies, 2
snatches, 2
inconceivably, 2
equivocal, 2
loneliness, 2
cramped, 2
pages, 2
refrained, 2
dodge, 2
rough, 2
glaring, 2
one-time, 2
theyll, 2
futile, 2
whoever, 2
delay, 2
thumping, 2
heavily, 2
dreary, 2
and----', 2
snow, 2
mending, 2
football, 2
litter, 2
sniff, 2
toilet, 2
casting, 2
sentences, 2
greenish, 2
angle-joint, 2
moment', 2
paralysing, 2
imbecile, 2
stability, 2
depended, 2
unwillingly, 2
employed, 2
subordinate, 2
savings, 2
testimony, 2
strenuousness, 2
spanner', 2
fiddling, 2
disgustedly, 2
cleaned, 2
pistol, 2
shirts, 2
boy's, 2
vaporize, 2
imitating, 2
ferocity, 2
'they're, 2
clamoured, 2
anchored, 2
dummy, 2
paragraph, 2
pausing, 2
morning's, 2
stagnant, 2
'attention, 2
measurable, 2
annihilation, 2
'tis, 2
thee', 2
lighter, 2
exploded, 2
forests, 2
pursued, 2
covers, 2
enveloping, 2
quailed, 2
anonymous, 2
scribbled, 2
obscure, 2
continuity, 2
uniformity, 2
entail, 2
(a, 2
hint, 2
bathroom, 2
dark-brown, 2
whitish, 2
statuesque, 2
magnificent, 2
father's, 2
watchful, 2
saloon, 2
hearts, 2
retaining, 2
scenery, 2
privacy, 2
selfish, 2
dignity, 2
springy, 2
turf, 2
slanting, 2
rays, 2
gilded, 2
foot-track, 2
molehill, 2
hedge, 2
willow, 2
aroused, 2
admiration, 2
thrown, 2
grace, 2
nothingness, 2
belonging, 2
nought, 2
office, 2
clothing, 2
jerks, 2
gasps, 2
swelled, 2
cough, 2
'thirty, 2
group', 2
piercing, 2
female, 2
thirties, 2
rapped, 2
enjoyment, 2
refer, 2
outline, 2
recapture, 2
shapes, 2
raid, 2
blankets, 2
packed, 2
cloth, 2
drunk, 2
grief, 2
trusting, 2
buggers, 2
vividly, 2
furtive, 2
eurasia,, 2
future,, 2
everlasting, 2
'reality, 2
control', 2
'doublethink', 2
barked, 2
cancelled, 2
induce, 2
hypnosis, 2
heels, 2
buttocks, 2
hats, 2
rode, 2
motor-cars, 2
carriages, 2
legend, 2
socialism', 2
mist, 2
bend, 2
resentment, 2
tucked, 2
look', 2
aren't, 2
boys, 2
sailors, 2
lunge, 2
nearness, 2
blew, 2
mouthpiece, 2
slit, 2
protected, 2
grating, 2
disposal, 2
furnaces, 2
slips, 2
misprints, 2
312.83, 2
dayorder, 2
doubleplusungood, 2
refs, 2
unpersons, 2
upsub, 2
antefiling, 2
tedious, 2
issues, 2
items, 2
march, 2
launched, 2
predict, 2
december, 2
error, 2
promise, 2
words), 2
substitute, 2
reduce, 2
corrections, 2
devoured, 2
flames, 2
unseen, 2
labyrinth, 2
tubes, 2
corrected, 2
periodicals, 2
leaflets, 2
correct, 2
conflicted, 2
collect, 2
instructions, 2
interests, 2
re-adjusted, 2
rectified, 2
forecast, 2
sixty-two, 2
fifty-seven, 2
quota, 2
overfulfilled, 2
ineffectual, 2
poems, 2
multitude, 2
teams, 2
armies, 2
stored, 2
preserved, 2
primary, 2
citizens, 2
textbooks, 2
poem, 2
biological, 2
proletariat, 2
chain, 2
departments, 2
rubbishy, 2
versificator, 2
pornography, 2
entrusted, 2
rectification, 2
(or, 2
extremely, 2
unsatisfactory, 2
non-existent, 2
filing, 2
praising, 2
ffcc, 2
publicly, 2
commonly, 2
versions, 2
master, 2
cross-referencing, 2
corruption, 2
tendencies, 2
likeliest, 2
