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Climate Change Topic Modeling - Topic 7
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index.html
<!DOCTYPE html>
<html lang='en'>
<head>
<meta charset="utf-8">
<title> Climate Streamplot - Topic 7 </title>
<script src="http://d3js.org/d3.v3.js"></script>
<style type = 'text/css'>
body {
font-family: "Palatino Linotype", "Book Antiqua", Palatino, serif;
background-color: white;
padding: 50px;
}
h1 {
font-size: 28px;
position: relative;
left: 100;
color: #525252;
}
h2 {
font-size: 20px;
position: relative;
left: 100;
color: darkgrey;
}
.chart {
background: #fff;
}
p {
font-family: "Palatino Linotype", "Book Antiqua", Palatino, serif;
font-size: 18px;
margin: 10px 0 0 50px;
}
.tooltip {
font-family: "Palatino Linotype", "Book Antiqua", Palatino, serif;
}
.axis path, .axis line {
fill: none;
stroke: #000;
stroke-width: 2px;
shape-rendering: crispEdges;
}
button {
position: absolute;
right: 50px;
top: 10px;
}
</style>
</head>
<body>
<h2 style="margin-left:3em;">Climate Change Topic Streamplot</h2>
<h1 style="margin-left:2em;">Topic 7 - Security / International Relations / USA </h1>
<p > Using articles from the NY Times and Dynamic Topic Modelling to assess how the discussion of 'climate change' and 'global warming' have changed over time. </p>
<div class="chart"></div>
<script type = 'text/javascript'>
chart("topic7_stream_R.csv", "USA");
var datearray = [];
var colorrange = [];
function chart(csvpath, color) {
if (color == "blue") {
colorrange = ['#00441b','#006d2c','#238b45','#41ae76','#66c2a4','#99d8c9','#e5f5f9','#ccece6'];
}
else if (color == "yelblu") {
colorrange = ['#084081','#0868ac','#2b8cbe','#4eb3d3','#7bccc4','#a8ddb5','#ccebc5'];
}
else if (color == "orange") {
colorrange = ["#7f0000","#B30000", "#E34A33", "#FC8D59", "#FDBB84", "#FDD49E", "#FEF0D9"];
}
else if (color == 'red') {
colorrange = ['#67000d','#a50f15','#fcbba1','#fb6a4a','#ef3b2c','#cb181d','#fc9272']
}
else if (color == 'USA') {
colorrange = ['#2166ac','#4393c3','#92c5de','#d1e5f0','#f7f7f7','#fddbc7','#f4a582','#d6604d','#b2182b']
}
strokecolor = colorrange[0];
var format = d3.time.format("%Y");
var margin = {top: 20, right: 100, bottom: 30, left: 100};
var width = document.body.clientWidth - margin.left - margin.right;
var height = 400 - margin.top - margin.bottom;
var tooltip = d3.select("body")
.append("div")
.attr("class", "remove")
.style("position", "absolute")
.style("z-index", "20")
.style("visibility", "hidden")
.style("top", "625px")
.style("left", "180px");
var x = d3.time.scale()
.range([0, width]);
var y = d3.scale.linear()
.range([height-10, 2]);
var z = d3.scale.ordinal()
.range(colorrange);
var xAxis = d3.svg.axis()
.scale(x)
.orient("bottom")
.ticks(d3.time.twoyears);
var yAxis = d3.svg.axis()
.scale(y);
var yAxisr = d3.svg.axis()
.scale(y);
var stack = d3.layout.stack()
.offset("silhouette")
.values(function(d) { return d.values; })
.x(function(d) { return d.date; })
.y(function(d) { return d.value; });
var nest = d3.nest()
.key(function(d) { return d.key; });
var area = d3.svg.area()
.interpolate("cardinal")
.x(function(d) { return x(d.date); })
.y0(function(d) { return y(d.y0); })
.y1(function(d) { return y(d.y0 + d.y); });
var svg = d3.select(".chart").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 + ")");
var graph = d3.csv(csvpath, function(data) {
data.forEach(function(d) {
d.date = format.parse(d.date);
d.value = +d.value;
});
var layers = stack(nest.entries(data));
x.domain(d3.extent(data, function(d) { return d.date; }));
y.domain([0, d3.max(data, function(d) { return d.y0 + d.y; })]);
svg.selectAll(".layer")
.data(layers)
.enter().append("path")
.attr("class", "layer")
.attr("d", function(d) { return area(d.values); })
.style("fill", function(d, i) { return z(i); });
svg.append("g")
.attr("class", "x axis")
.attr("transform", "translate(0," + height + ")")
.call(xAxis);
svg.append("g")
.attr("class", "y axis")
.attr("transform", "translate(" + width + ", 0)")
