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Climate Change Topic Modeling - Topic 8
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<!DOCTYPE html> | |
<html lang='en'> | |
<head> | |
<meta charset="utf-8"> | |
<title> Climate Streamplot - Topic 8</title> | |
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<body> | |
<h2 style="margin-left:3em;">Climate Change Topic Streamplot</h2> | |
<h1 style="margin-left:2em;">Topic 8 - Water Issues/Local & State/Food & Farmers </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> | |
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.style("fill", function(d, i) { return z(i); }); | |
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.call(xAxis); | |
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<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> | |
</body> | |
</html> | |
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key | date | value | ||
---|---|---|---|---|
1 | california | 1988 | 0 | |
2 | california | 1989 | 0 | |
3 | california | 1990 | 0 | |
4 | california | 1991 | 0 | |
5 | california | 1992 | 0 | |
6 | california | 1993 | 0 | |
7 | california | 1994 | 0 | |
8 | california | 1995 | 0 | |
9 | california | 1996 | 0 | |
10 | california | 1997 | 0 | |
11 | california | 1998 | 0 | |
12 | california | 1999 | 0 | |
13 | california | 2000 | 0 | |
14 | california | 2001 | 0 | |
15 | california | 2002 | 0 | |
16 | california | 2003 | 0 | |
17 | california | 2004 | 0 | |
18 | california | 2005 | 0 | |
19 | california | 2006 | 0 | |
20 | california | 2007 | 0 | |
21 | california | 2008 | 0 | |
22 | california | 2009 | 0 | |
23 | california | 2010 | 0 | |
24 | california | 2011 | 0 | |
25 | california | 2012 | 0 | |
26 | california | 2013 | 0.003107936 | |
27 | california | 2014 | 0.003583988 | |
28 | california | 2015 | 0.004137373 | |
29 | california | 2016 | 0.004242956 | |
30 | city | 1988 | 0.007599045 | |
31 | city | 1989 | 0.007528629 | |
32 | city | 1990 | 0.007429514 | |
33 | city | 1991 | 0.007417828 | |
34 | city | 1992 | 0.007492605 | |
35 | city | 1993 | 0.007684137 | |
36 | city | 1994 | 0.007780919 | |
37 | city | 1995 | 0.007830368 | |
38 | city | 1996 | 0.00791158 | |
39 | city | 1997 | 0.008031212 | |
40 | city | 1998 | 0.008041727 | |
41 | city | 1999 | 0.008021339 | |
42 | city | 2000 | 0.007733836 | |
43 | city | 2001 | 0.00735234 | |
44 | city | 2002 | 0.007122237 | |
45 | city | 2003 | 0.007020631 | |
46 | city | 2004 | 0.00686269 | |
47 | city | 2005 | 0.006921993 | |
48 | city | 2006 | 0.007072654 | |
49 | city | 2007 | 0.007013651 | |
50 | city | 2008 | 0.006452865 | |
51 | city | 2009 | 0.006641232 | |
52 | city | 2010 | 0.00695924 | |
53 | city | 2011 | 0.007084069 | |
54 | city | 2012 | 0.007295882 | |
55 | city | 2013 | 0.00755109 | |
56 | city | 2014 | 0.007191059 | |
57 | city | 2015 | 0.006659586 | |
58 | city | 2016 | 0.006279756 | |
59 | drought | 1988 | 0.003409336 | |
60 | drought | 1989 | 0.003442729 | |
61 | drought | 1990 | 0.003507467 | |
62 | drought | 1991 | 0.00360366 | |
63 | drought | 1992 | 0.003674934 | |
64 | drought | 1993 | 0.003581172 | |
65 | drought | 1994 | 0.003381464 | |
66 | drought | 1995 | 0.003182705 | |
67 | drought | 1996 | 0.003007222 | |
68 | drought | 1997 | 0 | |
