質問編集履歴
3
test
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test
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for n in 1..fb do
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-
si[n]="/usr/home/
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si[n]="/usr/home/ru/tweet_html/si#{n}.txt"
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end
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@@ -848,7 +848,7 @@
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for n in 1..fa do
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chan[n]="/usr/home/
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chan[n]="/usr/home/ru/tweet_html/r#{n}.txt"
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end
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test
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@@ -49,3 +49,871 @@
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考えられることとしてどういったことがありますか?
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追加.........................................................
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元のプログラムです。
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長く汚いプログラムで申し訳ないです。
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116:in `*': nil can't be coerced into Float (TypeError)
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このようなエラーがでています。
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最終的には類以度を出したいです。
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手詰まり状態で困っています。
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```ruby
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#encoding: utf-8
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require "MeCab"
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require "kconv"
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require "nkf"
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###########
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def hinsi(sentence)
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mecab = MeCab::Tagger.new
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node = mecab.parseToNode(sentence)
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word = []
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begin
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node = node.next
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data="#{node.surface.toutf8},#{node.feature.toutf8}"
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if data.split(",")[1].toutf8 == "名詞" then
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if data.split(",")[2].toutf8 =~ /一般|固有名詞/ then
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word.push("#{node.surface.toutf8}")
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end
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end
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end until node.next.feature.include?("BOS/EOS")
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121
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return word
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end
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###################
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#出現回数
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def cou(ta)
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hash = Hash.new
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q =0
|
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ta.each{|line|
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141
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array = line.split("\t")