vaporizations, 2
ghostly, 2
implicate, 2
vanishing, 2
unperson, 2
exist,, 2
invent, 2
over-production, 2
humble, 2
faked, 2
fundamental, 2
model, 2
joined, 2
flying, 2
despatches, 2
envy, 2
remarks, 2
single-mindedness, 2
total, 2
celibacy, 2
hunting-down, 2
profound, 2
conviction, 2
low-ceilinged, 2
jerked, 2
grille, 2
overcome, 2
research, 2
specialist, 2
team, 2
mournful, 2
one', 2
longer', 2
scrounging, 2
mocking, 2
villages, 2
reminiscently, 2
appeals, 2
regulation, 2
pannikin, 2
telescreen', 2
'let's, 2
way', 2
served, 2
threaded, 2
unpacked, 2
spoonfuls, 2
meat, 2
pierced, 2
definitive, 2
speaks, 2
passion, 2
animated, 2
goodness, 2
eagerness, 2
sadly, 2
translations, 2
vagueness, 2
shades, 2
gets, 2
year', 2
briefly, 2
expressed, 2
defined, 2
continuing, 2
self-discipline, 2
newspeak', 2
latest, 2
beings', 2
shakespeare, 2
milton, 2
slavery", 2
climate, 2
sees, 2
plainly, 2
sideways, 2
secretary, 2
feminine, 2
distinguish, 2
jaw, 2
larynx, 2
puddle, 2
quacked, 2
quack, 2
opponent, 2
subtly, 2
zeal, 2
frequented, 2
frequenting, 2
leaders, 2
gather, 2
fate, 2
foresee, 2
matter,, 2
'here, 2
add, 2
sleeves, 2
pudgy, 2
activity, 2
extraordinary, 2
dampness, 2
brainy, 2
sub, 2
forgot, 2
notebook, 2
beggars, 2
d'you, 2
aback, 2
smart, 2
nipper, 2
eh', 2
rifle, 2
clicked, 2
'good', 2
afford, 2
dutifully, 2
wise, 2
gaping, 2
horizontal, 2
remoter, 2
furious, 2
denounce, 2
cooking-pots, 2
insanity, 2
upwards, 2
pale-coloured, 2
grime, 2
protest, 2
accurately, 2
scarcity, 2
tastes, 2
suspicious, 2
glances, 2
vital, 2
ministries,, 2
stout, 2
nimbly, 2
survival, 2
reverie, 2
pang, 2
muttering, 2
improper, 2
incredulous, 2
punishable, 2
coincidence, 2
finish, 2
stem, 2
'about, 2
skirt, 2
matches, 2
keen, 2
trumpets, 2
join, 2
diary,, 2
i----, 2
recurring, 2
translate, 2
time,, 2
spit, 2
fornication, 2
lapse, 2
poorer, 2
swarmed, 2
outlet, 2
unforgivable, 2
promiscuity, 2
accused, 2
loyalties, 2
approved, 2
indirect, 2
seriously, 2
efforts, 2
permit, 2
divorce, 2
intimately, 2
exception, 2
endured, 2
stiffen, 2
rigidity, 2
embarrassing, 2
positive, 2
dread, 2
luckily, 2
katharine's, 2
hypnotic, 2
ingrained, 2
parades, 2
exceptions, 2
impregnable, 2
awakened, 2
properly, 2
lust, 2
crack, 2
cavernous, 2
handwriting,, 2
therapy, 2
hope', 2
disregarded, 2
identifying, 2
mob, 2
crowding, 2
quarrels, 2
jostled, 2
accusing, 2
favouritism, 2
reserve, 2
bloated, 2
rebelled, 2
neighbours, 2
eliminating, 2
patriotism, 2
discontented, 2
nowhere, 2
specific, 2
thieves, 2
bandits, 2
drug-peddlers, 2
code, 2
puritanism, 2
children's, 2
stale, 2
frock, 2
queer, 2
shiny, 2
shaped, 2
prison, 2
catalogue, 2
cat-o'-nine, 2
tails, 2
jus, 2
primae, 2
noctis, 2
cruelty, 2
ideal, 2
shuffled, 2
lavatories, 2
dustbins, 2
bruised, 2
proving, 2
disproved, 2
survivors, 2
incriminate, 2
eurasia), 2
embezzlement, 2
funds, 2
posts, 2
fascination, 2
dates, 2
