#-*- coding:utf-8 -*-
"""

@author: M.Lee
@file: Statistics_Ques_Detail.py
@time: 2018/2/20-2018/4/21(final version)
"""

import nltk
from nltk.corpus import webtext as web
from nltk import *
from nltk.tokenize import RegexpTokenizer 
from nltk.corpus import stopwords
from nltk.tag import UnigramTagger
from nltk.metrics import *
import string
'''import replacer
from replacer import RegexpReplacer
from replacer import RepeatReplacer'''
import linecache
import matplotlib.pyplot as plt


'''
Train Tagger
'''
from nltk.tag import DefaultTagger
from nltk.tag import UnigramTagger
from nltk.tag import BigramTagger
from nltk.corpus import treebank
train=treebank.tagged_sents()[:10000]
t0=DefaultTagger('NN')
t1=UnigramTagger(train,backoff=t0)
t2=BigramTagger(train,backoff=t1)


'''
Initialize
'''
my_corp=web.sents(fileids='overheard.txt')
sent_count=0
ques_count=0
All_count=0
NN_count=0
NNS_count=0
NNP_count=0
VB_count=0
VBN_count=0
VBG_count=0
VBD_count=0
VBZ_count=0
#rep=RegexpReplacer()
i=1
plt.axis([0, 15200, 0, 0.05])
plt.ion()
'''
Main
'''
for eve_sent in my_corp:
	if my_corp[sent_count][-1]=='?':
		ques_count=ques_count+1
		#print(my_corp[sent_count])
		#init in cur
		wordcount=0
		flag1=0
		#end init
		#pre Operate
		for word in my_corp[sent_count]:
			if my_corp[sent_count][wordcount]==':':
				flag1=1
				break
			wordcount=wordcount+1
		if flag1==1:
			#print(my_corp[sent_count][wordcount+1:-1])
			curr_sent=my_corp[sent_count][wordcount+1:-1]
		else:
			#print(my_corp[sent_count])
			curr_sent=my_corp[sent_count]
		#curr_sent=rep.replace(curr_sent)
		#end pre Operate
		tag_curr_sent=t2.tag(curr_sent)
		#print(tag_curr_sent)
		for words_tup in tag_curr_sent:
			if words_tup[1]!=(',' or '?' or '!' or '.'):
				All_count=All_count+1
			#if words_tup[1]=='NN':
			#	NN_count=NN_count+1
			if words_tup[1]=='NNP':
				NNP_count=NNP_count+1
			if words_tup[1]=='NNS':
				NNS_count=NNS_count+1	
			#if words_tup[1]=='VB':
			#	VB_count=VB_count+1
			if words_tup[1]=='VBN':
				VBN_count=VBN_count+1
			if words_tup[1]=='VBG':
				VBG_count=VBG_count+1
			if words_tup[1]=='VBD':
				VBD_count=VBD_count+1
			if words_tup[1]=='VBZ':
				VBZ_count=VBZ_count+1
	if sent_count==50*i:
		i=i+1
		
		print("--------------------------------\nIt is the ",50*i," 's line\n-----------------------------")
		#print("NN:",NN_count/All_count)
		print("NNP:",NNP_count/All_count)
		print("NNS:",NNS_count/All_count)
		#print("VB:",VB_count/All_count)
		print("VBN:",VBN_count/All_count)
		print("VBG:",VBG_count/All_count)
		print("VBD:",VBD_count/All_count)
		print("VBZ:",VBZ_count/All_count)
		
		#type1=plt.scatter(sent_count,NN_count/All_count,s=1,edgecolors='none',c='red')
		type2=plt.scatter(sent_count,NNP_count/All_count,s=1,edgecolors='none',c='blue')
		type3=plt.scatter(sent_count,NNS_count/All_count,s=1,edgecolors='none',c='yellow')
		#type4=plt.scatter(sent_count,VB_count/All_count,s=1,edgecolors='none',c='black')
		type6=plt.scatter(sent_count,VBN_count/All_count,s=1,edgecolors='none',c='purple')
		type7=plt.scatter(sent_count,VBG_count/All_count,s=1,edgecolors='none',c='green')
		type8=plt.scatter(sent_count,VBD_count/All_count,s=1,edgecolors='none',c='red')
		type9=plt.scatter(sent_count,VBZ_count/All_count,s=1,edgecolors='none',c='#00008B')
		plt.pause(0.001)
		plt.legend((type2, type3,type6,type7,type8,type9), ( u'NNP', u'NNS',u'VBN',u'VBG',u'VGD',u'VGZ'),loc='upper right')
		
	sent_count=sent_count+1
	if sent_count>15000:
		break

'''
Python 3.5.1 (v3.5.1:37a07cee5969, Dec  6 2015, 01:38:48) [MSC v.1900 32 bit (Intel)] on win32
Type "copyright", "credits" or "license()" for more information.
>>> 
 RESTART: D:\CollegeActivities\MainSubjects\自然科学类\2017大创1--NLP\Final-Result\1.Context\Statistics_Ques_Detail.py 
--------------------------------
It is the  100  's line
-----------------------------
NNP: 0.0
NNS: 0.010869565217391304
VBN: 0.0
VBG: 0.010869565217391304
VBD: 0.010869565217391304
VBZ: 0.03260869565217391