.call(yAxis.orient("right"));
svg.append("g")
.attr("class", "y axis")
.call(yAxis.orient("left"))
.append("text")
.attr("transform", "rotate(-90)")
.attr("y",-margin.top*3.3) //bigger mulitplier moves to the left
.attr("x",-height/2) //smaller divider moves up
.attr("dy", ".71em")
.style("text-anchor", "middle")
.text("Probaility of Word | Topic")
.attr("font-family","serif")
.attr("font-size","16px");;
svg.selectAll(".layer")
.attr("opacity", 1)
.on("mouseover", function(d, i) {
svg.selectAll(".layer").transition()
.duration(250)
.attr("opacity", function(d, j) {
return j != i ? 0.6 : 1;
})})
.on("mousemove", function(d, i) {
mousex = d3.mouse(this);
mousex = mousex[0];
var invertedx = x.invert(mousex);
invertedx = invertedx.getYear() ;
var selected = (d.values);
for (var k = 0; k < selected.length; k++) {
datearray[k] = selected[k].date
datearray[k] = datearray[k].getYear() ;
}
var tooltips = d3.select('svg').append('g');
mousedate = datearray.indexOf(invertedx);
pro = d.values[mousedate].value;
d3.select(this)
.classed("hover", true)
.attr("stroke", strokecolor)
.attr("stroke-width", "1.5px"),
tooltip.html( "<p>" + d.key + "<br>" + pro + "</p>" ).style("visibility", "visible");
})
.on("mouseout", function(d, i) {
svg.selectAll(".layer")
.transition()
.duration(250)
.attr("opacity", "1");
d3.select(this)
.classed("hover", false)
.attr("stroke-width", "0px"),
tooltip.html( "<p>" + d.key + "<br>" + pro + "</p>" ).style("visibility", "hidden");
})
.on("click", function(d, i) {
svg.selectAll(".layer").transition()
.duration(250)
.attr("opacity", function(d, j) {
return j != i ? 0.6 : 1;
});
})
// .on("click", function(d, i) {
// d3.select(this)
// .transition()
// .duration(250)
// .style('fill', function(d, i) {
// if(this.style.fill = 'red') {
// return z(this);
// } else {
// return 'red';
// } });
// });
var vertical = d3.select(".chart")
.append("div")
.attr("class", "remove")
.style("position", "absolute")
.style("z-index", "19")
.style("width", "1px")
.style("height", "350px")
.style("top", "230px")
.style("bottom", "30px")
.style("left", "0px")
.style("background", "#fff");
d3.select(".chart")
.on("mousemove", function(){
mousex = d3.mouse(this);
mousex = mousex[0] + 5;
vertical.style("left", (mousex+50) + "px" )})
.on("mouseover", function(){
mousex = d3.mouse(this);
mousex = mousex[0] + 5;
vertical.style("left", (mousex+50) + "px")});
});
}
</script>
<br>
<br>
<p align = "right", style="font-size:93%;"><a style="color:#969696;", href=http://bl.ocks.org/WillTurman/4631136/>Inspired by http://bl.ocks.org/WillTurman/4631136</a></p>
<p align = "right", style="font-size:93%;"><a style="color:#969696;", href=http://bl.ocks.org/natemiller/raw/33163ad99e4004b62a100a0322c0174b>Topic #8</a></p>
</body>
</html>
Raw
topic7_stream_R.csv
key date value
1 america 1988 0
2 america 1989 0
3 america 1990 0
4 america 1991 0
5 america 1992 0
6 america 1993 0
7 america 1994 0
8 america 1995 0
9 america 1996 0
10 america 1997 0
11 america 1998 0
12 america 1999 0
13 america 2000 0
14 america 2001 0
15 america 2002 0
16 america 2003 0
17 america 2004 0
18 america 2005 0
19 america 2006 0
20 america 2007 0
21 america 2008 0.003190852
22 america 2009 0.003282549
23 america 2010 0.003210491
24 america 2011 0.003134421
25 america 2012 0.003041804
26 america 2013 0
27 america 2014 0
28 america 2015 0
29 america 2016 0
30 american 1988 0.003137958
31 american 1989 0.003158719
32 american 1990 0.003222605
33 american 1991 0.003314746
34 american 1992 0.003398819
35 american 1993 0.003503594
36 american 1994 0.003606713
37 american 1995 0.003707114
38 american 1996 0.003792265
39 american 1997 0.003881436
40 american 1998 0.003984206
41 american 1999 0.004118985
42 american 2000 0.004298735
43 american 2001 0.00449708
44 american 2002 0.004633778
45 american 2003 0.004656551
46 american 2004 0.004574531
47 american 2005 0.004261749
48 american 2006 0.003906927
49 american 2007 0.003652691
50 american 2008 0.003611635
51 american 2009 0.003513783
52 american 2010 0.003685613