blurry, 2
flavoured, 2
barricades, 2
pouched, 2
it--but, 2
singing,, 2
me,, 2
shudder, 2
soil, 2
canada, 2
rendezvous, 2
staff, 2
secrets, 2
stuck, 2
sheet, 2
scribbling, 2
pad, 2
tormented, 2
afflicted, 2
imposture, 2
advantages, 2
falsifying, 2
how,, 2
madness, 2
penetrated, 2
deny, 2
announce, 2
works, 2
letter, 2
earth's, 2
boring, 2
exhausting, 2
creaking, 2
cobbled, 2
puddles, 2
alley-ways, 2
mothers, 2
winston;, 2
eyed, 2
brick-red, 2
"but, 2
'ah', 2
studied, 2
exactly;, 2
stiffening, 2
unwise, 2
'may, 2
commotion, 2
grabbed, 2
apron, 2
excitedly, 2
'steamer', 2
rockets, 2
supposedly, 2
shower, 2
cloud, 2
around, 2
stump, 2
gutter, 2
affected, 2
them), 2
endlessly, 2
absorption, 2
altercation, 2
months', 2
reg'lar, 2
oh, 2
delight, 2
faith, 2
coated, 2
links, 2
'tell, 2
pubs, 2
faintness, 2
arst, 2
straightening, 2
leaning, 2
calls, 2
serve, 2
drawed, 2
offer, 2
half-litres, 2
litre, 2
hadn't, 2
'ead, 2
dono, 2
funeral, 2
was--well, 2
lawyers, 2
lords, 2
lackeys, 2
sunday, 2
jews, 2
inferior, 2
recollect, 2
rowdy, 2
bumps, 2
overcoat, 2
charge, 2
wheels, 2
time;, 2
meditatively, 2
philosophical, 2
they'd, 2
urinal, 2
answerable, 2
hunt, 2
long-dead, 2
seventy, 2
discoloured, 2
suicidal, 2
impulses, 2
proprietor, 2
lighted, 2
eyebrows, 2
bushy, 2
accent, 2
'because, 2
satisfied, 2
is;, 2
stock, 2
interior, 2
slightest, 2
curved, 2
softness, 2
that'd, 2
nowadays', 2
pounds, 2
rainwatery, 2
attractive, 2
uselessness, 2
mattress, 2
apologetically, 2
kettle, 2
expensive, 2
bookcase, 2
rosewood, 2
wall', 2
courts, 2
ridiculous, 2
'oranges, 2
'what's, 2
clement's", 2
head", 2
dance, 2
churches, 2
determine, 2
'though, 2
ah, 2
'st, 2
pillars, 2
displays, 2
fields, 2
inscription, 2
half-remembered, 2
renting, 2
the----, 2
failing, 2
thigh, 2
lusty, 2
disappearances, 2
poison, 2
enough,, 2
battlefield, 2
chamber, 2
moment-to-moment, 2
sleeplessness, 2
tooth, 2
splinters, 2
embedded, 2
foreknowledge, 2
solitary, 2
sling, 2
noticeable, 2
kaleidoscopes, 2
plots, 2
novels, 2
accident, 2
wrung, 2
milky, 2
appealing, 2
hurt', 2
second', 2
hurt, 2
nothing', 2
thanks, 2
acquired, 2
status, 2
helping, 2
intentionally, 2
possibilities, 2
deliver, 2
fashion, 2
threat, 2
summons, 2
trap, 2
explanation, 2
intellect, 2
stunned, 2
resist, 2
agitation, 2
torment, 2
enthusiastic, 2
bearable, 2
reports, 2
nights, 2
solemn, 2
relation, 2
writhed, 2
shirk, 2
welled, 2
risks, 2
contemplated, 2
whichever, 2
sending, 2
sufficient, 2
reappeared, 2
searching, 2
vacant, 2
malignant, 2
all-important, 2
poet, 2
'any, 2
right', 2
vanquished, 2
eastasian, 2
represent, 2
monument, 2
vehicles, 2
convoy, 2
arm's, 2
length, 2
impenetrable, 2
sad, 2
jolted, 2
truck-load, 2
everything', 2
guise, 2
grizzled, 2
shapely, 2
lane, 2
gold, 2
difficulties, 2
mood, 2
weather, 2
carriage, 2
overflowing, 2
explained, 2
black-market, 2
footpath, 2
underfoot, 2
smelling, 2
froze, 2