Warning (from warnings module):
  File "D:\python\lib\site-packages\matplotlib\backend_bases.py", line 2453
    warnings.warn(str, mplDeprecation)
MatplotlibDeprecationWarning: Using default event loop until function specific to this GUI is implemented
--------------------------------
It is the  150  's line
-----------------------------
NNP: 0.0
NNS: 0.01680672268907563
VBN: 0.0
VBG: 0.012605042016806723
VBD: 0.008403361344537815
VBZ: 0.025210084033613446
--------------------------------
It is the  200  's line
-----------------------------
NNP: 0.0
NNS: 0.01818181818181818
VBN: 0.0
VBG: 0.01090909090909091
VBD: 0.01818181818181818
VBZ: 0.025454545454545455
--------------------------------
It is the  250  's line
-----------------------------
NNP: 0.0
NNS: 0.014925373134328358
VBN: 0.0
VBG: 0.011940298507462687
VBD: 0.01791044776119403
VBZ: 0.023880597014925373
--------------------------------
It is the  300  's line
-----------------------------
NNP: 0.002688172043010753
NNS: 0.013440860215053764
VBN: 0.0
VBG: 0.010752688172043012
VBD: 0.021505376344086023
VBZ: 0.024193548387096774
--------------------------------
It is the  350  's line
-----------------------------
NNP: 0.0071090047393364926
NNS: 0.016587677725118485
VBN: 0.002369668246445498
VBG: 0.011848341232227487
VBD: 0.02132701421800948
VBZ: 0.023696682464454975
--------------------------------
It is the  400  's line
-----------------------------
NNP: 0.006507592190889371
NNS: 0.019522776572668113
VBN: 0.0021691973969631237
VBG: 0.010845986984815618
VBD: 0.019522776572668113
VBZ: 0.021691973969631236
--------------------------------
It is the  450  's line
-----------------------------
NNP: 0.0057692307692307696
NNS: 0.01730769230769231
VBN: 0.0019230769230769232
VBG: 0.009615384615384616
VBD: 0.019230769230769232
VBZ: 0.025
--------------------------------
It is the  500  's line
-----------------------------
NNP: 0.01340033500837521
NNS: 0.01507537688442211
VBN: 0.0016750418760469012
VBG: 0.010050251256281407
VBD: 0.020100502512562814
VBZ: 0.023450586264656615
--------------------------------
It is the  550  's line
-----------------------------
NNP: 0.01832460732984293
NNS: 0.013089005235602094
VBN: 0.0013089005235602095
VBG: 0.009162303664921465
VBD: 0.01963350785340314
VBZ: 0.02617801047120419
--------------------------------
It is the  600  's line
-----------------------------
NNP: 0.01726263871763255
NNS: 0.016029593094944512
VBN: 0.0012330456226880395
VBG: 0.009864364981504316
VBD: 0.018495684340320593
VBZ: 0.025893958076448828
--------------------------------
It is the  650  's line
-----------------------------
NNP: 0.0170261066969353
NNS: 0.015891032917139614
VBN: 0.0011350737797956867
VBG: 0.01021566401816118
VBD: 0.019296254256526674
VBZ: 0.02383654937570942
--------------------------------
It is the  700  's line
-----------------------------
NNP: 0.017653167185877467
NNS: 0.01557632398753894
VBN: 0.004153686396677051
VBG: 0.01142263759086189
VBD: 0.017653167185877467
VBZ: 0.023883696780893044
--------------------------------
It is the  750  's line
-----------------------------
NNP: 0.01623686723973257
NNS: 0.015281757402101241
VBN: 0.0038204393505253103
VBG: 0.011461318051575931
VBD: 0.019102196752626553
VBZ: 0.02387774594078319
--------------------------------
It is the  800  's line
-----------------------------
NNP: 0.016183986371379896
NNS: 0.017035775127768313
VBN: 0.0034071550255536627
VBG: 0.01192504258943782
VBD: 0.018739352640545145
VBZ: 0.02129471890971039
--------------------------------
It is the  850  's line
-----------------------------
NNP: 0.015899581589958158
NNS: 0.016736401673640166
VBN: 0.0033472803347280333
VBG: 0.011715481171548118
VBD: 0.018410041841004185
VBZ: 0.02092050209205021
--------------------------------
It is the  900  's line
-----------------------------
NNP: 0.016483516483516484
NNS: 0.02040816326530612
VBN: 0.0031397174254317113
VBG: 0.011773940345368918
VBD: 0.01805337519623234
VBZ: 0.02119309262166405
--------------------------------
It is the  950  's line
-----------------------------
NNP: 0.018018018018018018
NNS: 0.02252252252252252
VBN: 0.003003003003003003
VBG: 0.01126126126126126
VBD: 0.018018018018018018
VBZ: 0.021021021021021023
--------------------------------
It is the  1000  's line
-----------------------------
NNP: 0.01858470335954253
NNS: 0.021443888491779844
VBN: 0.0035739814152966403
VBG: 0.01143674052894925
VBD: 0.01929949964260186
VBZ: 0.020014295925661188
--------------------------------
It is the  1050  's line
-----------------------------
NNP: 0.01917989417989418
NNS: 0.021825396825396824
VBN: 0.003968253968253968
VBG: 0.011243386243386243
VBD: 0.017857142857142856
VBZ: 0.021164021164021163
--------------------------------
It is the  1100  's line
-----------------------------
NNP: 0.018315018315018316
NNS: 0.020757020757020756
VBN: 0.003663003663003663
VBG: 0.01098901098901099
VBD: 0.017704517704517704
VBZ: 0.019536019536019536
--------------------------------
It is the  1150  's line
-----------------------------
NNP: 0.018028846153846152
NNS: 0.020432692307692308
VBN: 0.003605769230769231
VBG: 0.01141826923076923
VBD: 0.018028846153846152
VBZ: 0.019230769230769232
--------------------------------
It is the  1200  's line
-----------------------------
NNP: 0.019506597819850834
NNS: 0.019506597819850834
VBN: 0.0034423407917383822
VBG: 0.011474469305794608
VBD: 0.01778542742398164
VBZ: 0.019506597819850834
--------------------------------
It is the  1250  's line
-----------------------------
NNP: 0.02021276595744681
NNS: 0.02021276595744681
VBN: 0.00425531914893617
VBG: 0.011702127659574468
VBD: 0.01648936170212766
VBZ: 0.018617021276595744
--------------------------------
It is the  1300  's line
-----------------------------
NNP: 0.019397651863195507
NNS: 0.019397651863195507
VBN: 0.00408371618172537
VBG: 0.012761613067891782
VBD: 0.016845329249617153
VBZ: 0.017866258295048495
--------------------------------
It is the  1350  's line
-----------------------------
NNP: 0.02014098690835851
NNS: 0.019133937562940583
VBN: 0.004028197381671702
VBG: 0.012588116817724069
VBD: 0.017119838872104734
VBZ: 0.017623363544813697
--------------------------------
It is the  1400  's line
-----------------------------
NNP: 0.020124580737901295
NNS: 0.01820795400095831
VBN: 0.003833253473885961
VBG: 0.012937230474365118
VBD: 0.018687110685194058
VBZ: 0.01772879731672257
--------------------------------
It is the  1450  's line
-----------------------------
NNP: 0.02010968921389397
NNS: 0.018738574040219377
VBN: 0.003656307129798903
VBG: 0.013254113345521023
VBD: 0.018281535648994516
VBZ: 0.01736745886654479
--------------------------------
It is the  1500  's line
-----------------------------
NNP: 0.02030008826125331
NNS: 0.018093556928508385
VBN: 0.00353045013239188
VBG: 0.013680494263018535
VBD: 0.019417475728155338
VBZ: 0.0176522506619594
--------------------------------
It is the  1550  's line
-----------------------------
NNP: 0.02079722703639515
NNS: 0.018197573656845753
VBN: 0.0034662045060658577
VBG: 0.01386481802426343
VBD: 0.01949740034662045
VBZ: 0.01776429809358752
--------------------------------
It is the  1600  's line
-----------------------------
NNP: 0.020219039595619208
NNS: 0.017691659646166806
VBN: 0.003369839932603201
VBG: 0.013900589721988205
VBD: 0.019376579612468407
VBZ: 0.017691659646166806
--------------------------------
It is the  1650  's line
-----------------------------
NNP: 0.019834710743801654
NNS: 0.017768595041322315
VBN: 0.00371900826446281
VBG: 0.013636363636363636
VBD: 0.019421487603305785
VBZ: 0.01818181818181818
--------------------------------
It is the  1700  's line
-----------------------------
NNP: 0.020247469066366704
NNS: 0.01799775028121485
VBN: 0.0037495313085864268
VBG: 0.013498312710911136
VBD: 0.018747656542932135
VBZ: 0.018747656542932135
--------------------------------
It is the  1750  's line
-----------------------------
NNP: 0.020124405415294547
NNS: 0.01756311745334797
VBN: 0.003658982802780827
VBG: 0.01353823637028906
VBD: 0.018294914013904134
VBZ: 0.0190267105744603
--------------------------------
It is the  1800  's line
-----------------------------
NNP: 0.019400352733686066
NNS: 0.01728395061728395
VBN: 0.004232804232804233
VBG: 0.013403880070546737
VBD: 0.019400352733686066
VBZ: 0.01869488536155203
--------------------------------
It is the  1850  's line
-----------------------------
NNP: 0.019337016574585635
NNS: 0.01761049723756906
VBN: 0.004488950276243094
VBG: 0.013121546961325966
VBD: 0.019337016574585635
VBZ: 0.018646408839779006
--------------------------------
It is the  1900  's line
-----------------------------
NNP: 0.019471947194719473
NNS: 0.016831683168316833
VBN: 0.0046204620462046205
VBG: 0.01287128712871287
VBD: 0.01914191419141914
VBZ: 0.018151815181518153
--------------------------------
It is the  1950  's line
-----------------------------
NNP: 0.019426751592356687
NNS: 0.01751592356687898
VBN: 0.004777070063694267
VBG: 0.012738853503184714
VBD: 0.019745222929936305
VBZ: 0.01751592356687898
--------------------------------
It is the  2000  's line
-----------------------------
NNP: 0.019943907759426612
NNS: 0.017450919289498285
VBN: 0.004674353381115612
VBG: 0.012464942349641633
VBD: 0.019632284200685572
VBZ: 0.017762542848239325
--------------------------------
It is the  2050  's line
-----------------------------
NNP: 0.019714892326357293
NNS: 0.017591750075826508
VBN: 0.004549590536851683
VBG: 0.0124355474673946
VBD: 0.01910828025477707
VBZ: 0.01789505611161662
--------------------------------
It is the  2100  's line
-----------------------------
NNP: 0.019287833827893175
NNS: 0.017210682492581602
VBN: 0.004451038575667656
VBG: 0.012166172106824925
VBD: 0.018991097922848664
VBZ: 0.018397626112759646
--------------------------------
It is the  2150  's line
-----------------------------
NNP: 0.019169329073482427
NNS: 0.017426662794074933
VBN: 0.004647110078419983
VBG: 0.012198663955852455
VBD: 0.019169329073482427
VBZ: 0.018007551553877434
--------------------------------
It is the  2200  's line
-----------------------------
NNP: 0.019400855920114122
NNS: 0.017403708987161197
VBN: 0.00456490727532097
VBG: 0.011982881597717546
VBD: 0.018830242510699
VBZ: 0.017974322396576318
--------------------------------
It is the  2250  's line
-----------------------------
NNP: 0.01893622946254525
NNS: 0.017543859649122806
VBN: 0.004734057365636313
VBG: 0.011695906432748537
VBD: 0.018657755499860762
VBZ: 0.017543859649122806
--------------------------------
It is the  2300  's line
-----------------------------
NNP: 0.018970189701897018
NNS: 0.01707317073170732
VBN: 0.004878048780487805
VBG: 0.011924119241192412
VBD: 0.018970189701897018
VBZ: 0.017615176151761516
--------------------------------
It is the  2350  's line
-----------------------------
NNP: 0.018494055482166448
NNS: 0.017173051519154558
VBN: 0.0047556142668428005
VBG: 0.01215323645970938
VBD: 0.018758256274768823
VBZ: 0.017437252311756937
--------------------------------
It is the  2400  's line
-----------------------------
NNP: 0.018336776859504134
NNS: 0.017045454545454544
VBN: 0.0046487603305785125
VBG: 0.012396694214876033
VBD: 0.01962809917355372
VBZ: 0.017045454545454544
--------------------------------
It is the  2450  's line
-----------------------------
NNP: 0.018163471241170535
NNS: 0.017658930373360242
VBN: 0.00479313824419778
VBG: 0.012865792129162463
VBD: 0.019424823410696266
VBZ: 0.016902119071644805
--------------------------------
It is the  2500  's line
-----------------------------
NNP: 0.017813567593948268
NNS: 0.017325524646168863
VBN: 0.005124450951683748
VBG: 0.012933138116154222
VBD: 0.019277696437286482
VBZ: 0.01683748169838946
--------------------------------
It is the  2550  's line
-----------------------------
NNP: 0.01788235294117647
NNS: 0.016941176470588234
VBN: 0.004941176470588235
VBG: 0.012470588235294117
VBD: 0.019058823529411763
VBZ: 0.01647058823529412
--------------------------------
It is the  2600  's line
-----------------------------
NNP: 0.01781582600647848
NNS: 0.016658954187875982
VBN: 0.005321610365571495
VBG: 0.012956964368347987
VBD: 0.018741323461360482
VBZ: 0.016427579824155485
--------------------------------
It is the  2650  's line
-----------------------------
NNP: 0.017603249830737983
NNS: 0.016700519070187318
VBN: 0.005416384563303994
VBG: 0.013089596027984653
VBD: 0.019183028661701646
VBZ: 0.016249153689911984
--------------------------------
It is the  2700  's line
-----------------------------
NNP: 0.017485613103142984
NNS: 0.017264276228419653
VBN: 0.005312084993359893
VBG: 0.013058875608676405
VBD: 0.019034971226206288
VBZ: 0.01615759185480301
--------------------------------
It is the  2750  's line
-----------------------------
NNP: 0.01707738867271941
NNS: 0.016861219195849545
VBN: 0.005188067444876783
VBG: 0.01297016861219196
VBD: 0.019022913964548204
VBZ: 0.015780371811500216
--------------------------------
It is the  2800  's line
-----------------------------
NNP: 0.017079419299743808
NNS: 0.016652433817250213
VBN: 0.005123825789923143
VBG: 0.012809564474807857
VBD: 0.019000853970964987
VBZ: 0.015798462852263023
--------------------------------
It is the  2850  's line
-----------------------------
NNP: 0.01689545934530095
NNS: 0.01689545934530095
VBN: 0.005279831045406547
VBG: 0.012671594508975714
VBD: 0.01900739176346357
VBZ: 0.01562829989440338
--------------------------------
It is the  2900  's line
-----------------------------
NNP: 0.016587186398507155
NNS: 0.016794526228488493
VBN: 0.005390835579514825
VBG: 0.012647729628861704
VBD: 0.018867924528301886
VBZ: 0.015757827078581796
--------------------------------
It is the  2950  's line
-----------------------------
NNP: 0.016724454415663878
NNS: 0.017132367937997144
VBN: 0.005506832551499082
VBG: 0.012441362431164593
VBD: 0.018967978788496837
VBZ: 0.01611258413216398
--------------------------------
It is the  3000  's line
-----------------------------
NNP: 0.01642957323181727
NNS: 0.017231015828491285
VBN: 0.0054097375275495895
VBG: 0.012422360248447204
VBD: 0.019234622320176316
VBZ: 0.01582849128431176
--------------------------------
It is the  3050  's line
-----------------------------
NNP: 0.01619913077834848
NNS: 0.017186882655077045
VBN: 0.005333860134334255
VBG: 0.012248123271434215
VBD: 0.018964836033188465
VBZ: 0.015804030027657054
--------------------------------
It is the  3100  's line
-----------------------------
NNP: 0.01673477330219887
NNS: 0.016929363689433742
VBN: 0.005643121229811247
VBG: 0.012064604008561977
VBD: 0.018875267561782448
VBZ: 0.01576182136602452
--------------------------------
It is the  3150  's line
-----------------------------
NNP: 0.01719526175009553
NNS: 0.01700420328620558
VBN: 0.00573175391669851
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It is the  3200  's line
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It is the  3250  's line
-----------------------------
NNP: 0.017781070568623818
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It is the  3300  's line
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NNP: 0.01772013153087322
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It is the  3350  's line
-----------------------------
NNP: 0.017531176576902223
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It is the  3400  's line
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It is the  3450  's line
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NNP: 0.017458100558659217
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It is the  3500  's line
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It is the  3550  's line
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It is the  3600  's line
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It is the  3650  's line
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It is the  3700  's line
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It is the  3750  's line
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It is the  3800  's line
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It is the  3850  's line
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It is the  3900  's line
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It is the  3950  's line
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It is the  4000  's line
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It is the  4050  's line
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It is the  4100  's line
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It is the  4150  's line
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It is the  4200  's line
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It is the  4250  's line
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It is the  4300  's line
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It is the  4350  's line
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It is the  4400  's line
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It is the  4450  's line
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It is the  4500  's line
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It is the  4550  's line
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It is the  4600  's line
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It is the  4650  's line
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It is the  4700  's line
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It is the  4750  's line
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It is the  4800  's line
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It is the  4850  's line
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It is the  4900  's line
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It is the  4950  's line
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It is the  5000  's line
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It is the  5050  's line
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It is the  5100  's line
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It is the  5150  's line