69 | drought | 1998 | 0 | |
70 | drought | 1999 | 0 | |
71 | drought | 2000 | 0 | |
72 | drought | 2001 | 0 | |
73 | drought | 2002 | 0 | |
74 | drought | 2003 | 0 | |
75 | drought | 2004 | 0 | |
76 | drought | 2005 | 0 | |
77 | drought | 2006 | 0 | |
78 | drought | 2007 | 0 | |
79 | drought | 2008 | 0 | |
80 | drought | 2009 | 0 | |
81 | drought | 2010 | 0 | |
82 | drought | 2011 | 0 | |
83 | drought | 2012 | 0 | |
84 | drought | 2013 | 0 | |
85 | drought | 2014 | 0.003280104 | |
86 | drought | 2015 | 0.003659423 | |
87 | drought | 2016 | 0.003786368 | |
88 | farmers | 1988 | 0 | |
89 | farmers | 1989 | 0 | |
90 | farmers | 1990 | 0 | |
91 | farmers | 1991 | 0 | |
92 | farmers | 1992 | 0 | |
93 | farmers | 1993 | 0 | |
94 | farmers | 1994 | 0 | |
95 | farmers | 1995 | 0 | |
96 | farmers | 1996 | 0 | |
97 | farmers | 1997 | 0 | |
98 | farmers | 1998 | 0 | |
99 | farmers | 1999 | 0 | |
100 | farmers | 2000 | 0 | |
101 | farmers | 2001 | 0 | |
102 | farmers | 2002 | 0.002860791 | |
103 | farmers | 2003 | 0.003066212 | |
104 | farmers | 2004 | 0.003277873 | |
105 | farmers | 2005 | 0.003383968 | |
106 | farmers | 2006 | 0.003474542 | |
107 | farmers | 2007 | 0.003581351 | |
108 | farmers | 2008 | 0.003660532 | |
109 | farmers | 2009 | 0.003491736 | |
110 | farmers | 2010 | 0.003380821 | |
111 | farmers | 2011 | 0.003376282 | |
112 | farmers | 2012 | 0.003489455 | |
113 | farmers | 2013 | 0.003594639 | |
114 | farmers | 2014 | 0.003633793 | |
115 | farmers | 2015 | 0.003660585 | |
116 | farmers | 2016 | 0.003627812 | |
117 | food | 1988 | 0.005704202 | |
118 | food | 1989 | 0.005728897 | |
119 | food | 1990 | 0.005819162 | |
120 | food | 1991 | 0.00594078 | |
121 | food | 1992 | 0.006003464 | |
122 | food | 1993 | 0.005753431 | |
123 | food | 1994 | 0.005506364 | |
124 | food | 1995 | 0.005309469 | |
125 | food | 1996 | 0.005134447 | |
126 | food | 1997 | 0.004980258 | |
127 | food | 1998 | 0.004879618 | |
128 | food | 1999 | 0.00482594 | |
129 | food | 2000 | 0.004921092 | |
130 | food | 2001 | 0.00500249 | |
131 | food | 2002 | 0.005148486 | |
132 | food | 2003 | 0.005379986 | |
133 | food | 2004 | 0.005696191 | |
134 | food | 2005 | 0.006126746 | |
135 | food | 2006 | 0.006446811 | |
136 | food | 2007 | 0.007138585 | |
137 | food | 2008 | 0.009652005 | |
138 | food | 2009 | 0.008734486 | |
139 | food | 2010 | 0.007970474 | |
140 | food | 2011 | 0.007398419 | |
141 | food | 2012 | 0.007333737 | |
142 | food | 2013 | 0.007617503 | |
143 | food | 2014 | 0.007840503 | |
144 | food | 2015 | 0.006412278 | |
145 | food | 2016 | 0.005883149 | |
146 | lake | 1988 | 0 | |
147 | lake | 1989 | 0 | |
148 | lake | 1990 | 0 | |
149 | lake | 1991 | 0 | |
150 | lake | 1992 | 0 | |
151 | lake | 1993 | 0 | |
152 | lake | 1994 | 0.002954268 | |
153 | lake | 1995 | 0.003068552 | |
154 | lake | 1996 | 0.00318618 | |
155 | lake | 1997 | 0.003250765 | |
156 | lake | 1998 | 0.003227084 | |
157 | lake | 1999 | 0.003170073 | |
158 | lake | 2000 | 0.003020435 | |
159 | lake | 2001 | 0.002863853 | |
160 | lake | 2002 | 0 | |
161 | lake | 2003 | 0 | |
162 | lake | 2004 | 0 | |
163 | lake | 2005 | 0 | |
164 | lake | 2006 | 0 | |
165 | lake | 2007 | 0 | |
166 | lake | 2008 | 0 | |
167 | lake | 2009 | 0 | |
168 | lake | 2010 | 0 | |
169 | lake | 2011 | 0 | |