crackle, 2
foot, 2
shook, 2
inferiority, 2
are', 2
mike, 2
sprouted, 2
before', 2
ironical, 2
believe', 2
noted, 2
easily', 2
incredulity, 2
precious, 2
hurry, 2
yours, 2
smith', 2
police', 2
disguise, 2
bough, 2
slab, 2
wrapped, 2
silver, 2
'actually, 2
troop-leader, 2
rot, 2
banner, 2
undo, 2
belong, 2
swear, 2
dripping, 2
smells, 2
hazel, 2
nearby, 2
waving, 2
mate, 2
drove, 2
speculations, 2
together;, 2
clatter, 2
members', 2
hinted, 2
weaken, 2
bones', 2
itself', 2
undifferentiated, 2
pillowed, 2
surname, 2
protecting, 2
mindless, 2
tenderness, 2
flank, 2
alert, 2
cunning, 2
coast, 2
nineteen-thirty, 2
belfry, 2
drifted, 2
deafening, 2
chalk, 2
camouflage, 2
pigeon, 2
dung, 2
stink, 2
enjoyed, 2
fond, 2
directive, 2
planning, 2
product, 2
bootlaces, 2
pornosec, 2
distribution, 2
there', 2
anyway, 2
love-affair, 2
sixteen, 2
'they', 2
it;, 2
pleasures, 2
crudest, 2
discuss, 2
daydream, 2
unlike, 2
transformed, 2
was,, 2
device, 2
detect, 2
tuft, 2
apparently, 2
root, 2
clump, 2
steady, 2
tickled, 2
'are, 2
didn't', 2
difference', 2
contradicted, 2
corpse, 2
feeling,, 2
twisted, 2
vigour, 2
twig, 2
half-darkness, 2
clock's, 2
letting, 2
generalities, 2
muslin, 2
curtain, 2
brawny, 2
'opeless, 2
ipril, 2
dye, 2
stolen, 2
'eart, 2
cries, 2
frequent, 2
entailed, 2
paler, 2
'tomorrow, 2
sensuality, 2
cheating, 2
unexpected, 2
predestined, 2
preceding, 2
wilful, 2
'half, 2
bag, 2
underneath, 2
'real, 2
because----', 2
coffee', 2
things', 2
squatted, 2
blackberry, 2
captured, 2
red-armed, 2
'eals, 2
forget;, 2
smiles, 2
acrorss, 2
'eart-strings, 2
drivelling, 2
inexhaustible, 2
spontaneously, 2
sing, 2
transformation, 2
make-up, 2
stripped, 2
blanket, 2
cares', 2
stir, 2
cheekbone, 2
ray, 2
boiling, 2
cool, 2
water's, 2
'i'll, 2
shoe, 2
beastly, 2
place', 2
'we've, 2
rat', 2
unendurable, 2
self-deception, 2
wrenching, 2
bedhead, 2
amusement, 2
brute, 2
head"', 2
halves, 2
dug, 2
washing, 2
eternity, 2
waxworks, 2
stands, 2
unit, 2
regular, 2
quoted, 2
crowds, 2
crashed, 2
streamers, 2
native, 2
element, 2
manual, 2
pulling, 2
pointed, 2
hip, 2
muzzle, 2
periodical, 2
frenzies, 2
burying, 2
victims, 2
trailing, 2
waves, 2
hardship, 2
unbelievably, 2
horn, 2
tinkling, 2
laugh, 2
morsel, 2
harm, 2
practicable, 2
hang, 2
available, 2
faintest, 2
insults, 2
fired, 2
uninteresting, 2
argued, 2
forcing, 2
truths, 2
they', 2
survives, 2
doubts, 2
lifetime, 2
corn, 2
recovered, 2
construction, 2
friendliness, 2
dictionary', 2
'very, 2
so', 2
'some, 2
messenger, 2
pockets, 2
conspiracy, 2
woken, 2
matter', 2
rain, 2
dome, 2
shelter, 2
murdered, 2
mother', 2
her', 2
sheltering, 2
superfluous, 2
immobile, 2
nursing, 2
thinness, 2
counterpane, 2
tones, 2
boomed, 2
snivelling, 2
plate, 2
store, 2
booming, 2
sticky, 2
days', 2
avert, 2
own;, 2
hardened, 2
same', 2
hopefully, 2
'no;, 2
registered, 2
gradual, 2
richness, 2
green-shaded, 2