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tarm = array[0]
|
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|
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q += 1
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if hash.include?(tarm) then
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149
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hash[tarm] += 1
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else
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hash[tarm] = 1
|
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|
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end
|
156
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# print array[0], "\n"
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}
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162
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a = hash.values
|
164
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b = hash.keys
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|
167
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return a,q.round(3),b
|
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169
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+
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170
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+
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end
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#####################
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# tf
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|
181
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def tf_(situgen,meitan)
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182
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183
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c = situgen.length #単語の種類の数
|
184
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|
185
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tf = []
|
186
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+
|
187
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+
for n in 0..c-1 do
|
188
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+
|
189
|
+
tf[n] = situgen[n] / meitan
|
190
|
+
|
191
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+
tf[n] = tf[n].round(3)
|
192
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+
|
193
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+
end
|
194
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|
195
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+
|
196
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+
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197
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return tf
|
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|
199
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+
end
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200
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|
201
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|
202
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203
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##################
|
204
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|
205
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+
|
206
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+
|
207
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+
#df
|
208
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|
209
|
+
def df_(w,at)
|
210
|
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|
211
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hash = Hash.new
|
212
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|
213
|
+
q =0
|
214
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|
215
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+
|
216
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|
217
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for n in w do
|
218
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|
219
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+
for m in at do
|
220
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+
|
221
|
+
pos=m.include?(n)
|
222
|
+
|
223
|
+
if pos == true then
|
224
|
+
|
225
|
+
array = n.split("\t")
|
226
|
+
|
227
|
+
tarm = array[0]
|
228
|
+
|
229
|
+
q += 1
|
230
|
+
|
231
|
+
if hash.include?(tarm) then
|
232
|
+
|
233
|
+
hash[tarm] += 1
|
234
|
+
|
235
|
+
else
|
236
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+
|
237
|
+
hash[tarm] = 1
|
238
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+
|
239
|
+
end
|
240
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+
|
241
|
+
end
|
242
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+
|
243
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+
end
|
244
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|
245
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+
end
|
246
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+
|
247
|
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a = hash.keys
|
248
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|
249
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+
b = hash.values
|
250
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+
|
251
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+
|
252
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|
253
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+
return a,b
|
254
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+
|
255
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+
end
|
256
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|
257
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+
|
258
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|
259
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+
####################
|
260
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|
261
|
+
#idf
|
262
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+
|
263
|
+
def idf_(df_t,alt)
|
264
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+
|
265
|
+
c=df_t.length
|
266
|
+
|
267
|
+
d=[]
|
268
|
+
|
269
|
+
idf=[]
|
270
|
+
|
271
|
+
for i in 0..c-1 do
|
272
|
+
|
273
|
+
d[i]=df_t[i].round(2)
|
274
|
+
|
275
|
+
idf[i] = Math.log(alt.length/d[i])+1
|
276
|
+
|
277
|
+
idf[i]= idf[i].round(3)
|
278
|
+
|
279
|
+
end
|
280
|
+
|
281
|
+
|
282
|
+
|
283
|
+
return idf
|
284
|
+
|
285
|
+
end
|
286
|
+
|
287
|
+
|
288
|
+
|
289
|
+
###################
|
290
|
+
|
291
|
+
|
292
|
+
|
293
|
+
#tf-idf
|
294
|
+
|
295
|
+
def tfidf_(tf_t,idf_t)
|
296
|
+
|
297
|
+
t = tf_t.length
|
298
|
+
|
299
|
+
|
300
|
+
|
301
|
+
tfidf=[]
|
302
|
+
|
303
|
+
for i in 0..t-1 do
|
304
|
+
|
305
|
+
tfidf[i]=tf_t[i] * idf_t[i]
|
306
|
+
|
307
|
+
tfidf[i]=tfidf[i].round(3)
|
308
|
+
|
309
|
+
end
|
310
|
+
|
311
|
+
|
312
|
+
|
313
|
+
return tfidf
|
314
|
+
|
315
|
+
end
|
316
|
+
|
317
|
+
|
318
|
+
|
319
|
+
############################
|
320
|
+
|
321
|
+
|
322
|
+
|
323
|
+
#単語ごとのベクトル
|
324
|
+
|
325
|
+
def coscount(b1,b2,co1,co2)
|
326
|
+
|
327
|
+
al=[]
|
328
|
+
|
329
|
+
al += b1
|
330
|
+
|
331
|
+
al += b2
|
332
|
+
|
333
|
+
|
334
|
+
|
335
|
+
a = al.uniq #種類の数
|
336
|
+
|
337
|
+
x = b1.length
|
338
|
+
|
339
|
+
y = b2.length
|
340
|
+
|
341
|
+
z = a.length
|
342
|
+
|
343
|
+
|
344
|
+
|
345
|
+
array1 =[]
|
346
|
+
|
347
|
+
for i in 0..z-1 do
|
348