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It is the  5200  's line
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It is the  5250  's line
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It is the  5300  's line
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It is the  5350  's line
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It is the  5400  's line
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It is the  5450  's line
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It is the  5500  's line
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It is the  5550  's line
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It is the  5600  's line
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It is the  5650  's line
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It is the  5700  's line
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It is the  5750  's line
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It is the  5800  's line
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It is the  5850  's line
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It is the  5900  's line
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It is the  5950  's line
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It is the  6000  's line
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It is the  6050  's line
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It is the  6100  's line
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It is the  6150  's line
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It is the  6200  's line
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It is the  6250  's line
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It is the  6300  's line
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It is the  6350  's line
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It is the  6400  's line
-----------------------------
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It is the  6450  's line
-----------------------------
NNP: 0.018114259173246633
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It is the  6500  's line
-----------------------------
NNP: 0.01811292856482765
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It is the  6550  's line
-----------------------------
NNP: 0.018032036613272313
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VBZ: 0.01620137299771167
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It is the  6600  's line
-----------------------------
NNP: 0.01789444999545826
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It is the  6650  's line
-----------------------------
NNP: 0.017877998382894618
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It is the  6700  's line
-----------------------------
NNP: 0.017779358165170237
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It is the  6750  's line
-----------------------------
NNP: 0.017691287041132243
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It is the  6800  's line
-----------------------------
NNP: 0.017811704834605598
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It is the  6850  's line
-----------------------------
NNP: 0.018258913118726204
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It is the  6900  's line
-----------------------------
NNP: 0.01867077766358342
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It is the  6950  's line
-----------------------------
NNP: 0.018717709833149826
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It is the  7000  's line
-----------------------------
NNP: 0.01871433366901645
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It is the  7050  's line
-----------------------------
NNP: 0.018574046310178245
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VBZ: 0.01699150424787606
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It is the  7100  's line
-----------------------------
NNP: 0.01847249834327369
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VBN: 0.00621272365805169
VBG: 0.010851557322730285
VBD: 0.021040424121935058
VBZ: 0.017064280980781974
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It is the  7150  's line
-----------------------------
NNP: 0.01835542019919335
NNS: 0.013416742118692896
VBN: 0.006173347600625566
VBG: 0.010865091777100997
VBD: 0.020989381842126925
VBZ: 0.017285373281751584
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It is the  7200  's line
-----------------------------
NNP: 0.018404907975460124
NNS: 0.013333333333333334
VBN: 0.006134969325153374
VBG: 0.01096114519427403
VBD: 0.020858895705521473
VBZ: 0.01734151329243354
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It is the  7250  's line
-----------------------------
NNP: 0.018468578900057205
NNS: 0.013320258233227099
VBN: 0.006128953174797744
VBG: 0.01095039633897197
VBD: 0.02083844079431233
VBZ: 0.017324507640761624
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It is the  7300  's line
-----------------------------
NNP: 0.018391927083333332
NNS: 0.013264973958333334
VBN: 0.006103515625
VBG: 0.010904947916666666
VBD: 0.020833333333333332
VBZ: 0.017415364583333332
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It is the  7350  's line
-----------------------------
NNP: 0.018545513443472626
NNS: 0.01336248785228377
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VBG: 0.010851959831551669
VBD: 0.020813087139617752
VBZ: 0.017411726595400065
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It is the  7400  's line
-----------------------------
NNP: 0.018563357546408393
NNS: 0.013317191283292978
VBN: 0.0062146892655367235
VBG: 0.010815173527037933
VBD: 0.020823244552058112
VBZ: 0.01735270379338176
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It is the  7450  's line
-----------------------------
NNP: 0.01862705740666399
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VBG: 0.010919309514251305
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VBZ: 0.017342432757928544
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It is the  7500  's line
-----------------------------
NNP: 0.018518518518518517
NNS: 0.013193450961691305
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VBG: 0.010888570974407884
VBD: 0.02074391988555079
VBZ: 0.017485296455253537
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It is the  7550  's line
-----------------------------
NNP: 0.0185302002838669
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VBG: 0.010881564422015455
VBD: 0.020738053934710614
VBZ: 0.01742627345844504
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It is the  7600  's line
-----------------------------
NNP: 0.01831359102244389
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VBG: 0.011066084788029925
VBD: 0.020807356608478805
VBZ: 0.01753428927680798
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It is the  7650  's line
-----------------------------
NNP: 0.018328673501087293
NNS: 0.013280521901211557
VBN: 0.0060577819198508855
VBG: 0.011105933519726623
VBD: 0.020891581236408822
VBZ: 0.017474370922646785
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It is the  7700  's line
-----------------------------
NNP: 0.018260266584482626
NNS: 0.013329224131289005
VBN: 0.006009707989829725
VBG: 0.011017797981354495
VBD: 0.020802835349410586
VBZ: 0.017566838739502273
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It is the  7750  's line
-----------------------------
NNP: 0.01839503334099793
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VBN: 0.005978385835824327
VBG: 0.010960374032344601
VBD: 0.02077105848087683
VBZ: 0.01755192764620219
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It is the  7800  's line
-----------------------------
NNP: 0.0183094293561184
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VBN: 0.00595056454073848
VBG: 0.010909368324687214
VBD: 0.020674397314617027
VBZ: 0.017546536466280134
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It is the  7850  's line
-----------------------------
NNP: 0.018363939899833055
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VBN: 0.005994839884656245
VBG: 0.010927303080892396
VBD: 0.020716345424191835
VBZ: 0.01768098345727728
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It is the  7900  's line
-----------------------------
NNP: 0.01834448537703932
NNS: 0.01330727013006541
VBN: 0.005939403052402075
VBG: 0.010976618299375986
VBD: 0.020675137207728744
VBZ: 0.0176678445229682
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It is the  7950  's line
-----------------------------
NNP: 0.018572387558737972
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VBN: 0.005892444245543373
VBG: 0.010964421570821213
VBD: 0.020586260908480643
VBZ: 0.017901096442157084
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It is the  8000  's line
-----------------------------
NNP: 0.018497882772453754
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VBN: 0.005868806180818661
VBG: 0.0109204368174727
VBD: 0.020652254661615035
VBZ: 0.017829284599955426
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It is the  8050  's line
-----------------------------
NNP: 0.018508959516259863
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VBN: 0.005973010839908561
VBG: 0.010839908561315538
VBD: 0.020647444878696262
VBZ: 0.01777155077059214
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It is the  8100  's line
-----------------------------
NNP: 0.018462670099301214
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VBN: 0.005958072820890033
VBG: 0.010812798823096726
VBD: 0.020595807282089002
VBZ: 0.0178742184626701
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It is the  8150  's line
-----------------------------
NNP: 0.018676588604362734
NNS: 0.013277887210914132
VBN: 0.005909389363099146
VBG: 0.010797402786897206
VBD: 0.02042751878602174
VBZ: 0.017801123513533232
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It is the  8200  's line
-----------------------------
NNP: 0.018603299178838746
NNS: 0.013225783009955671
VBN: 0.006031538405639125
VBG: 0.010755032337766151
VBD: 0.02042002761427222
VBZ: 0.01780393866724802
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It is the  8250  's line
-----------------------------
NNP: 0.018510484454085322
NNS: 0.013159797541576283
VBN: 0.006001446131597975
VBG: 0.010773680404916847
VBD: 0.020607375271149676
VBZ: 0.017715112075198842
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It is the  8300  's line
-----------------------------
NNP: 0.018758085381630013
NNS: 0.013080350725887596
VBN: 0.005965214891476211
VBG: 0.010708638781083801
VBD: 0.020482966796032773
VBZ: 0.017823774615495183
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It is the  8350  's line
-----------------------------
NNP: 0.018838304552590265
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VBN: 0.005922648779791637
VBG: 0.010632224917939203
VBD: 0.02047952047952048
VBZ: 0.01783930355358927
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It is the  8400  's line
-----------------------------
NNP: 0.01886255249483949
NNS: 0.012954658694569009
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VBG: 0.010605737063136167
VBD: 0.02042850024912805
VBZ: 0.018008399174318457
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It is the  8450  's line
-----------------------------
NNP: 0.019089884474499857
NNS: 0.01282051282051282
VBN: 0.005917159763313609
VBG: 0.010777683854606932
VBD: 0.02028740490278952
VBZ: 0.017962806424344887
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It is the  8500  's line
-----------------------------
NNP: 0.01901565995525727
NNS: 0.012723713646532438
VBN: 0.006012304250559284
VBG: 0.010766219239373601
VBD: 0.02041387024608501
VBZ: 0.017897091722595078
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It is the  8550  's line
-----------------------------
NNP: 0.019097222222222224
NNS: 0.012708333333333334
VBN: 0.0060416666666666665
VBG: 0.010763888888888889
VBD: 0.020555555555555556
VBZ: 0.017847222222222223
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It is the  8600  's line
-----------------------------
NNP: 0.01900172117039587
NNS: 0.012805507745266781
VBN: 0.0060585197934595525
VBG: 0.011015490533562823
VBD: 0.020516351118760757
VBZ: 0.017900172117039585
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It is the  8650  's line
-----------------------------
NNP: 0.018835733296935782
NNS: 0.012830137173275098
VBN: 0.006073841534156828
VBG: 0.010987511089879205
VBD: 0.020610113969835527
VBZ: 0.01781205213949362
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It is the  8700  's line
-----------------------------
NNP: 0.01881811412712381
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VBN: 0.006024504163000067
VBG: 0.011033642455831584
VBD: 0.020645772693427197
VBZ: 0.01773505719894402
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It is the  8750  's line
-----------------------------
NNP: 0.01871927816308666
NNS: 0.012861086795501986
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VBG: 0.011043027405561914
VBD: 0.02053733755302673
VBZ: 0.017843916234596996
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It is the  8800  's line
-----------------------------
NNP: 0.018856569709127382
NNS: 0.012905382815112002
VBN: 0.006084921430959545
VBG: 0.011099966566365764
VBD: 0.02039451688398529
VBZ: 0.017987295218990305
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It is the  8850  's line
-----------------------------
NNP: 0.01889177143617375
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VBG: 0.011108893767045833
VBD: 0.02042173884121599
VBZ: 0.018027007250715092
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It is the  8900  's line
-----------------------------
NNP: 0.018945416004239532
NNS: 0.013116057233704292
VBN: 0.006094329623741388
VBG: 0.011128775834658187
VBD: 0.02033651298357181
VBZ: 0.018018018018018018
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It is the  8950  's line
-----------------------------
NNP: 0.019367588932806323
NNS: 0.013043478260869565
VBN: 0.006060606060606061
VBG: 0.011067193675889328
VBD: 0.020223978919631094
VBZ: 0.018115942028985508
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It is the  9000  's line
-----------------------------
NNP: 0.01923580214603507
NNS: 0.01308557969118032
VBN: 0.006019366657942947
VBG: 0.011122742737503272
VBD: 0.02015179272441769
VBZ: 0.018254383669196544
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It is the  9050  's line
-----------------------------
NNP: 0.01920072897682895
NNS: 0.013147617807862536
VBN: 0.005988023952095809
VBG: 0.01112991408487373
VBD: 0.02017703722988805
VBZ: 0.01822442072376985
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It is the  9100  's line
-----------------------------
NNP: 0.019183408943616333
NNS: 0.01322099805573558
VBN: 0.006027219701879456
VBG: 0.011082307193778354
VBD: 0.020220349967595592
VBZ: 0.018211276733635776
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It is the  9150  's line
-----------------------------
NNP: 0.019097222222222224
NNS: 0.013245884773662552
VBN: 0.005979938271604938
VBG: 0.011123971193415638
VBD: 0.020190329218106994
VBZ: 0.01819701646090535
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It is the  9200  's line
-----------------------------
NNP: 0.019095669945076
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VBN: 0.0059394558692042404
VBG: 0.011176395452803679
VBD: 0.020181376931919785
VBZ: 0.018073828075105377
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It is the  9250  's line
-----------------------------
NNP: 0.01901743264659271
NNS: 0.013185419968304279
VBN: 0.006022187004754358
VBG: 0.01115689381933439
VBD: 0.020221870047543583
VBZ: 0.017939778129952455
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It is the  9300  's line
-----------------------------
NNP: 0.019041614123581338
NNS: 0.01317780580075662
VBN: 0.00605296343001261
VBG: 0.011223203026481715
VBD: 0.02030264817150063
VBZ: 0.018032786885245903
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It is the  9350  's line
-----------------------------
NNP: 0.019069125580228326
NNS: 0.01323547860996111
VBN: 0.0060218291305984195
VBG: 0.011290929619872036
VBD: 0.020260945928992597
VBZ: 0.017940032618241123
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It is the  9400  's line
-----------------------------
NNP: 0.019042877590391437
NNS: 0.013255336361939138
VBN: 0.0059742361067894705
VBG: 0.011263924326342647
VBD: 0.020100815234302072
VBZ: 0.01792270832036841
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It is the  9450  's line
-----------------------------
NNP: 0.01907238838318162
NNS: 0.013189671187070406
VBN: 0.005944640535017648
VBG: 0.011393894358783825
VBD: 0.020063161805684564
VBZ: 0.018019691621772246
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It is the  9500  's line
-----------------------------
NNP: 0.019058779991364953
NNS: 0.013137605625115649
VBN: 0.005982853265897737
VBG: 0.01134891753531117
VBD: 0.0201690001850367
VBZ: 0.0181335964966385
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It is the  9550  's line
-----------------------------
NNP: 0.01900369003690037
NNS: 0.013099630996309963
VBN: 0.005965559655596556
VBG: 0.01131611316113161
VBD: 0.02017220172201722
VBZ: 0.01814268142681427
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It is the  9600  's line
-----------------------------
NNP: 0.019014905232165858
NNS: 0.013065080046617187
VBN: 0.0060111635895234005
VBG: 0.011408943139299516
VBD: 0.020118996503710972
VBZ: 0.01815616757651966
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It is the  9650  's line
-----------------------------
NNP: 0.019058637276989587
NNS: 0.013030505997686171
VBN: 0.006028131279303416
VBG: 0.011447360409182244
VBD: 0.020154661145953844
VBZ: 0.018145284052852706
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It is the  9700  's line
-----------------------------
NNP: 0.019044153323629305
NNS: 0.012979136341581756
VBN: 0.006004366812227074