bothered, 2
doubted, 2
intimidating, 2
haunted, 2
comma, 2
pleased, 2
privilege', 2
stopping, 2
drinks, 2
frank, 2
afraid', 2
goldstein', 2
wine, 2
do', 2
of', 2
forge, 2
disseminate, 2
scars, 2
settled', 2
contacts, 2
fanatic, 2
indestructible, 2
sustain, 2
handfuls, 2
collectively, 2
confusion, 2
gravely, 2
attendants, 2
straps, 2
"i, 2
allusion, 2
bedroom, 2
begins, 2
gelatinous, 2
fatigue, 2
drained, 2
nerves, 2
ninety, 2
convinced, 2
orgasm, 2
proceedings, 2
extreme, 2
including, 2
schoolchildren, 2
platform, 2
orator, 2
disproportionately, 2
lank, 2
bombing, 2
speaker's, 2
ripped, 2
trampled, 2
hunched, 2
tapped, 2
'excuse, 2
eighteen, 2
imagination, 2
geographical, 2
considerable, 2
crushing, 2
stroke, 2
stair, 2
undid, 2
oligarchical, 2
collectivism, 2
subdivided, 2
age,, 2
upheavals, 2
irrevocable, 2
reasserted, 2
gyroscope, 2
equilibrium, 2
irreconcilable, 2
appreciate, 2
keyhole, 2
splitting, 2
russia, 2
states, 2
distinct, 2
arbitrary, 2
atlantic, 2
isles, 2
southern, 2
portion, 2
western, 2
frontier, 2
mongolia, 2
slaughter, 2
populations, 2
involves, 2
causes, 2
shortage, 2
deaths, 2
occurs, 2
evenly, 2
pacific, 2
self-contained, 2
boundaries, 2
brazzaville, 2
portions, 2
seizing, 2
equatorial, 2
disposes, 2
basin, 2
congo, 2
eastasia;, 2
balance, 2
peoples, 2
equator, 2
tempo, 2
maintains, 2
latent, 2
urgent, 2
literate, 2
developing, 2
advanced, 2
devices, 2
dangers, 2
inherent, 2
drudgery, 2
eliminated, 2
threatened, 2
motor-car, 2
luxuries, 2
privileged, 2
caste, 2
thinkers, 2
solution, 2
indirectly, 2
rivals, 2
prevented, 2
inflicted, 2
industry, 2
increasing, 2
achieving, 2
stratosphere, 2
weapons, 2
life;, 2
increases, 2
accomplishes, 2
provide, 2
emotional, 2
ignorant, 2
capacity, 2
spurious, 2
continues, 2
'science', 2
method, 2
achievements, 2
diminution, 2
cultivated, 2
effects, 2
desert, 2
focusing, 2
tidal, 2
tapping, 2
realization, 2
researches, 2
scale, 2
art, 2
bases, 2
pact, 2
devastating, 2
formulated, 2
integrity, 2
sets, 2
languages, 2
neo-bolshevism, 2
death-worship, 2
philosophies, 2
support, 2
gain, 2
impose, 2
followers, 2
loss, 2
religion, 2
inefficient, 2
nations, 2
efficient, 2
ceases, 2
cease, 2
slogan,, 2
tiredness, 2
attraction, 2
good', 2
stove, 2
fixture, 2
propped, 2
awake', 2
outlines, 2
servitude, 2
millimetre, 2
cyclical, 2
assailed, 2
positions, 2
established, 2
tyranny, 2
stretching, 2
freeze, 2
arose, 2
accumulation, 2
growth, 2
so;, 2
underlying, 2
specialized, 2
others;, 2
differences, 2
price, 2
levels, 2
averted, 2
earthly, 2
influenced, 2
outlook, 2
extract, 2
emerge, 2
aristocracy, 2
upper, 2
centralized, 2
luxury, 2
half-hearted, 2
liberal, 2
regard, 2
overt, 2
uninterested, 2
catholic, 2
easier, 2
oligarchy, 2
so-called, 2
owns, 2
belongings, 2
thinks, 2
expropriated, 2
willingness, 2
degree, 2
articulate, 2
infer, 2
all-powerful, 2
achievement, 2
exhibit, 2
lands, 2