53 american 2011 0.003804419
54 american 2012 0.003876163
55 american 2013 0.003780678
56 american 2014 0.003704976
57 american 2015 0.00344632
58 american 2016 0.003226372
59 bush 1988 0
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74 bush 2003 0.003322126
75 bush 2004 0.003381859
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79 bush 2008 0
80 bush 2009 0
81 bush 2010 0
82 bush 2011 0
83 bush 2012 0
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85 bush 2014 0
86 bush 2015 0
87 bush 2016 0
88 china 1988 0
89 china 1989 0
90 china 1990 0
91 china 1991 0
92 china 1992 0
93 china 1993 0
94 china 1994 0
95 china 1995 0
96 china 1996 0
97 china 1997 0
98 china 1998 0
99 china 1999 0
100 china 2000 0
101 china 2001 0
102 china 2002 0
103 china 2003 0
104 china 2004 0
105 china 2005 0
106 china 2006 0
107 china 2007 0
108 china 2008 0
109 china 2009 0
110 china 2010 0.002999493
111 china 2011 0.003374271
112 china 2012 0.003403933
113 china 2013 0.003257051
114 china 2014 0.003399374
115 china 2015 0.003801546
116 china 2016 0.004115262
117 countries 1988 0
118 countries 1989 0
119 countries 1990 0
120 countries 1991 0
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140 countries 2011 0
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142 countries 2013 0.00317173
143 countries 2014 0.003513288
144 countries 2015 0.003949867
145 countries 2016 0.004253065
146 europe 1988 0
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148 europe 1990 0
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150 europe 1992 0
151 europe 1993 0
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160 europe 2002 0.003070771
161 europe 2003 0.003063041
162 europe 2004 0
163 europe 2005 0
164 europe 2006 0
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166 europe 2008 0
167 europe 2009 0
168 europe 2010 0
169 europe 2011 0
170 europe 2012 0
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172 europe 2014 0
173 europe 2015 0
174 europe 2016 0
175 even 1988 0
176 even 1989 0
177 even 1990 0
178 even 1991 0
179 even 1992 0
180 even 1993 0
181 even 1994 0
182 even 1995 0
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184 even 1997 0
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186 even 1999 0
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193 even 2006 0
194 even 2007 0
195 even 2008 0
196 even 2009 0
197 even 2010 0
198 even 2011 0
199 even 2012 0
200 even 2013 0
201 even 2014 0
202 even 2015 0
203 even 2016 0
204 foreign 1988 0.002707863
205 foreign 1989 0.002695004
206 foreign 1990 0
207 foreign 1991 0
208 foreign 1992 0
209 foreign 1993 0
210 foreign 1994 0
211 foreign 1995 0
212 foreign 1996 0
213 foreign 1997 0
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215 foreign 1999 0
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217 foreign 2001 0
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220 foreign 2004 0
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223 foreign 2007 0
224 foreign 2008 0
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227 foreign 2011 0
228 foreign 2012 0
229 foreign 2013 0
230 foreign 2014 0
231 foreign 2015 0
232 foreign 2016 0
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240 iraq 1995 0
241 iraq 1996 0
242 iraq 1997 0
243 iraq 1998 0
244 iraq 1999 0
245 iraq 2000 0
246 iraq 2001 0
247 iraq 2002 0.003131142
248 iraq 2003 0.003421948
249 iraq 2004 0.00343434
250 iraq 2005 0
251 iraq 2006 0
252 iraq 2007 0
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254 iraq 2009 0
255 iraq 2010 0
256 iraq 2011 0
257 iraq 2012 0
258 iraq 2013 0
259 iraq 2014 0
260 iraq 2015 0
261 iraq 2016 0
262 many 1988 0
263 many 1989 0
264 many 1990 0
265 many 1991 0
266 many 1992 0
267 many 1993 0
268 many 1994 0
269 many 1995 0
270 many 1996 0
271 many 1997 0
272 many 1998 0
273 many 1999 0
274 many 2000 0
275 many 2001 0
276 many 2002 0
277 many 2003 0
278 many 2004 0
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281 many 2007 0
282 many 2008 0