VBG: 0.011402231926249394
VBD: 0.02019650655021834
VBZ: 0.018134400776322175
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It is the  9750  's line
-----------------------------
NNP: 0.019029783120884432
NNS: 0.0129281701202199
VBN: 0.006041200990756963
VBG: 0.01141786987253066
VBD: 0.020177611309128256
VBZ: 0.018123602972270888
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It is the  9800  's line
-----------------------------
NNP: 0.018977839168818688
NNS: 0.012972193862230497
VBN: 0.006065701759654075
VBG: 0.01153083898864933
VBD: 0.02023902468320221
VBZ: 0.01807699237283046
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It is the  9850  's line
-----------------------------
NNP: 0.018878069179759843
NNS: 0.01296373737977179
VBN: 0.006033813250492861
VBG: 0.011470219248461677
VBD: 0.020192365135312744
VBZ: 0.017981958300973773
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It is the  9900  's line
-----------------------------
NNP: 0.018854457859989293
NNS: 0.01290667935526081
VBN: 0.006066734074823054
VBG: 0.011479212514125973
VBD: 0.02028192470112413
VBZ: 0.017962291084280022
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It is the  9950  's line
-----------------------------
NNP: 0.018833283979863783
NNS: 0.01291086763399467
VBN: 0.006159312999703879
VBG: 0.011667160201362155
VBD: 0.020254663902872373
VBZ: 0.017885697364524725
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It is the  10000  's line
-----------------------------
NNP: 0.018900242159352668
NNS: 0.012934853227806981
VBN: 0.006142578701789617
VBG: 0.011635461579351485
VBD: 0.020317760321304116
VBZ: 0.01783710353788908
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It is the  10050  's line
-----------------------------
NNP: 0.01921607803960745
NNS: 0.012869483457718751
VBN: 0.006111535523300229
VBG: 0.011576658635482165
VBD: 0.02021507903860845
VBZ: 0.017982017982017984
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It is the  10100  's line
-----------------------------
NNP: 0.01928600738613049
NNS: 0.012837798229673486
VBN: 0.006155108740254411
VBG: 0.011548156398382086
VBD: 0.020282548801219297
VBZ: 0.017996365554839088
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It is the  10150  's line
-----------------------------
NNP: 0.019301203418405907
NNS: 0.012731817917562933
VBN: 0.006104296261845241
VBG: 0.011627230974943318
VBD: 0.020405790361025522
VBZ: 0.017964071856287425
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It is the  10200  's line
-----------------------------
NNP: 0.01926536296640167
NNS: 0.012766204375326409
VBN: 0.006092961179133058
VBG: 0.011605640341205826
VBD: 0.020425927000522252
VBZ: 0.01798874252886903
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It is the  10250  's line
-----------------------------
NNP: 0.019357448283832197
NNS: 0.012770137524557957
VBN: 0.0060672599098578524
VBG: 0.011614468970299318
VBD: 0.02039754998266497
VBZ: 0.018028429446434763
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It is the  10300  's line
-----------------------------
NNP: 0.0195323720342391
NNS: 0.012753489975297294
VBN: 0.006146952375481129
VBG: 0.01154707876141782
VBD: 0.020336646176825415
VBZ: 0.018038720055150226
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It is the  10350  's line
-----------------------------
NNP: 0.019438568406609114
NNS: 0.0127494139843348
VBN: 0.006117431822079927
VBG: 0.011548796523926591
VBD: 0.020238980046881253
VBZ: 0.018009261906123147
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It is the  10400  's line
-----------------------------
NNP: 0.019414711910726485
NNS: 0.012810293782737417
VBN: 0.00614894101571396
VBG: 0.011500797084946482
VBD: 0.020268731496242313
VBZ: 0.017991345934866773
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It is the  10450  's line
-----------------------------
NNP: 0.019409234947940245
NNS: 0.01278859212313264
VBN: 0.006167949298325034
VBG: 0.011487098234495247
VBD: 0.020371208691715707
VBZ: 0.01805115436849253
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It is the  10500  's line
-----------------------------
NNP: 0.01931741383194413
NNS: 0.012784410903356611
VBN: 0.006195088984005406
VBG: 0.011489074115791845
VBD: 0.020387474656454158
VBZ: 0.018022077044379366
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It is the  10550  's line
-----------------------------
NNP: 0.01945873406396779
NNS: 0.01280474166853053
VBN: 0.006150749273093268
VBG: 0.011406844106463879
VBD: 0.020241556698725117
VBZ: 0.01806083650190114
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It is the  10600  's line
-----------------------------
NNP: 0.01935483870967742
NNS: 0.012736373748609565
VBN: 0.006229143492769744
VBG: 0.011401557285873193
VBD: 0.020189098998887652
VBZ: 0.018020022246941044
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It is the  10650  's line
-----------------------------
NNP: 0.019324473975636768
NNS: 0.01273532668881506
VBN: 0.006201550387596899
VBG: 0.011351052048726468
VBD: 0.020210409745293468
VBZ: 0.01816168327796235
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It is the  10700  's line
-----------------------------
NNP: 0.01934022213626568
NNS: 0.012709288832403161
VBN: 0.006188871083605017
VBG: 0.011383102171630657
VBD: 0.020169088799248495
VBZ: 0.018124551030557552
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It is the  10750  's line
-----------------------------
NNP: 0.019372592184920198
NNS: 0.01271326362135388
VBN: 0.006329113924050633
VBG: 0.01139240506329114
VBD: 0.020143093010456796
VBZ: 0.018106769400110072
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It is the  10800  's line
-----------------------------
NNP: 0.019547719432732848
NNS: 0.012648524338827136
VBN: 0.006351639927722718
VBG: 0.011334391939987953
VBD: 0.02004051908229754
VBZ: 0.018178831517275364
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It is the  10850  's line
-----------------------------
NNP: 0.019473081328751432
NNS: 0.012654775541373479
VBN: 0.0063273877706867395
VBG: 0.011400207276495936
VBD: 0.019963999345442643
VBZ: 0.018163966617574866
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It is the  10900  's line
-----------------------------
NNP: 0.019479812819675698
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VBN: 0.006311894656654696
VBG: 0.011372292958972685
VBD: 0.01996952878441615
VBZ: 0.01811949069539667
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It is the  10950  's line
-----------------------------
NNP: 0.01964179427520156
NNS: 0.012715762134083654
VBN: 0.006330826253990585
VBG: 0.011363021481521563
VBD: 0.019858232779611493
VBZ: 0.0181808343704345
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It is the  11000  's line
-----------------------------
NNP: 0.019593067068575734
NNS: 0.012703197330175477
VBN: 0.006297771557756487
VBG: 0.01146517386155668
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It is the  11050  's line
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NNP: 0.019569996246850036
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It is the  11100  's line
-----------------------------
NNP: 0.019528115135626772
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It is the  11150  's line
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NNP: 0.019510369895231985
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It is the  11200  's line
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NNP: 0.01942365865308072
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It is the  11250  's line
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NNP: 0.019422099915325994
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It is the  11300  's line
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NNP: 0.01949317738791423
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It is the  11350  's line
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NNP: 0.019435276861019434
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It is the  11400  's line
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NNP: 0.019470689565172
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It is the  11450  's line
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NNP: 0.019511941308080545
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It is the  11500  's line
-----------------------------
NNP: 0.019435542230952136
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It is the  11550  's line
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NNP: 0.01937744794887652
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It is the  11600  's line
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NNP: 0.019326395652842568
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It is the  11650  's line
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NNP: 0.019335748176113464
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It is the  11700  's line
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NNP: 0.01932367149758454
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It is the  11750  's line
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NNP: 0.019260986365249127
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It is the  11800  's line
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NNP: 0.019253120420435595
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It is the  11850  's line
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NNP: 0.019295512788302095
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It is the  11900  's line
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NNP: 0.01922595503930306
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It is the  11950  's line
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NNP: 0.019241313992323414
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It is the  12000  's line
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It is the  12050  's line
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NNP: 0.019309595535582005
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It is the  12100  's line
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NNP: 0.019323433965975023
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It is the  12150  's line
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NNP: 0.01945124938755512
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It is the  12200  's line
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NNP: 0.01952076521399639
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It is the  12250  's line
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NNP: 0.019458092134066254
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It is the  12300  's line
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NNP: 0.01941982662598673
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It is the  12350  's line
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NNP: 0.019471756313861575
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It is the  12400  's line
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It is the  12450  's line
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NNP: 0.01941561857395629
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It is the  12500  's line
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NNP: 0.019340701219512195
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It is the  12550  's line
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It is the  12600  's line
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NNP: 0.019280083578687435
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It is the  12650  's line
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It is the  12700  's line
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NNP: 0.01933207902163688
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It is the  12750  's line
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It is the  12800  's line
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NNP: 0.01943743575366788
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VBZ: 0.018736566676011587
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It is the  12850  's line
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NNP: 0.019491998511350948
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It is the  12900  's line
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NNP: 0.019470585508321356
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VBZ: 0.018728848917528164
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It is the  12950  's line
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NNP: 0.019420169232903316
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It is the  13000  's line
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NNP: 0.019414341710860043
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It is the  13050  's line
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NNP: 0.01946617579383341
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It is the  13100  's line
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It is the  13150  's line
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It is the  13200  's line
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NNP: 0.020034684191310697
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It is the  13250  's line
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NNP: 0.019965435692195742
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It is the  13300  's line
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It is the  13350  's line
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It is the  13400  's line
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It is the  13450  's line
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It is the  13500  's line
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NNP: 0.01998037641601998
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It is the  13550  's line
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NNP: 0.019939469467687376
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It is the  13600  's line
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NNP: 0.019940621261133513
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It is the  13650  's line
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NNP: 0.019895658325227696
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It is the  13700  's line
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It is the  13750  's line
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NNP: 0.01989699344103535
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It is the  13800  's line
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It is the  13850  's line
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NNP: 0.019816272965879265
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It is the  13900  's line
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It is the  13950  's line
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It is the  14000  's line
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It is the  14050  's line
-----------------------------
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It is the  14100  's line
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It is the  14150  's line
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It is the  14200  's line
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It is the  14250  's line
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NNP: 0.01971326164874552
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It is the  14300  's line
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NNP: 0.019781341727995914
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VBZ: 0.018760369251712258
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It is the  14350  's line
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It is the  14400  's line
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NNP: 0.01973154930770208
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It is the  14450  's line
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NNP: 0.01968071627671256
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It is the  14500  's line
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It is the  14550  's line
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NNP: 0.019550383053543768
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It is the  14600  's line
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It is the  14650  's line
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NNP: 0.01957036606141189
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It is the  14700  's line
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It is the  14750  's line
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NNP: 0.0197119341563786
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It is the  14800  's line
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It is the  14850  's line
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NNP: 0.019777250020473345
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It is the  14900  's line
-----------------------------
NNP: 0.019793494674121535
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It is the  14950  's line
-----------------------------
NNP: 0.01977458599503601
NNS: 0.012287911461935957
VBN: 0.005899825039671238
VBG: 0.010904504211254424
VBD: 0.020466289620376776
VBZ: 0.018716686332750133
--------------------------------
It is the  15000  's line
-----------------------------
NNP: 0.019713625116618668
NNS: 0.012250030422260982
VBN: 0.006003326167200746
VBG: 0.01087088792439054
VBD: 0.020524885409483634
VBZ: 0.018740112765180707
--------------------------------
It is the  15050  's line
-----------------------------
NNP: 0.019782353655083136
NNS: 0.012217322707229257
VBN: 0.005987297220761358
VBG: 0.010922771956794369
VBD: 0.02051053845220276
VBZ: 0.01877098588130588
>>> 
'''