|
+
|
349
|
+
array1[i] = 0
|
350
|
+
|
351
|
+
end
|
352
|
+
|
353
|
+
|
354
|
+
|
355
|
+
array2 =[]
|
356
|
+
|
357
|
+
for i in 0..z-1 do #s:種類の数
|
358
|
+
|
359
|
+
array2[i] = 0
|
360
|
+
|
361
|
+
end
|
362
|
+
|
363
|
+
|
364
|
+
|
365
|
+
for n in 0..z-1 do
|
366
|
+
|
367
|
+
for m in 0..x-1 do
|
368
|
+
|
369
|
+
if a[n] == b1[m] then
|
370
|
+
|
371
|
+
array1[n]=co1[m]
|
372
|
+
|
373
|
+
end
|
374
|
+
|
375
|
+
end
|
376
|
+
|
377
|
+
for l in 0..y-1 do
|
378
|
+
|
379
|
+
if a[n] == b2[l] then
|
380
|
+
|
381
|
+
array2[n]=co2[l]
|
382
|
+
|
383
|
+
end
|
384
|
+
|
385
|
+
end
|
386
|
+
|
387
|
+
|
388
|
+
|
389
|
+
end
|
390
|
+
|
391
|
+
|
392
|
+
|
393
|
+
return a,array1,array2
|
394
|
+
|
395
|
+
end
|
396
|
+
|
397
|
+
|
398
|
+
|
399
|
+
|
400
|
+
|
401
|
+
####################################
|
402
|
+
|
403
|
+
|
404
|
+
|
405
|
+
#類似度
|
406
|
+
|
407
|
+
def cosine_similarity(vector1,vector2)
|
408
|
+
|
409
|
+
dp = dot_product(vector1, vector2)
|
410
|
+
|
411
|
+
nm = normalize(vector1) * normalize(vector2)
|
412
|
+
|
413
|
+
dp / nm
|
414
|
+
|
415
|
+
end
|
416
|
+
|
417
|
+
|
418
|
+
|
419
|
+
def dot_product(vector1, vector2)
|
420
|
+
|
421
|
+
sum = 0.0
|
422
|
+
|
423
|
+
vector1.each_with_index{ |val, i| sum += val*vector2[i] }
|
424
|
+
|
425
|
+
sum
|
426
|
+
|
427
|
+
end
|
428
|
+
|
429
|
+
|
430
|
+
|
431
|
+
def normalize(vector)
|
432
|
+
|
433
|
+
Math.sqrt(vector.inject(0.0){ |m,o| m += o**2 })
|
434
|
+
|
435
|
+
end
|
436
|
+
|
437
|
+
|
438
|
+
|
439
|
+
|
440
|
+
|
441
|
+
|
442
|
+
|
443
|
+
#####################
|
444
|
+
|
445
|
+
|
446
|
+
|
447
|
+
def main(t1,t2,k1,k2)
|
448
|
+
|
449
|
+
#形態素解析a
|
450
|
+
|
451
|
+
|
452
|
+
|
453
|
+
w1=[]
|
454
|
+
|
455
|
+
for j in 1..k1-1 do
|
456
|
+
|
457
|
+
if t1[j] != nil then
|
458
|
+
|
459
|
+
w1[j]=hinsi(t1[j])
|
460
|
+
|
461
|
+
end
|
462
|
+
|
463
|
+
end
|
464
|
+
|
465
|
+
|
466
|
+
|
467
|
+
#形態素解析b
|
468
|
+
|
469
|
+
w2=[]
|
470
|
+
|
471
|
+
for j in 1..k2-1 do
|
472
|
+
|
473
|
+
if t2[j] != nil then
|
474
|
+
|
475
|
+
w2[j]=hinsi(t2[j])
|
476
|
+
|
477
|
+
end
|
478
|
+
|
479
|
+
end
|
480
|
+
|
481
|
+
|
482
|
+
|
483
|
+
####################
|
484
|
+
|
485
|
+
|
486
|
+
|
487
|
+
#出現回数a
|
488
|
+
|
489
|
+
c1 =[]
|
490
|
+
|
491
|
+
ac1= []
|
492
|
+
|
493
|
+
bc1=[]
|
494
|
+
|
495
|
+
for j in 0..k1-1 do
|
496
|
+
|
497
|
+
if w1[j] != nil then
|
498
|
+
|
499
|
+
c1[j],ac1[j],bc1[j] = cou(w1[j])
|
500
|
+
|
501
|
+
end
|
502
|
+
|
503
|
+
end
|
504
|
+
|
505
|
+
|
506
|
+
|
507
|
+
#出現回数b
|
508
|
+
|
509
|
+
c2 =[]
|
510
|
+
|
511
|
+
ac2= []
|
512
|
+
|
513
|
+
bc2=[]
|
514
|
+
|
515
|
+
for j in 0..k2-1 do
|
516
|
+
|
517
|
+
if w2[j] != nil then
|
518
|
+
|
519
|
+
c2[j],ac2[j],bc2[j] = cou(w2[j])
|
520
|
+
|
521
|
+
end
|
522
|
+
|
523
|
+
end
|
524
|
+
|
525
|
+
|
526
|
+
|
527
|
+
########################
|
528
|
+
|
529
|
+
|
530
|
+
|
531
|
+
#tf a
|
532
|
+
|
533
|
+
tf1=[]
|
534
|
+
|
535
|
+
for j in 0..k1-1 do
|
536
|
+
|
537
|
+
if c1[j] != nil then
|
538
|
+
|
539
|
+
tf1[j] = tf_(c1[j],ac1[j])
|
540
|
+
|
541
|
+
end
|
542
|
+
|
543
|
+
end
|
544
|
+
|
545
|
+
|
546
|
+
|
547
|
+
|
548
|
+
|
549
|
+
#tf b
|
550
|
+
|
551
|
+
tf2=[]
|
552
|
+
|
553
|
+
for j in 0..k2-1 do
|
554
|
+
|
555
|
+
if c2[j] != nil then
|
556
|
+
|
557
|
+
tf2[j] = tf_(c2[j],ac2[j])
|
558
|
+
|
559
|
+
end
|
560
|
+
|
561
|
+
end
|
562
|
+
|
563
|
+
|
564
|
+
|
565
|
+
###############################
|
566
|
+
|
567
|
+
|
568
|
+
|
569
|
+
#df a
|
570
|
+
|
571
|
+
key1=[]
|
572
|
+
|
573
|
+
df1 =[]
|
574
|
+
|
575
|
+
|
576
|
+
|
577
|
+
for j in 0..k1-1 do
|
578
|
+
|
579
|
+
if w1[j] != nil then
|
580