highest, 2
ruled, 2
stratified, 2
harmless, 2
trained, 2
reflect, 2
lasted, 2
attitudes, 2
mystique, 2
indifference, 2
deviation, 2
inspected, 2
behaviour, 2
regulated, 2
punishment, 2
elaborate, 2
blackwhite, 2
self-abasement, 2
simplest, 2
stage, 2
misunderstanding, 2
ability, 2
infallibility, 2
altered;, 2
reality;, 2
honesty, 2
genuinely, 2
oligarchies, 2
combine, 2
winning, 2
exercises, 2
rightly, 2
tumbling, 2
twenty-thirty, 2
stretched, 2
seems, 2
grandchildren, 2
sturdy, 2
childbearing, 2
'she's, 2
laundering, 2
scrubbing, 2
cooking, 2
birds, 2
vitality, 2
paris, 2
echoed, 2
smear, 2
sharply, 2
picture', 2
breathed, 2
'remain, 2
clasp, 2
chattering, 2
surrounded', 2
iron-shod, 2
fist, 2
doubling, 2
hoisted, 2
sack, 2
urinate, 2
pieces', 2
stooped, 2
porcelain, 2
overcame, 2
cells', 2
fiercely, 2
homosexuality, 2
potatoes, 2
drunks, 2
dearie', 2
'thass, 2
amid, 2
contracted, 2
accordingly, 2
foresaw, 2
calculate, 2
mentally, 2
motioned, 2
"rod", 2
shone, 2
clumsily, 2
sagged, 2
ball, 2
labour-camp, 2
guilty', 2
"thank, 2
defective, 2
rodent, 2
technician, 2
demonstrating, 2
humiliation, 2
unmistakably, 2
frantically, 2
wordless, 2
howling, 2
guard's, 2
boot, 2
unvarying, 2
decision, 2
thing,, 2
syringe, 2
subjected, 2
formality, 2
beatings, 2
fists, 2
spine, 2
beat, 2
stone, 2
stupor, 2
arriving, 2
coats, 2
pulse, 2
merciless, 2
shame, 2
signed, 2
lain, 2
forgiven, 2
pouches, 2
him;, 2
teacher, 2
cured, 2
with', 2
centimetre, 2
exists', 2
existed', 2
'"who, 2
past"', 2
mine', 2
preferred, 2
sane', 2
loosened, 2
'again', 2
healing, 2
tortured, 2
totalitarians, 2
german, 2
nazis, 2
communists, 2
martyrs, 2
imagining, 2
narrowed, 2
thinking', 2
resists, 2
term, 2
recover, 2
kindly, 2
emptiness, 2
insane, 2
case', 2
occupy, 2
gleam, 2
learning, 2
acceptance, 2
sessions, 2
"why", 2
starting-point, 2
weariness, 2
mankind, 2
eternal, 2
persecution, 2
speck, 2
'nonsense, 2
convulsive, 2
subtler, 2
humiliated, 2
impossible', 2
god, 2
steal, 2
'get, 2
remnants, 2
circle, 2
thighs, 2
roots, 2
mind,, 2
ruined, 2
trivial, 2
wash, 2
slate, 2
pencil, 2
sunlit, 2
be,, 2
happens', 2
'real', 2
decide, 2
batteries, 2
tone,, 2
cells, 2
baize, 2
addressing, 2
click, 2
shrill, 2
unbidden, 2
african, 2
excitement, 2
thickened, 2
mates, 2
fifteen-thirty, 2
medley, 2
crocuses, 2
stiffened, 2
mouthful, 2
sub-committee, 2
snakes, 2
ladders, 2
gabbling, 2
o, 2
devised, 2
gained, 2
embodied, 2
formations, 2
'politically, 2
'intellectually, 2
nameless, 2
assisted, 2
compound, 2
peculiarities, 2
staccato, 2
adverb, 2
etymological, 2
-ful, 2
adverbs, 2
-wise, 2
affix, 2
respectively, 2
ungood, 2
regularity, 2
plurals, 2
mans, 2
formation, 2
inflect, 2
verbal, 2
ranges, 2
pronounceable, 2
derivation, 2
thinkpol, 2
syllable, 2
grounded, 2
bellyfeel, 2
joycamp, 2
prolefeed, 2
ambivalent, 2
abbreviating, 2
associations, 2
communist, 2
international, 2