eef3ab20f77983c3d8470461d754ac875d122a30
<mask token>

<mask token>
plt.axis([0, 15200, 0, 0.05])
plt.ion()
<mask token>
for eve_sent in my_corp:
    if my_corp[sent_count][-1] == '?':
        ques_count = ques_count + 1
        wordcount = 0
        flag1 = 0
        for word in my_corp[sent_count]:
            if my_corp[sent_count][wordcount] == ':':
                flag1 = 1
                break
            wordcount = wordcount + 1
        if flag1 == 1:
            curr_sent = my_corp[sent_count][wordcount + 1:-1]
        else:
            curr_sent = my_corp[sent_count]
        tag_curr_sent = t2.tag(curr_sent)
        for words_tup in tag_curr_sent:
            if words_tup[1] != (',' or '?' or '!' or '.'):
                All_count = All_count + 1
            if words_tup[1] == 'NNP':
                NNP_count = NNP_count + 1
            if words_tup[1] == 'NNS':
                NNS_count = NNS_count + 1
            if words_tup[1] == 'VBN':
                VBN_count = VBN_count + 1
            if words_tup[1] == 'VBG':
                VBG_count = VBG_count + 1
            if words_tup[1] == 'VBD':
                VBD_count = VBD_count + 1
            if words_tup[1] == 'VBZ':
                VBZ_count = VBZ_count + 1
    if sent_count == 50 * i:
        i = i + 1
        print('--------------------------------\nIt is the ', 50 * i,
            """ 's line
-----------------------------""")
        print('NNP:', NNP_count / All_count)
        print('NNS:', NNS_count / All_count)
        print('VBN:', VBN_count / All_count)
        print('VBG:', VBG_count / All_count)
        print('VBD:', VBD_count / All_count)
        print('VBZ:', VBZ_count / All_count)
        type2 = plt.scatter(sent_count, NNP_count / All_count, s=1,
            edgecolors='none', c='blue')
        type3 = plt.scatter(sent_count, NNS_count / All_count, s=1,
            edgecolors='none', c='yellow')
        type6 = plt.scatter(sent_count, VBN_count / All_count, s=1,
            edgecolors='none', c='purple')
        type7 = plt.scatter(sent_count, VBG_count / All_count, s=1,
            edgecolors='none', c='green')
        type8 = plt.scatter(sent_count, VBD_count / All_count, s=1,
            edgecolors='none', c='red')
        type9 = plt.scatter(sent_count, VBZ_count / All_count, s=1,
            edgecolors='none', c='#00008B')
        plt.pause(0.001)
        plt.legend((type2, type3, type6, type7, type8, type9), (u'NNP',
            u'NNS', u'VBN', u'VBG', u'VGD', u'VGZ'), loc='upper right')
    sent_count = sent_count + 1
    if sent_count > 15000:
        break
<mask token>