|
+
|
581
|
+
key1[j],df1[j] = df_(w1[j],t1) #key1:単語 df1:ある単語がでる文書の数
|
582
|
+
|
583
|
+
end
|
584
|
+
|
585
|
+
end
|
586
|
+
|
587
|
+
|
588
|
+
|
589
|
+
|
590
|
+
|
591
|
+
#df b
|
592
|
+
|
593
|
+
key2=[]
|
594
|
+
|
595
|
+
df2 =[]
|
596
|
+
|
597
|
+
for j in 0..k2-1 do
|
598
|
+
|
599
|
+
if w2[j] != nil then
|
600
|
+
|
601
|
+
key2[j],df2[j] = df_(w2[j],t2)
|
602
|
+
|
603
|
+
end
|
604
|
+
|
605
|
+
end
|
606
|
+
|
607
|
+
|
608
|
+
|
609
|
+
#################################
|
610
|
+
|
611
|
+
|
612
|
+
|
613
|
+
#idf a
|
614
|
+
|
615
|
+
idf1=[]
|
616
|
+
|
617
|
+
for j in 0..k1-1 do
|
618
|
+
|
619
|
+
if df1[j] != nil then
|
620
|
+
|
621
|
+
idf1[j] = idf_(df1[j],t1)
|
622
|
+
|
623
|
+
end
|
624
|
+
|
625
|
+
end
|
626
|
+
|
627
|
+
|
628
|
+
|
629
|
+
#idf b
|
630
|
+
|
631
|
+
idf2=[]
|
632
|
+
|
633
|
+
for j in 0..k2-1 do
|
634
|
+
|
635
|
+
if df2[j] != nil then
|
636
|
+
|
637
|
+
idf2[j] = idf_(df2[j],t2)
|
638
|
+
|
639
|
+
end
|
640
|
+
|
641
|
+
end
|
642
|
+
|
643
|
+
|
644
|
+
|
645
|
+
|
646
|
+
|
647
|
+
##########################
|
648
|
+
|
649
|
+
#tfidf a
|
650
|
+
|
651
|
+
tfidf1=[]
|
652
|
+
|
653
|
+
for j in 0..k1-1 do
|
654
|
+
|
655
|
+
if tf1[j] != nil && idf1[j] != nil then
|
656
|
+
|
657
|
+
tfidf1[j] = tfidf_(tf1[j],idf1[j])
|
658
|
+
|
659
|
+
end
|
660
|
+
|
661
|
+
end
|
662
|
+
|
663
|
+
|
664
|
+
|
665
|
+
tfidf2=[]
|
666
|
+
|
667
|
+
for j in 0..k2-1 do
|
668
|
+
|
669
|
+
if tf1[j] != nil && idf1[j] != nil then
|
670
|
+
|
671
|
+
tfidf2[j] = tfidf_(tf2[j],idf2[j])
|
672
|
+
|
673
|
+
end
|
674
|
+
|
675
|
+
end
|
676
|
+
|
677
|
+
|
678
|
+
|
679
|
+
#puts tfidf1
|
680
|
+
|
681
|
+
#puts tfidf2,key2
|
682
|
+
|
683
|
+
#######################
|
684
|
+
|
685
|
+
#カウント
|
686
|
+
|
687
|
+
|
688
|
+
|
689
|
+
l=0
|
690
|
+
|
691
|
+
cosrui=[]
|
692
|
+
|
693
|
+
a=[]
|
694
|
+
|
695
|
+
ara1=[]
|
696
|
+
|
697
|
+
ara2=[]
|
698
|
+
|
699
|
+
|
700
|
+
|
701
|
+
for j in 0..k1-1 do
|
702
|
+
|
703
|
+
for i in 0..k2-1 do
|
704
|
+
|
705
|
+
a[l],ara1[l],ara2[l] =coscount(bc1[j],bc2[i],tfidf1[j],tfidf2[i])
|
706
|
+
|
707
|
+
l+=1
|
708
|
+
|
709
|
+
end
|
710
|
+
|
711
|
+
end
|
712
|
+
|
713
|
+
|
714
|
+
|
715
|
+
#類似度
|
716
|
+
|
717
|
+
for j in 0..l-1 do
|
718
|
+
|
719
|
+
cosrui[j] = cosine_similarity(ara1[j],ara2[j])
|
720
|
+
|
721
|
+
#h.puts "類似度",cosrui[j]
|
722
|
+
|
723
|
+
end
|
724
|
+
|
725
|
+
|
726
|
+
|
727
|
+
|
728
|
+
|
729
|
+
#####################
|
730
|
+
|
731
|
+
|
732
|
+
|
733
|
+
|
734
|
+
|
735
|
+
z = 0
|
736
|
+
|
737
|
+
cos=[]
|
738
|
+
|
739
|
+
if cosrui[0]>=cosrui[1] then
|
740
|
+
|
741
|
+
cos=cosrui[0]
|
742
|
+
|
743
|
+
z = 0
|
744
|
+
|
745
|
+
else
|
746
|
+
|
747
|
+
cos=cosrui[1]
|
748
|
+
|
749
|
+
z = 0
|
750
|
+
|
751
|
+
end
|
752
|
+
|
753
|
+
|
754
|
+
|
755
|
+
for n in 2..j-1 do
|
756
|
+
|
757
|
+
if cos <= cosrui[n] then
|
758
|
+
|
759
|
+
cos=cosrui[n]
|
760
|
+
|
761
|
+
z = n
|
762
|
+
|
763
|
+
end
|
764
|
+
|
765
|
+
end
|
766
|
+
|
767
|
+
|
768
|
+
|
769
|
+
|
770
|
+
|
771
|
+
return cos
|
772
|
+
|
773
|
+
|
774
|
+
|
775
|
+
end
|
776
|
+
|
777
|
+
|
778
|
+
|
779
|
+
##########################################
|
780
|
+
|
781
|
+
|
782
|
+
|
783
|
+
#ファイル入力
|
784
|
+
|
785
|
+
def read_data_file(filename)
|
786
|
+
|
787
|
+
sentence=[]
|
788
|
+
|
789
|
+
f=File.open("#{filename}","r:UTF-8")
|
790
|
+
|
791
|
+
f.each{|data|
|
792
|
+
|
793
|
+
sentence.push(data)
|
794
|
+
|
795
|
+
}
|
796
|
+
|
797
|
+
k= sentence.length
|
798
|
+
|
799
|
+
t=[]
|
800
|
+
|
801
|
+
for j in 0..k-1 do
|
802
|
+
|
803
|
+
t[j]=NKF.nkf("-Xw",sentence[j])
|
804
|
+
|
805
|
+
end
|
806
|
+
|
807
|
+
t.uniq!