170 | lake | 2012 | 0 | |
171 | lake | 2013 | 0 | |
172 | lake | 2014 | 0 | |
173 | lake | 2015 | 0 | |
174 | lake | 2016 | 0 | |
175 | land | 1988 | 0 | |
176 | land | 1989 | 0 | |
177 | land | 1990 | 0 | |
178 | land | 1991 | 0 | |
179 | land | 1992 | 0 | |
180 | land | 1993 | 0 | |
181 | land | 1994 | 0 | |
182 | land | 1995 | 0 | |
183 | land | 1996 | 0 | |
184 | land | 1997 | 0 | |
185 | land | 1998 | 0 | |
186 | land | 1999 | 0 | |
187 | land | 2000 | 0 | |
188 | land | 2001 | 0 | |
189 | land | 2002 | 0 | |
190 | land | 2003 | 0 | |
191 | land | 2004 | 0 | |
192 | land | 2005 | 0 | |
193 | land | 2006 | 0.002936129 | |
194 | land | 2007 | 0.003012813 | |
195 | land | 2008 | 0.003127964 | |
196 | land | 2009 | 0.003192107 | |
197 | land | 2010 | 0.003187731 | |
198 | land | 2011 | 0.003187319 | |
199 | land | 2012 | 0.003212882 | |
200 | land | 2013 | 0.003246621 | |
201 | land | 2014 | 0.00314865 | |
202 | land | 2015 | 0.00309016 | |
203 | land | 2016 | 0.00300303 | |
204 | local | 1988 | 0 | |
205 | local | 1989 | 0 | |
206 | local | 1990 | 0 | |
207 | local | 1991 | 0 | |
208 | local | 1992 | 0 | |
209 | local | 1993 | 0 | |
210 | local | 1994 | 0 | |
211 | local | 1995 | 0 | |
212 | local | 1996 | 0 | |
213 | local | 1997 | 0.002999544 | |
214 | local | 1998 | 0.003062264 | |
215 | local | 1999 | 0.003120571 | |
216 | local | 2000 | 0.003140075 | |
217 | local | 2001 | 0.003154551 | |
218 | local | 2002 | 0.003202943 | |
219 | local | 2003 | 0.003276296 | |
220 | local | 2004 | 0.003300324 | |
221 | local | 2005 | 0.003241121 | |
222 | local | 2006 | 0.003162069 | |
223 | local | 2007 | 0.00309824 | |
224 | local | 2008 | 0.003131478 | |
225 | local | 2009 | 0.003105035 | |
226 | local | 2010 | 0.003048857 | |
227 | local | 2011 | 0.002901501 | |
228 | local | 2012 | 0 | |
229 | local | 2013 | 0 | |
230 | local | 2014 | 0 | |
231 | local | 2015 | 0 | |
232 | local | 2016 | 0 | |
233 | many | 1988 | 0.003099619 | |
234 | many | 1989 | 0.003097136 | |
235 | many | 1990 | 0.003081613 | |
236 | many | 1991 | 0.00305372 | |
237 | many | 1992 | 0.003019819 | |
238 | many | 1993 | 0.00298299 | |
239 | many | 1994 | 0 | |
240 | many | 1995 | 0 | |
241 | many | 1996 | 0 | |
242 | many | 1997 | 0 | |
243 | many | 1998 | 0 | |
244 | many | 1999 | 0 | |
245 | many | 2000 | 0 | |
246 | many | 2001 | 0 | |
247 | many | 2002 | 0 | |
248 | many | 2003 | 0 | |
249 | many | 2004 | 0 | |
250 | many | 2005 | 0 | |
251 | many | 2006 | 0 | |
252 | many | 2007 | 0 | |
253 | many | 2008 | 0 | |
254 | many | 2009 | 0 | |
255 | many | 2010 | 0 | |
256 | many | 2011 | 0 | |
257 | many | 2012 | 0 | |
258 | many | 2013 | 0 | |
259 | many | 2014 | 0 | |
260 | many | 2015 | 0 | |
261 | many | 2016 | 0 | |
262 | people | 1988 | 0.007136257 | |
263 | people | 1989 | 0.007180131 | |
264 | people | 1990 | 0.007222666 | |
265 | people | 1991 | 0.007190657 | |
266 | people | 1992 | 0.007121457 | |
267 | people | 1993 | 0.007033143 | |
268 | people | 1994 | 0.006917286 | |
269 | people | 1995 | 0.006805689 | |
270 | people | 1996 | 0.006694166 | |
271 | people | 1997 | 0.006566903 | |
272 | people | 1998 | 0.006422093 | |
273 | people | 1999 | 0.00630109 | |
274 | people | 2000 | 0.00622693 | |
275 | people | 2001 | 0.006154545 | |