<mask token>
train = treebank.tagged_sents()[:10000]
t0 = DefaultTagger('NN')
t1 = UnigramTagger(train, backoff=t0)
t2 = BigramTagger(train, backoff=t1)
<mask token>
my_corp = web.sents(fileids='overheard.txt')
sent_count = 0
ques_count = 0
All_count = 0
NN_count = 0
NNS_count = 0
NNP_count = 0
VB_count = 0
VBN_count = 0
VBG_count = 0
VBD_count = 0
VBZ_count = 0
i = 1
plt.axis([0, 15200, 0, 0.05])
plt.ion()
<mask token>
for eve_sent in my_corp:
    if my_corp[sent_count][-1] == '?':
        ques_count = ques_count + 1
        wordcount = 0
        flag1 = 0
        for word in my_corp[sent_count]:
            if my_corp[sent_count][wordcount] == ':':
                flag1 = 1
                break
            wordcount = wordcount + 1
        if flag1 == 1:
            curr_sent = my_corp[sent_count][wordcount + 1:-1]
        else:
            curr_sent = my_corp[sent_count]
        tag_curr_sent = t2.tag(curr_sent)
        for words_tup in tag_curr_sent:
            if words_tup[1] != (',' or '?' or '!' or '.'):
                All_count = All_count + 1
            if words_tup[1] == 'NNP':
                NNP_count = NNP_count + 1
            if words_tup[1] == 'NNS':
                NNS_count = NNS_count + 1
            if words_tup[1] == 'VBN':
                VBN_count = VBN_count + 1
            if words_tup[1] == 'VBG':
                VBG_count = VBG_count + 1
            if words_tup[1] == 'VBD':
                VBD_count = VBD_count + 1
            if words_tup[1] == 'VBZ':
                VBZ_count = VBZ_count + 1
    if sent_count == 50 * i:
        i = i + 1
        print('--------------------------------\nIt is the ', 50 * i,
            """ 's line
-----------------------------""")
        print('NNP:', NNP_count / All_count)
        print('NNS:', NNS_count / All_count)
        print('VBN:', VBN_count / All_count)
        print('VBG:', VBG_count / All_count)
        print('VBD:', VBD_count / All_count)
        print('VBZ:', VBZ_count / All_count)
        type2 = plt.scatter(sent_count, NNP_count / All_count, s=1,
            edgecolors='none', c='blue')
        type3 = plt.scatter(sent_count, NNS_count / All_count, s=1,
            edgecolors='none', c='yellow')
        type6 = plt.scatter(sent_count, VBN_count / All_count, s=1,
            edgecolors='none', c='purple')
        type7 = plt.scatter(sent_count, VBG_count / All_count, s=1,
            edgecolors='none', c='green')
        type8 = plt.scatter(sent_count, VBD_count / All_count, s=1,
            edgecolors='none', c='red')
        type9 = plt.scatter(sent_count, VBZ_count / All_count, s=1,
            edgecolors='none', c='#00008B')
        plt.pause(0.001)
        plt.legend((type2, type3, type6, type7, type8, type9), (u'NNP',
            u'NNS', u'VBN', u'VBG', u'VGD', u'VGZ'), loc='upper right')
    sent_count = sent_count + 1
    if sent_count > 15000:
        break
<mask token>

<mask token>
import nltk
from nltk.corpus import webtext as web
from nltk import *
from nltk.tokenize import RegexpTokenizer
from nltk.corpus import stopwords
from nltk.tag import UnigramTagger
from nltk.metrics import *
import string
<mask token>
import linecache
import matplotlib.pyplot as plt
<mask token>
from nltk.tag import DefaultTagger
from nltk.tag import UnigramTagger
from nltk.tag import BigramTagger
from nltk.corpus import treebank
train = treebank.tagged_sents()[:10000]
t0 = DefaultTagger('NN')
t1 = UnigramTagger(train, backoff=t0)
t2 = BigramTagger(train, backoff=t1)
<mask token>
my_corp = web.sents(fileids='overheard.txt')
sent_count = 0
ques_count = 0
All_count = 0
NN_count = 0
NNS_count = 0
NNP_count = 0
VB_count = 0
VBN_count = 0
VBG_count = 0
VBD_count = 0
VBZ_count = 0
i = 1
plt.axis([0, 15200, 0, 0.05])
plt.ion()
<mask token>
for eve_sent in my_corp:
    if my_corp[sent_count][-1] == '?':
        ques_count = ques_count + 1
        wordcount = 0
        flag1 = 0
        for word in my_corp[sent_count]:
            if my_corp[sent_count][wordcount] == ':':
                flag1 = 1
                break
            wordcount = wordcount + 1
        if flag1 == 1:
            curr_sent = my_corp[sent_count][wordcount + 1:-1]
        else:
            curr_sent = my_corp[sent_count]
        tag_curr_sent = t2.tag(curr_sent)
        for words_tup in tag_curr_sent:
            if words_tup[1] != (',' or '?' or '!' or '.'):
                All_count = All_count + 1
            if words_tup[1] == 'NNP':
                NNP_count = NNP_count + 1
            if words_tup[1] == 'NNS':
                NNS_count = NNS_count + 1
            if words_tup[1] == 'VBN':
                VBN_count = VBN_count + 1
            if words_tup[1] == 'VBG':
                VBG_count = VBG_count + 1
            if words_tup[1] == 'VBD':
                VBD_count = VBD_count + 1
            if words_tup[1] == 'VBZ':
                VBZ_count = VBZ_count + 1
    if sent_count == 50 * i:
        i = i + 1
        print('--------------------------------\nIt is the ', 50 * i,
            """ 's line
-----------------------------""")
        print('NNP:', NNP_count / All_count)
        print('NNS:', NNS_count / All_count)
        print('VBN:', VBN_count / All_count)
        print('VBG:', VBG_count / All_count)
        print('VBD:', VBD_count / All_count)
        print('VBZ:', VBZ_count / All_count)
        type2 = plt.scatter(sent_count, NNP_count / All_count, s=1,
            edgecolors='none', c='blue')
        type3 = plt.scatter(sent_count, NNS_count / All_count, s=1,
            edgecolors='none', c='yellow')
        type6 = plt.scatter(sent_count, VBN_count / All_count, s=1,
            edgecolors='none', c='purple')
        type7 = plt.scatter(sent_count, VBG_count / All_count, s=1,
            edgecolors='none', c='green')
        type8 = plt.scatter(sent_count, VBD_count / All_count, s=1,
            edgecolors='none', c='red')
        type9 = plt.scatter(sent_count, VBZ_count / All_count, s=1,
            edgecolors='none', c='#00008B')
        plt.pause(0.001)
        plt.legend((type2, type3, type6, type7, type8, type9), (u'NNP',
            u'NNS', u'VBN', u'VBG', u'VGD', u'VGZ'), loc='upper right')
    sent_count = sent_count + 1
    if sent_count > 15000:
        break
<mask token>

#-*- coding:utf-8 -*-
"""

@author: M.Lee
@file: Statistics_Ques_Detail.py
@time: 2018/2/20-2018/4/21(final version)
"""

import nltk
from nltk.corpus import webtext as web
from nltk import *
from nltk.tokenize import RegexpTokenizer 
from nltk.corpus import stopwords
from nltk.tag import UnigramTagger
from nltk.metrics import *
import string
'''import replacer
from replacer import RegexpReplacer
from replacer import RepeatReplacer'''
import linecache
import matplotlib.pyplot as plt


'''
Train Tagger
'''
from nltk.tag import DefaultTagger
from nltk.tag import UnigramTagger
from nltk.tag import BigramTagger
from nltk.corpus import treebank
train=treebank.tagged_sents()[:10000]
t0=DefaultTagger('NN')
t1=UnigramTagger(train,backoff=t0)
t2=BigramTagger(train,backoff=t1)


'''
Initialize
'''
my_corp=web.sents(fileids='overheard.txt')
sent_count=0
ques_count=0
All_count=0
NN_count=0
NNS_count=0
NNP_count=0
VB_count=0
VBN_count=0
VBG_count=0
VBD_count=0
VBZ_count=0
#rep=RegexpReplacer()
i=1
plt.axis([0, 15200, 0, 0.05])
plt.ion()
'''
Main
'''
for eve_sent in my_corp:
	if my_corp[sent_count][-1]=='?':
		ques_count=ques_count+1
		#print(my_corp[sent_count])
		#init in cur
		wordcount=0
		flag1=0
		#end init
		#pre Operate
		for word in my_corp[sent_count]:
			if my_corp[sent_count][wordcount]==':':
				flag1=1
				break
			wordcount=wordcount+1
		if flag1==1:
			#print(my_corp[sent_count][wordcount+1:-1])
			curr_sent=my_corp[sent_count][wordcount+1:-1]
		else:
			#print(my_corp[sent_count])
			curr_sent=my_corp[sent_count]
		#curr_sent=rep.replace(curr_sent)
		#end pre Operate
		tag_curr_sent=t2.tag(curr_sent)
		#print(tag_curr_sent)
		for words_tup in tag_curr_sent:
			if words_tup[1]!=(',' or '?' or '!' or '.'):
				All_count=All_count+1
			#if words_tup[1]=='NN':
			#	NN_count=NN_count+1
			if words_tup[1]=='NNP':
				NNP_count=NNP_count+1
			if words_tup[1]=='NNS':
				NNS_count=NNS_count+1	
			#if words_tup[1]=='VB':
			#	VB_count=VB_count+1
			if words_tup[1]=='VBN':
				VBN_count=VBN_count+1
			if words_tup[1]=='VBG':
				VBG_count=VBG_count+1
			if words_tup[1]=='VBD':
				VBD_count=VBD_count+1
			if words_tup[1]=='VBZ':
				VBZ_count=VBZ_count+1
	if sent_count==50*i:
		i=i+1
		
		print("--------------------------------\nIt is the ",50*i," 's line\n-----------------------------")
		#print("NN:",NN_count/All_count)
		print("NNP:",NNP_count/All_count)
		print("NNS:",NNS_count/All_count)
		#print("VB:",VB_count/All_count)
		print("VBN:",VBN_count/All_count)
		print("VBG:",VBG_count/All_count)
		print("VBD:",VBD_count/All_count)
		print("VBZ:",VBZ_count/All_count)
		