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284 many 2010 0
285 many 2011 0
286 many 2012 0
287 many 2013 0
288 many 2014 0
289 many 2015 0
290 many 2016 0
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292 people 1989 0.002870062
293 people 1990 0.002897799
294 people 1991 0.002922215
295 people 1992 0.002948892
296 people 1993 0.002981279
297 people 1994 0.00301138
298 people 1995 0.003044761
299 people 1996 0.003087873
300 people 1997 0.003144428
301 people 1998 0.003208898
302 people 1999 0.003274737
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304 people 2001 0.003382674
305 people 2002 0.003426242
306 people 2003 0.003501971
307 people 2004 0.003667111
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309 people 2006 0.004360301
310 people 2007 0.004759108
311 people 2008 0.005164652
312 people 2009 0.005687427
313 people 2010 0.005977503
314 people 2011 0.006199184
315 people 2012 0.00640763
316 people 2013 0.006400751
317 people 2014 0.006485352
318 people 2015 0.006655807
319 people 2016 0.006851412
320 political 1988 0.004266759
321 political 1989 0.004266116
322 political 1990 0.004203104
323 political 1991 0.004125979
324 political 1992 0.004049855
325 political 1993 0.003921144
326 political 1994 0.003781919
327 political 1995 0.003644822
328 political 1996 0.003516501
329 political 1997 0.003397227
330 political 1998 0.003269341
331 political 1999 0.003135971
332 political 2000 0.002979112
333 political 2001 0
334 political 2002 0
335 political 2003 0
336 political 2004 0
337 political 2005 0
338 political 2006 0
339 political 2007 0
340 political 2008 0
341 political 2009 0
342 political 2010 0
343 political 2011 0
344 political 2012 0
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350 president 1989 0
351 president 1990 0
352 president 1991 0
353 president 1992 0
354 president 1993 0
355 president 1994 0
356 president 1995 0
357 president 1996 0.002699269
358 president 1997 0.002745802
359 president 1998 0.002791729
360 president 1999 0.002841261
361 president 2000 0.002901037
362 president 2001 0.002957798
363 president 2002 0
364 president 2003 0
365 president 2004 0
366 president 2005 0.002955543
367 president 2006 0
368 president 2007 0
369 president 2008 0.002995881
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371 president 2010 0
372 president 2011 0
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374 president 2013 0
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376 president 2015 0
377 president 2016 0
378 security 1988 0.002965985
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380 security 1990 0.00286279
381 security 1991 0.002782831
382 security 1992 0.002734325
383 security 1993 0.00270799
384 security 1994 0.002690627
385 security 1995 0.002679529
386 security 1996 0
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388 security 1998 0
389 security 1999 0
390 security 2000 0
391 security 2001 0
392 security 2002 0
393 security 2003 0
394 security 2004 0
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399 security 2009 0
400 security 2010 0
401 security 2011 0
402 security 2012 0
403 security 2013 0
404 security 2014 0
405 security 2015 0
406 security 2016 0
407 states 1988 0
408 states 1989 0
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410 states 1991 0
411 states 1992 0
412 states 1993 0
413 states 1994 0
414 states 1995 0
415 states 1996 0
416 states 1997 0
417 states 1998 0
418 states 1999 0
419 states 2000 0
420 states 2001 0
421 states 2002 0
422 states 2003 0
423 states 2004 0.003050006
424 states 2005 0.003046512
425 states 2006 0.003012412
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427 states 2008 0
428 states 2009 0.003108092
429 states 2010 0.003396211
430 states 2011 0.003682591
431 states 2012 0.003930469
432 states 2013 0.004044761
433 states 2014 0.00399551
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435 states 2016 0.00404433
436 time 1988 0
437 time 1989 0
438 time 1990 0
439 time 1991 0
440 time 1992 0