index.html

<!DOCTYPE html>
<head>
  <meta charset="utf-8">
  <script src="https://d3js.org/d3.v4.min.js"></script>
  <script src="d3.layout.cloud.js"></script>
  <style>
    text {
      font-size: 14px;
      font-family: monospace;
    }div.tooltip { 
      position: absolute;     
      text-align: center;     
      width: 160px;          
      height: 108px;         
      padding: 2px;       
      font: 12px sans-serif;    
      background: lightsteelblue; 
      border: 0px;    
      border-radius: 8px;     
      pointer-events: none;  
    }
    
    svg {
      width: 100%;
      height: 100%;
      position: center;
    }
    visable-word {
      fill: steelblue;
    }
    hidden-word {
      fill: #000000;
    }
    .bar-on { 
      fill: steelblue; 
      opacity: 1;
    }
    .bar-off { 
      fill: steelblue; 
      opacity: 0.3; 
    }
  </style>
</head>
<body>
  <h3>My dataset includes the word frequencies from the book 1984 by George Orwell. I was able to filter out frequently used words like "a" or "the". The data set has 103,369 words. My visualization shows a word cloud of the word frequencies and a bar graph showing how often words of a given length are used. You can hover over words in the word cloud to see more information about that word and you can click on a bar in the bar graph to show all of the words of that length.</h3>
  <svg class="svg" width="960" height="500"></svg>
  <script>

    // data found here http://gutenberg.net.au/ebooks01/0100021.txt

    var margin = {top: 30, right: 50, bottom: 30, left: 50};
    var innerWidth = 960 - margin.left - margin.right;
    var innerHeight = 500 - margin.top - margin.bottom;

    // the svg for the bar graph
    var g = d3.select("svg")
            .append("g")
            .attr("transform", "translate(" + margin.left + "," + margin.top + ")");

    var color = d3.scaleLinear()
            .domain([0,1,2,3,4,5,6,10,15,20,100])
            .range(["#ddd", "#ccc", "#bbb", "#aaa", "#999", "#888", "#777", "#666", "#555", "#444", "#333", "#222"]);

      // create tool tip
    var tooltip = d3.select("body").append("div") 
      .attr("class", "tooltip")       
      .style("opacity", 0);

    // graph the frequency data
    d3.csv("freq.csv", function(frequency_list) {

      var averages = [];

      // format the data
      frequency_list.forEach(function(d) {
        d.size = +d.size

        // collect the counts of each word to create a histograpm of word count by length
        if (d.text.length in averages) {
          averages[d.text.length] += 1;
        } else {
          averages[d.text.length] = 1;
        }

      });

      // create the word cloud
      var cloud = d3.layout.cloud().size([800, 300])
        .words(frequency_list)
        .rotate(0)
        .fontSize(function(d) { return d.size; })
        .on("end", draw)
        .start();

      var currentlySelectedWord = null

      function draw(words) {
        g.append("g")
          .attr("width", 850)
          .attr("height", 350)
          .append("g")
          // without the transform, words words would get cutoff to the left and top, they would
          // appear outside of the SVG area
          .attr("transform", "translate(320,200)")
          .selectAll("text")
          .data(words)
          .enter().append("text")
          .attr("class", "visable-word")
          .style("font-size", function(d) { return d.size + "px"; })
          .style("fill", function(d, i) { return color(i); })
          .attr("transform", function(d) {
              return "translate(" + [d.x, d.y] + ")rotate(" + d.rotate + ")";
          })
          .text(function(d) { return d.text; })
          .on("mouseover", function() {

            if (currentlySelectedWord != null || currentlySelectedWord != null) { return; }

            var word;