		#type1=plt.scatter(sent_count,NN_count/All_count,s=1,edgecolors='none',c='red')
		type2=plt.scatter(sent_count,NNP_count/All_count,s=1,edgecolors='none',c='blue')
		type3=plt.scatter(sent_count,NNS_count/All_count,s=1,edgecolors='none',c='yellow')
		#type4=plt.scatter(sent_count,VB_count/All_count,s=1,edgecolors='none',c='black')
		type6=plt.scatter(sent_count,VBN_count/All_count,s=1,edgecolors='none',c='purple')
		type7=plt.scatter(sent_count,VBG_count/All_count,s=1,edgecolors='none',c='green')
		type8=plt.scatter(sent_count,VBD_count/All_count,s=1,edgecolors='none',c='red')
		type9=plt.scatter(sent_count,VBZ_count/All_count,s=1,edgecolors='none',c='#00008B')
		plt.pause(0.001)
		plt.legend((type2, type3,type6,type7,type8,type9), ( u'NNP', u'NNS',u'VBN',u'VBG',u'VGD',u'VGZ'),loc='upper right')
		
	sent_count=sent_count+1
	if sent_count>15000:
		break

'''
Python 3.5.1 (v3.5.1:37a07cee5969, Dec  6 2015, 01:38:48) [MSC v.1900 32 bit (Intel)] on win32
Type "copyright", "credits" or "license()" for more information.
>>> 
 RESTART: D:\CollegeActivities\MainSubjects\自然科学类\2017大创1--NLP\Final-Result\1.Context\Statistics_Ques_Detail.py 
--------------------------------
It is the  100  's line
-----------------------------
NNP: 0.0
NNS: 0.010869565217391304
VBN: 0.0
VBG: 0.010869565217391304
VBD: 0.010869565217391304
VBZ: 0.03260869565217391