441 time 1993 0
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443 time 1995 0
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445 time 1997 0
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461 time 2013 0
462 time 2014 0
463 time 2015 0
464 time 2016 0
465 times 1988 0
466 times 1989 0
467 times 1990 0
468 times 1991 0
469 times 1992 0
470 times 1993 0
471 times 1994 0
472 times 1995 0
473 times 1996 0
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475 times 1998 0
476 times 1999 0
477 times 2000 0
478 times 2001 0
479 times 2002 0
480 times 2003 0
481 times 2004 0
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501 trump 1995 0
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516 trump 2010 0
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518 trump 2012 0
519 trump 2013 0
520 trump 2014 0
521 trump 2015 0.003628671
522 trump 2016 0.005759061
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524 united 1989 0
525 united 1990 0.002633977
526 united 1991 0.002703246
527 united 1992 0.002793501
528 united 1993 0.002901766
529 united 1994 0.003019469
530 united 1995 0.003148311
531 united 1996 0.003293009
532 united 1997 0.003464788
533 united 1998 0.003640977
534 united 1999 0.00374816
535 united 2000 0.003862393
536 united 2001 0.003998392
537 united 2002 0.004125718
538 united 2003 0.004134823
539 united 2004 0.004049802
540 united 2005 0.003951632
541 united 2006 0.003811295
542 united 2007 0.003663077
543 united 2008 0.003441367
544 united 2009 0.003668251
545 united 2010 0.003975957
546 united 2011 0.004257404
547 united 2012 0.004521173
548 united 2013 0.004638677
549 united 2014 0.004640904
550 united 2015 0.004757161
551 united 2016 0.004854962
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553 us 1989 0.003174759
554 us 1990 0.003245828
555 us 1991 0.003317516
556 us 1992 0.003347983
557 us 1993 0.00336143
558 us 1994 0.003375217
559 us 1995 0.003390572
560 us 1996 0.003397174
561 us 1997 0.00341749
562 us 1998 0.003470299
563 us 1999 0.00355601
564 us 2000 0.003646941
565 us 2001 0.003736725
566 us 2002 0.003820474
567 us 2003 0.003877019
568 us 2004 0.00389349
569 us 2005 0.004042692
570 us 2006 0.004211304
571 us 2007 0.00450614
572 us 2008 0.004975183
573 us 2009 0.005135624
574 us 2010 0.00519878
575 us 2011 0.004993853
576 us 2012 0.004704198
577 us 2013 0.004757095
578 us 2014 0.004992014
579 us 2015 0.005065339
580 us 2016 0.005247375
581 war 1988 0.003584781
582 war 1989 0.003610806
583 war 1990 0.003695099
584 war 1991 0.003789891
585 war 1992 0.003794528
586 war 1993 0.003770099
587 war 1994 0.003723213
588 war 1995 0.003682101
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590 war 1997 0.003669897
591 war 1998 0.00371048
592 war 1999 0.003777052
593 war 2000 0.003905133
594 war 2001 0.004115445
595 war 2002 0.004430639
596 war 2003 0.004737935
597 war 2004 0.004650008
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599 war 2006 0.003448015
600 war 2007 0.003023887
601 war 2008 0
602 war 2009 0
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604 war 2011 0
605 war 2012 0.00306206
606 war 2013 0
607 war 2014 0
608 war 2015 0
609 war 2016 0
610 world 1988 0.008429495
611 world 1989 0.008452407
612 world 1990 0.008433618
613 world 1991 0.008401839
614 world 1992 0.008319622
615 world 1993 0.008286653
616 world 1994 0.008266811
617 world 1995 0.008254056
618 world 1996 0.008238059
619 world 1997 0.008180313
620 world 1998 0.008139018
621 world 1999 0.00815846
622 world 2000 0.00813623
623 world 2001 0.008113632
624 world 2002 0.008059633
625 world 2003 0.00779156
626 world 2004 0.007507444
627 world 2005 0.007187034
628 world 2006 0.00681961
629 world 2007 0.006513675
630 world 2008 0.006719568
631 world 2009 0.007577012
632 world 2010 0.007919336
633 world 2011 0.008225599
634 world 2012 0.008284214
635 world 2013 0.007968453
636 world 2014 0.007163922
637 world 2015 0.006511124
638 world 2016 0.006216852
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