|
808
|
+
|
809
|
+
return t,k
|
810
|
+
|
811
|
+
end
|
812
|
+
|
813
|
+
|
814
|
+
|
815
|
+
|
816
|
+
|
817
|
+
#ファイル数
|
818
|
+
|
819
|
+
puts "ファイルb"
|
820
|
+
|
821
|
+
fb=gets.to_i #
|
822
|
+
|
823
|
+
|
824
|
+
|
825
|
+
puts "ファイルa"
|
826
|
+
|
827
|
+
fa=gets.to_i #
|
828
|
+
|
829
|
+
|
830
|
+
|
831
|
+
|
832
|
+
|
833
|
+
si=[]
|
834
|
+
|
835
|
+
|
836
|
+
|
837
|
+
for n in 1..fb do
|
838
|
+
|
839
|
+
si[n]="/usr/home/hakamata/ru/tweet_html/si#{n}.txt"
|
840
|
+
|
841
|
+
end
|
842
|
+
|
843
|
+
|
844
|
+
|
845
|
+
|
846
|
+
|
847
|
+
chan=[]
|
848
|
+
|
849
|
+
for n in 1..fa do
|
850
|
+
|
851
|
+
chan[n]="/usr/home/hakamata/ru/tweet_html/r#{n}.txt"
|
852
|
+
|
853
|
+
end
|
854
|
+
|
855
|
+
|
856
|
+
|
857
|
+
|
858
|
+
|
859
|
+
##############
|
860
|
+
|
861
|
+
|
862
|
+
|
863
|
+
a=[]
|
864
|
+
|
865
|
+
b=[]
|
866
|
+
|
867
|
+
i=1
|
868
|
+
|
869
|
+
data=[]
|
870
|
+
|
871
|
+
cosr=[]
|
872
|
+
|
873
|
+
for n in 1..fb do
|
874
|
+
|
875
|
+
for m in 1..fa do
|
876
|
+
|
877
|
+
if si[n] != nil && chan[m] != nil then
|
878
|
+
|
879
|
+
d1,ke1 = read_data_file(si[n])
|
880
|
+
|
881
|
+
d2,ke2 = read_data_file(chan[m])
|
882
|
+
|
883
|
+
|
884
|
+
|
885
|
+
cosr[i]=main(d1,d2,ke1,ke2)
|
886
|
+
|
887
|
+
a[i]=n
|
888
|
+
|
889
|
+
b[i]=m
|
890
|
+
|
891
|
+
i+=1
|
892
|
+
|
893
|
+
end
|
894
|
+
|
895
|
+
end
|
896
|
+
|
897
|
+
end
|
898
|
+
|
899
|
+
|
900
|
+
|
901
|
+
h=File.open("w.txt","w:UTF-8")
|
902
|
+
|
903
|
+
|
904
|
+
|
905
|
+
|
906
|
+
|
907
|
+
for n in 1..i-1 do
|
908
|
+
|
909
|
+
h.puts "類似度",cosr[n]
|
910
|
+
|
911
|
+
h.puts a[n],b[n],"\n"
|
912
|
+
|
913
|
+
end
|
914
|
+
|
915
|
+
|
916
|
+
|
917
|
+
|
918
|
+
|
919
|
+
```
|
1
test
CHANGED
File without changes
|
test
CHANGED
@@ -6,23 +6,31 @@
|
|
6
6
|
|
7
7
|
計算の途中経過として
|
8
8
|
|
9
|
+
|
10
|
+
|
9
11
|
①
|
10
12
|
|
11
|
-
0.045
|
12
13
|
|
13
|
-
0.045
|
14
14
|
|
15
|
+
0.045,
|
16
|
+
|
17
|
+
0.045,
|
18
|
+
|
15
|
-
0.111
|
19
|
+
0.111,
|
16
20
|
|
17
21
|
...
|
18
22
|
|
23
|
+
|
24
|
+
|
19
25
|
Ⅰ
|
20
26
|
|
21
|
-
5.575
|
22
27
|
|
23
|
-
3.01
|
24
28
|
|
29
|
+
5.575,
|
30
|
+
|
31
|
+
3.01,
|
32
|
+
|
25
|
-
3.625
|
33
|
+
3.625,
|
26
34
|
|
27
35
|
...
|
28
36
|
|