276 | people | 2002 | 0.006076978 | |
277 | people | 2003 | 0.006013374 | |
278 | people | 2004 | 0.00596301 | |
279 | people | 2005 | 0.005932715 | |
280 | people | 2006 | 0.005908507 | |
281 | people | 2007 | 0.005838874 | |
282 | people | 2008 | 0.005587154 | |
283 | people | 2009 | 0.005515042 | |
284 | people | 2010 | 0.005462489 | |
285 | people | 2011 | 0.005387532 | |
286 | people | 2012 | 0.005266665 | |
287 | people | 2013 | 0.00510352 | |
288 | people | 2014 | 0.00495429 | |
289 | people | 2015 | 0.004790212 | |
290 | people | 2016 | 0.004699973 | |
291 | river | 1988 | 0.006222927 | |
292 | river | 1989 | 0.006262746 | |
293 | river | 1990 | 0.00627705 | |
294 | river | 1991 | 0.006145174 | |
295 | river | 1992 | 0.00597265 | |
296 | river | 1993 | 0.005860487 | |
297 | river | 1994 | 0.005793055 | |
298 | river | 1995 | 0.005781594 | |
299 | river | 1996 | 0.005817846 | |
300 | river | 1997 | 0.005850612 | |
301 | river | 1998 | 0.00572019 | |
302 | river | 1999 | 0.005474315 | |
303 | river | 2000 | 0.005167084 | |
304 | river | 2001 | 0.004873847 | |
305 | river | 2002 | 0.004560666 | |
306 | river | 2003 | 0.004265344 | |
307 | river | 2004 | 0.003969342 | |
308 | river | 2005 | 0.003818659 | |
309 | river | 2006 | 0.003708734 | |
310 | river | 2007 | 0.003550201 | |
311 | river | 2008 | 0.003136916 | |
312 | river | 2009 | 0.003060096 | |
313 | river | 2010 | 0.003120356 | |
314 | river | 2011 | 0.00327025 | |
315 | river | 2012 | 0.003397955 | |
316 | river | 2013 | 0.003183645 | |
317 | river | 2014 | 0 | |
318 | river | 2015 | 0 | |
319 | river | 2016 | 0 | |
320 | state | 1988 | 0.003160654 | |
321 | state | 1989 | 0.00316534 | |
322 | state | 1990 | 0.00315245 | |
323 | state | 1991 | 0.003120991 | |
324 | state | 1992 | 0.003084585 | |
325 | state | 1993 | 0.003054626 | |
326 | state | 1994 | 0.003033129 | |
327 | state | 1995 | 0.003007239 | |
328 | state | 1996 | 0.002975478 | |
329 | state | 1997 | 0.002944702 | |
330 | state | 1998 | 0 | |
331 | state | 1999 | 0 | |
332 | state | 2000 | 0 | |
333 | state | 2001 | 0 | |
334 | state | 2002 | 0 | |
335 | state | 2003 | 0 | |
336 | state | 2004 | 0 | |
337 | state | 2005 | 0 | |
338 | state | 2006 | 0 | |
339 | state | 2007 | 0 | |
340 | state | 2008 | 0 | |
341 | state | 2009 | 0 | |
342 | state | 2010 | 0 | |
343 | state | 2011 | 0 | |
344 | state | 2012 | 0.003025258 | |
345 | state | 2013 | 0.003242648 | |
346 | state | 2014 | 0.003487209 | |
347 | state | 2015 | 0.003754596 | |
348 | state | 2016 | 0.003770976 | |
349 | water | 1988 | 0.01770448 | |
350 | water | 1989 | 0.017702717 | |
351 | water | 1990 | 0.017765085 | |
352 | water | 1991 | 0.017826929 | |
353 | water | 1992 | 0.017938529 | |
354 | water | 1993 | 0.018132964 | |
355 | water | 1994 | 0.018625957 | |
356 | water | 1995 | 0.01953794 | |
357 | water | 1996 | 0.020929856 | |
358 | water | 1997 | 0.022719494 | |
359 | water | 1998 | 0.02446497 | |
360 | water | 1999 | 0.026061137 | |
361 | water | 2000 | 0.026829277 | |
362 | water | 2001 | 0.026878425 | |
363 | water | 2002 | 0.024935933 | |
364 | water | 2003 | 0.021640825 | |
365 | water | 2004 | 0.019453153 | |
366 | water | 2005 | 0.020327955 | |
367 | water | 2006 | 0.021940126 | |
368 | water | 2007 | 0.022030303 | |