            // handle hovering over a word in the word cloud
            d3.select(this)
              .style("fill", function(d) {
                word = d;
                return "steelblue";
              });

            tooltip.transition()    
              .duration(200)    
              .style("opacity", .9);    
            tooltip.html(word.text + " was in the book " + averages[word.text.length] + " times")  
              .style("left", (d3.event.pageX) + "px")   
              .style("top", (d3.event.pageY - 28) + "px"); 


          })
          .on("mouseout", function(d, i) {

            if (currentlySelectedWord != null || currentlySelectedWord != null) { return; }
            
            d3.select(this)
              .style("fill", "#aaa");

            tooltip.transition()    
              .duration(500)    
              .style("opacity", 0); 

          });
      }

      // Create SVG for bar graph 
      // https://bl.ocks.org/d3noob/bdf28027e0ce70bd132edc64f1dd7ea4
      var width = 960 - margin.left - margin.right,
          height = 500 - margin.top - margin.bottom;

      var x = d3.scaleBand()
                .range([0, width])
                .padding(0.1);
      var y = d3.scaleLinear()
                .range([height, 0]);
                
      var barSvg = d3.select("body").append("svg")
          .attr("width", width + margin.left + margin.right)
          .attr("height", height + margin.top + margin.bottom)
        .append("g")
          .attr("transform", 
                "translate(" + margin.left + "," + margin.top + ")");

      x.domain([0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18]);
      y.domain([0, d3.max(averages, function(d) { return d; })]);


      var currentlySelectedWordLength = null; 

      // create the bar chart based on the generated averages array 
      barSvg.selectAll(".bar")
          .data(averages)
        .enter().append("rect")
          .attr("class", "bar-on")
          .attr("x", function(d, i) { return x(i); })
          .attr("width", x.bandwidth())
          .attr("y", function(d) { return y(d); })
          .attr("height", function(d) { return height - y(d); })
          .on("mouseover", function() {

            if (currentlySelectedWordLength != null) { return; }

            var count;

            barSvg.selectAll("rect")
              .attr("class", "bar-off");
            d3.select(this)
              .attr("class", function(d) {
                count = d;
                return "bar-on";
              });

            tooltip.transition()    
              .duration(200)    
              .style("opacity", .9);    
            tooltip.html("Count of Words: " + count)  
              .style("left", (d3.event.pageX) + "px")   
              .style("top", (d3.event.pageY - 28) + "px"); 


          })
          .on("mouseout", function(d, i) {

            if (currentlySelectedWordLength != null) { return; }

            barSvg.selectAll("rect")
              .attr("class", "bar-on");

            tooltip.transition()    
              .duration(500)    
              .style("opacity", 0); 

          })
          .on("click", function(count, wordLength) {

            if (currentlySelectedWordLength != wordLength) { // click to turn on selected
              currentlySelectedWordLength = wordLength
              barSvg.selectAll("rect")
                .attr("class", "bar-off");
              d3.select(this)
                .attr("class", "bar-on");

              tooltip.transition()    
              .duration(500)    
              .style("opacity", 0); 

              // show only the words of that length
              g.selectAll("text")
                .style("opacity", function(d) {
                  if (d.text.length == currentlySelectedWordLength) {
                    return 1;
                  } else { 
                    return 0; 
                  }
                });
              
            } else { // click to turn off selected

              currentlySelectedWordLength  = null;
              barSvg.selectAll("rect")
                .attr("class", "bar-on");
              g.selectAll("text")
                .style("opacity", 1);

            }
            
          });

      barSvg.append("g")
          .attr("transform", "translate(0," + height + ")")
          .call(d3.axisBottom(x));

      barSvg.append("g")
          .call(d3.axisLeft(y));    



    })  

  </script>
</body>