369 | water | 2008 | 0.018124613 | |
370 | water | 2009 | 0.017028637 | |
371 | water | 2010 | 0.017484593 | |
372 | water | 2011 | 0.018949283 | |
373 | water | 2012 | 0.021160048 | |
374 | water | 2013 | 0.022856752 | |
375 | water | 2014 | 0.025164629 | |
376 | water | 2015 | 0.030535212 | |
377 | water | 2016 | 0.034367957 | |
378 | year | 1988 | 0.00565788 | |
379 | year | 1989 | 0.005661348 | |
380 | year | 1990 | 0.005646656 | |
381 | year | 1991 | 0.005619295 | |
382 | year | 1992 | 0.005573397 | |
383 | year | 1993 | 0.005479926 | |
384 | year | 1994 | 0.005365987 | |
385 | year | 1995 | 0.00523836 | |
386 | year | 1996 | 0.005108978 | |
387 | year | 1997 | 0.004956043 | |
388 | year | 1998 | 0.004793066 | |
389 | year | 1999 | 0.004639401 | |
390 | year | 2000 | 0.004510898 | |
391 | year | 2001 | 0.004367702 | |
392 | year | 2002 | 0.004174454 | |
393 | year | 2003 | 0.003977278 | |
394 | year | 2004 | 0.003814542 | |
395 | year | 2005 | 0.003716589 | |
396 | year | 2006 | 0.003635457 | |
397 | year | 2007 | 0.003554928 | |
398 | year | 2008 | 0.003475871 | |
399 | year | 2009 | 0.003493635 | |
400 | year | 2010 | 0.003588247 | |
401 | year | 2011 | 0.003725366 | |
402 | year | 2012 | 0.003860993 | |
403 | year | 2013 | 0.003990731 | |
404 | year | 2014 | 0.004104036 | |
405 | year | 2015 | 0.004129032 | |
406 | year | 2016 | 0.00414211 | |
407 | years | 1988 | 0 | |
408 | years | 1989 | 0 | |
409 | years | 1990 | 0 | |
410 | years | 1991 | 0 | |
411 | years | 1992 | 0 | |
412 | years | 1993 | 0 | |
413 | years | 1994 | 0 | |
414 | years | 1995 | 0 | |
415 | years | 1996 | 0 | |
416 | years | 1997 | 0 | |
417 | years | 1998 | 0.002934779 | |
418 | years | 1999 | 0.002966072 | |
419 | years | 2000 | 0.00300534 | |
420 | years | 2001 | 0.003049033 | |
421 | years | 2002 | 0.003079009 | |
422 | years | 2003 | 0.003099905 | |
423 | years | 2004 | 0.003121581 | |
424 | years | 2005 | 0.003168746 | |
425 | years | 2006 | 0.003227866 | |
426 | years | 2007 | 0.003274154 | |
427 | years | 2008 | 0.003246731 | |
428 | years | 2009 | 0.003229551 | |
429 | years | 2010 | 0.003204047 | |
430 | years | 2011 | 0.003114894 | |
431 | years | 2012 | 0.002993116 | |
432 | years | 2013 | 0 | |
433 | years | 2014 | 0 | |
434 | years | 2015 | 0 | |
435 | years | 2016 | 0 | |
436 | york | 1988 | 0.004479942 | |
437 | york | 1989 | 0.004379613 | |
438 | york | 1990 | 0.004291007 | |
439 | york | 1991 | 0.004247264 | |
440 | york | 1992 | 0.004226246 | |
441 | york | 1993 | 0.00421821 | |
442 | york | 1994 | 0.00421193 | |
443 | york | 1995 | 0.004157966 | |
444 | york | 1996 | 0.004117663 | |
445 | york | 1997 | 0.004110615 | |
446 | york | 1998 | 0.00413893 | |
447 | york | 1999 | 0.004126053 | |
448 | york | 2000 | 0.003962482 | |
449 | york | 2001 | 0.003743494 | |
450 | york | 2002 | 0.003559769 | |
451 | york | 2003 | 0.003407228 | |
452 | york | 2004 | 0.003166762 | |
453 | york | 2005 | 0.003001379 | |
454 | york | 2006 | 0 | |
455 | york | 2007 | 0 | |
456 | york | 2008 | 0 | |
457 | york | 2009 | 0 | |
458 | york | 2010 | 0 | |
459 | york | 2011 | 0 | |
460 | york | 2012 | 0 | |
461 | york | 2013 | 0 | |
462 | york | 2014 | 0 | |
463 | york | 2015 | 0 | |
464 | york | 2016 | 0 |
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