Warning (from warnings module):
  File "D:\python\lib\site-packages\matplotlib\backend_bases.py", line 2453
    warnings.warn(str, mplDeprecation)
MatplotlibDeprecationWarning: Using default event loop until function specific to this GUI is implemented
--------------------------------
It is the  150  's line
-----------------------------
NNP: 0.0
NNS: 0.01680672268907563
VBN: 0.0
VBG: 0.012605042016806723
VBD: 0.008403361344537815
VBZ: 0.025210084033613446
--------------------------------
It is the  200  's line
-----------------------------
NNP: 0.0
NNS: 0.01818181818181818
VBN: 0.0
VBG: 0.01090909090909091
VBD: 0.01818181818181818
VBZ: 0.025454545454545455
--------------------------------
It is the  250  's line
-----------------------------
NNP: 0.0
NNS: 0.014925373134328358
VBN: 0.0
VBG: 0.011940298507462687
VBD: 0.01791044776119403
VBZ: 0.023880597014925373
--------------------------------
It is the  300  's line
-----------------------------
NNP: 0.002688172043010753
NNS: 0.013440860215053764
VBN: 0.0
VBG: 0.010752688172043012
VBD: 0.021505376344086023
VBZ: 0.024193548387096774
--------------------------------
It is the  350  's line
-----------------------------
NNP: 0.0071090047393364926
NNS: 0.016587677725118485
VBN: 0.002369668246445498
VBG: 0.011848341232227487
VBD: 0.02132701421800948
VBZ: 0.023696682464454975
--------------------------------
It is the  400  's line
-----------------------------
NNP: 0.006507592190889371
NNS: 0.019522776572668113
VBN: 0.0021691973969631237
VBG: 0.010845986984815618
VBD: 0.019522776572668113
VBZ: 0.021691973969631236
--------------------------------
It is the  450  's line
-----------------------------
NNP: 0.0057692307692307696
NNS: 0.01730769230769231
VBN: 0.0019230769230769232
VBG: 0.009615384615384616
VBD: 0.019230769230769232
VBZ: 0.025
--------------------------------
It is the  500  's line
-----------------------------
NNP: 0.01340033500837521
NNS: 0.01507537688442211
VBN: 0.0016750418760469012
VBG: 0.010050251256281407
VBD: 0.020100502512562814
VBZ: 0.023450586264656615
--------------------------------
It is the  550  's line
-----------------------------
NNP: 0.01832460732984293
NNS: 0.013089005235602094
VBN: 0.0013089005235602095
VBG: 0.009162303664921465
VBD: 0.01963350785340314
VBZ: 0.02617801047120419
--------------------------------
It is the  600  's line
-----------------------------
NNP: 0.01726263871763255
NNS: 0.016029593094944512
VBN: 0.0012330456226880395
VBG: 0.009864364981504316
VBD: 0.018495684340320593
VBZ: 0.025893958076448828
--------------------------------
It is the  650  's line
-----------------------------
NNP: 0.0170261066969353
NNS: 0.015891032917139614
VBN: 0.0011350737797956867
VBG: 0.01021566401816118
VBD: 0.019296254256526674
VBZ: 0.02383654937570942
--------------------------------
It is the  700  's line
-----------------------------
NNP: 0.017653167185877467
NNS: 0.01557632398753894
VBN: 0.004153686396677051
VBG: 0.01142263759086189
VBD: 0.017653167185877467
VBZ: 0.023883696780893044
--------------------------------
It is the  750  's line
-----------------------------
NNP: 0.01623686723973257
NNS: 0.015281757402101241
VBN: 0.0038204393505253103
VBG: 0.011461318051575931
VBD: 0.019102196752626553
VBZ: 0.02387774594078319
--------------------------------
It is the  800  's line
-----------------------------
NNP: 0.016183986371379896
NNS: 0.017035775127768313
VBN: 0.0034071550255536627
VBG: 0.01192504258943782
VBD: 0.018739352640545145
VBZ: 0.02129471890971039
--------------------------------
It is the  850  's line
-----------------------------
NNP: 0.015899581589958158
NNS: 0.016736401673640166
VBN: 0.0033472803347280333
VBG: 0.011715481171548118
VBD: 0.018410041841004185
VBZ: 0.02092050209205021
--------------------------------
It is the  900  's line
-----------------------------
NNP: 0.016483516483516484
NNS: 0.02040816326530612
VBN: 0.0031397174254317113
VBG: 0.011773940345368918
VBD: 0.01805337519623234
VBZ: 0.02119309262166405
--------------------------------
It is the  950  's line
-----------------------------
NNP: 0.018018018018018018
NNS: 0.02252252252252252
VBN: 0.003003003003003003
VBG: 0.01126126126126126
VBD: 0.018018018018018018
VBZ: 0.021021021021021023
--------------------------------
It is the  1000  's line
-----------------------------
NNP: 0.01858470335954253
NNS: 0.021443888491779844
VBN: 0.0035739814152966403
VBG: 0.01143674052894925
VBD: 0.01929949964260186
VBZ: 0.020014295925661188
--------------------------------
It is the  1050  's line
-----------------------------
NNP: 0.01917989417989418
NNS: 0.021825396825396824
VBN: 0.003968253968253968
VBG: 0.011243386243386243
VBD: 0.017857142857142856
VBZ: 0.021164021164021163
--------------------------------
It is the  1100  's line
-----------------------------
NNP: 0.018315018315018316
NNS: 0.020757020757020756
VBN: 0.003663003663003663
VBG: 0.01098901098901099
VBD: 0.017704517704517704
VBZ: 0.019536019536019536
--------------------------------
It is the  1150  's line
-----------------------------
NNP: 0.018028846153846152
NNS: 0.020432692307692308
VBN: 0.003605769230769231
VBG: 0.01141826923076923
VBD: 0.018028846153846152
VBZ: 0.019230769230769232
--------------------------------
It is the  1200  's line
-----------------------------
NNP: 0.019506597819850834
NNS: 0.019506597819850834
VBN: 0.0034423407917383822
VBG: 0.011474469305794608
VBD: 0.01778542742398164
VBZ: 0.019506597819850834
--------------------------------
It is the  1250  's line
-----------------------------
NNP: 0.02021276595744681
NNS: 0.02021276595744681
VBN: 0.00425531914893617
VBG: 0.011702127659574468
VBD: 0.01648936170212766
VBZ: 0.018617021276595744
--------------------------------
It is the  1300  's line
-----------------------------
NNP: 0.019397651863195507
NNS: 0.019397651863195507
VBN: 0.00408371618172537
VBG: 0.012761613067891782
VBD: 0.016845329249617153
VBZ: 0.017866258295048495
--------------------------------
It is the  1350  's line
-----------------------------
NNP: 0.02014098690835851
NNS: 0.019133937562940583
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VBD: 0.017119838872104734
VBZ: 0.017623363544813697
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It is the  1400  's line
-----------------------------
NNP: 0.020124580737901295
NNS: 0.01820795400095831
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VBG: 0.012937230474365118
VBD: 0.018687110685194058
VBZ: 0.01772879731672257
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It is the  1450  's line
-----------------------------
NNP: 0.02010968921389397
NNS: 0.018738574040219377
VBN: 0.003656307129798903
VBG: 0.013254113345521023
VBD: 0.018281535648994516
VBZ: 0.01736745886654479
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It is the  1500  's line
-----------------------------
NNP: 0.02030008826125331
NNS: 0.018093556928508385
VBN: 0.00353045013239188
VBG: 0.013680494263018535
VBD: 0.019417475728155338
VBZ: 0.0176522506619594
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It is the  1550  's line
-----------------------------
NNP: 0.02079722703639515
NNS: 0.018197573656845753
VBN: 0.0034662045060658577
VBG: 0.01386481802426343
VBD: 0.01949740034662045
VBZ: 0.01776429809358752
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It is the  1600  's line
-----------------------------
NNP: 0.020219039595619208
NNS: 0.017691659646166806
VBN: 0.003369839932603201
VBG: 0.013900589721988205
VBD: 0.019376579612468407
VBZ: 0.017691659646166806
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It is the  1650  's line
-----------------------------
NNP: 0.019834710743801654
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VBN: 0.00371900826446281
VBG: 0.013636363636363636
VBD: 0.019421487603305785
VBZ: 0.01818181818181818
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It is the  1700  's line
-----------------------------
NNP: 0.020247469066366704
NNS: 0.01799775028121485
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VBG: 0.013498312710911136
VBD: 0.018747656542932135
VBZ: 0.018747656542932135
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It is the  1750  's line
-----------------------------
NNP: 0.020124405415294547
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VBZ: 0.0190267105744603
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It is the  1800  's line
-----------------------------
NNP: 0.019400352733686066
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VBD: 0.019400352733686066
VBZ: 0.01869488536155203
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It is the  1850  's line
-----------------------------
NNP: 0.019337016574585635
NNS: 0.01761049723756906
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VBG: 0.013121546961325966
VBD: 0.019337016574585635
VBZ: 0.018646408839779006
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It is the  1900  's line
-----------------------------
NNP: 0.019471947194719473
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VBZ: 0.018151815181518153
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It is the  1950  's line
-----------------------------
NNP: 0.019426751592356687
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VBN: 0.004777070063694267
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VBD: 0.019745222929936305
VBZ: 0.01751592356687898
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It is the  2000  's line
-----------------------------
NNP: 0.019943907759426612
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VBN: 0.004674353381115612
VBG: 0.012464942349641633
VBD: 0.019632284200685572
VBZ: 0.017762542848239325
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It is the  2050  's line
-----------------------------
NNP: 0.019714892326357293
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VBN: 0.004549590536851683
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VBZ: 0.01789505611161662
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It is the  2100  's line
-----------------------------
NNP: 0.019287833827893175
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VBN: 0.004451038575667656
VBG: 0.012166172106824925
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VBZ: 0.018397626112759646
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It is the  2150  's line
-----------------------------
NNP: 0.019169329073482427
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VBN: 0.004647110078419983
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VBD: 0.019169329073482427
VBZ: 0.018007551553877434
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It is the  2200  's line
-----------------------------
NNP: 0.019400855920114122
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VBZ: 0.017974322396576318
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It is the  2250  's line
-----------------------------
NNP: 0.01893622946254525
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VBN: 0.004734057365636313
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VBZ: 0.017543859649122806
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It is the  2300  's line
-----------------------------
NNP: 0.018970189701897018
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VBZ: 0.017615176151761516
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It is the  2350  's line
-----------------------------
NNP: 0.018494055482166448
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VBN: 0.0047556142668428005
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VBZ: 0.017437252311756937
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It is the  2400  's line
-----------------------------
NNP: 0.018336776859504134
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VBN: 0.0046487603305785125
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VBZ: 0.017045454545454544
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It is the  2450  's line
-----------------------------
NNP: 0.018163471241170535
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VBG: 0.012865792129162463
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VBZ: 0.016902119071644805
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It is the  2500  's line
-----------------------------
NNP: 0.017813567593948268
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VBN: 0.005124450951683748
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VBZ: 0.01683748169838946
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It is the  2550  's line
-----------------------------
NNP: 0.01788235294117647
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VBD: 0.019058823529411763
VBZ: 0.01647058823529412
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It is the  2600  's line
-----------------------------
NNP: 0.01781582600647848
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VBG: 0.012956964368347987
VBD: 0.018741323461360482
VBZ: 0.016427579824155485
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It is the  2650  's line
-----------------------------
NNP: 0.017603249830737983
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VBD: 0.019183028661701646
VBZ: 0.016249153689911984
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It is the  2700  's line
-----------------------------
NNP: 0.017485613103142984
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VBN: 0.005312084993359893
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VBD: 0.019034971226206288
VBZ: 0.01615759185480301
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It is the  2750  's line
-----------------------------
NNP: 0.01707738867271941
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VBN: 0.005188067444876783
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VBZ: 0.015780371811500216
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It is the  2800  's line
-----------------------------
NNP: 0.017079419299743808
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VBN: 0.005123825789923143
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VBD: 0.019000853970964987
VBZ: 0.015798462852263023
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It is the  2850  's line
-----------------------------
NNP: 0.01689545934530095
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VBN: 0.005279831045406547
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VBD: 0.01900739176346357
VBZ: 0.01562829989440338
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It is the  2900  's line
-----------------------------
NNP: 0.016587186398507155
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VBG: 0.012647729628861704
VBD: 0.018867924528301886
VBZ: 0.015757827078581796
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It is the  2950  's line
-----------------------------
NNP: 0.016724454415663878
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VBN: 0.005506832551499082
VBG: 0.012441362431164593
VBD: 0.018967978788496837
VBZ: 0.01611258413216398
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It is the  3000  's line
-----------------------------
NNP: 0.01642957323181727
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VBN: 0.0054097375275495895
VBG: 0.012422360248447204
VBD: 0.019234622320176316
VBZ: 0.01582849128431176
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It is the  3050  's line
-----------------------------
NNP: 0.01619913077834848
NNS: 0.017186882655077045
VBN: 0.005333860134334255
VBG: 0.012248123271434215
VBD: 0.018964836033188465
VBZ: 0.015804030027657054
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It is the  3100  's line
-----------------------------
NNP: 0.01673477330219887
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VBN: 0.005643121229811247
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VBZ: 0.01576182136602452
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It is the  3150  's line
-----------------------------
NNP: 0.01719526175009553
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VBG: 0.011845624761176921
VBD: 0.019105846388995033
VBZ: 0.015475735575085976
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It is the  3200  's line
-----------------------------
NNP: 0.0177836016473231
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VBN: 0.005615874204417821
VBG: 0.011980531636091352
VBD: 0.018719580681392737
VBZ: 0.01647323099962561
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It is the  3250  's line
-----------------------------
NNP: 0.017781070568623818
NNS: 0.016669753658084832
VBN: 0.0055565845526949435
VBG: 0.012224486015928876
VBD: 0.018521948508983144
VBZ: 0.016669753658084832
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It is the  3300  's line
-----------------------------
NNP: 0.01772013153087322
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VBN: 0.005480453050785532
VBG: 0.01205699671172817
VBD: 0.018268176835951774
VBZ: 0.016624040920716114
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It is the  3350  's line
-----------------------------
NNP: 0.017531176576902223
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VBN: 0.005602747153442979
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VBD: 0.01843484547261883
VBZ: 0.016988975239472258
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It is the  3400  's line
-----------------------------
NNP: 0.01737106017191977
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VBN: 0.0057306590257879654
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VBD: 0.018445558739255016
VBZ: 0.01683381088825215
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It is the  3450  's line
-----------------------------
NNP: 0.017458100558659217
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VBN: 0.005761173184357542
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VBD: 0.017981843575418995
VBZ: 0.01675977653631285
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It is the  3500  's line
-----------------------------
NNP: 0.017534722222222222
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VBN: 0.005729166666666666
VBG: 0.012326388888888888
VBD: 0.018055555555555554
VBZ: 0.016666666666666666
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It is the  3550  's line
-----------------------------
NNP: 0.01749523644552226
NNS: 0.016629135631387494
VBN: 0.005716265373289451
VBG: 0.012298631560713667
VBD: 0.018014896934003117
VBZ: 0.016629135631387494
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It is the  3600  's line
-----------------------------
NNP: 0.017359917497421794
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VBN: 0.005672052251632863
VBG: 0.012375386730835339
VBD: 0.0178755586112066
VBZ: 0.016500515641113784
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It is the  3650  's line
-----------------------------
NNP: 0.017466508394098693
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VBN: 0.005765643547566559
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VBD: 0.017975241648295743
VBZ: 0.016788197388502627
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It is the  3700  's line
-----------------------------
NNP: 0.017546791443850268
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VBN: 0.005681818181818182
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VBZ: 0.016544117647058824
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It is the  3750  's line
-----------------------------
NNP: 0.017509084902543774
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VBN: 0.0056161215725140405
VBG: 0.012223323422530559
VBD: 0.018334985133795837
VBZ: 0.016518004625041296
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It is the  3800  's line
-----------------------------
NNP: 0.01762114537444934
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VBZ: 0.016642192853646598
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It is the  3850  's line
-----------------------------
NNP: 0.01726894787336105
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VBZ: 0.01646945954589063
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It is the  3900  's line
-----------------------------
NNP: 0.016962462698288047
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VBN: 0.005811214072561646
VBG: 0.011936547824721219
VBD: 0.019161300455473537
VBZ: 0.01617716349929323
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It is the  3950  's line
-----------------------------
NNP: 0.016835541699142635
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VBD: 0.019017926734216678
VBZ: 0.01652377240841777
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It is the  4000  's line
-----------------------------
NNP: 0.016827290806180204
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VBN: 0.005813064096680434
VBG: 0.012085054306256693
VBD: 0.01896894599969405
VBZ: 0.016521340064249657
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It is the  4050  's line
-----------------------------
NNP: 0.016722408026755852
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VBN: 0.005776831863788386
VBG: 0.012009729401033748
VBD: 0.018850714502888416
VBZ: 0.0164183642444512
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It is the  4100  's line
-----------------------------
NNP: 0.016568047337278107
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VBN: 0.0057692307692307696
VBG: 0.011686390532544378
VBD: 0.01982248520710059
VBZ: 0.016124260355029587
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It is the  4150  's line
-----------------------------
NNP: 0.016827626573017267
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VBN: 0.005853087503658179
VBG: 0.011559847819724904
VBD: 0.0196078431372549
VBZ: 0.016095990635059995
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It is the  4200  's line
-----------------------------
NNP: 0.016775126536514823
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VBN: 0.005784526391901663
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VBD: 0.019667389732465655
VBZ: 0.016052060737527116
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It is the  4250  's line
-----------------------------
NNP: 0.016652311225954636
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VBN: 0.005742176284811944
VBG: 0.011484352569623888
VBD: 0.019666953775480906
VBZ: 0.015934539190353144
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It is the  4300  's line
-----------------------------
NNP: 0.016418966737438076
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VBN: 0.005803255484784147
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VBZ: 0.015711252653927813
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It is the  4350  's line
-----------------------------
NNP: 0.016491963661774984
NNS: 0.01453529000698812
VBN: 0.00573025856044724
VBG: 0.011879804332634521
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VBZ: 0.01551362683438155
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It is the  4400  's line
-----------------------------
NNP: 0.016517549896765314
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VBN: 0.005643496214728149
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VBZ: 0.015554026152787337
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It is the  4450  's line
-----------------------------
NNP: 0.016339869281045753
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VBN: 0.005718954248366013
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VBD: 0.0196078431372549
VBZ: 0.015386710239651416
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It is the  4500  's line
-----------------------------
NNP: 0.016375838926174495
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VBN: 0.0057718120805369125
VBG: 0.011543624161073825
VBD: 0.019328859060402683
VBZ: 0.015570469798657718
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It is the  4550  's line
-----------------------------
NNP: 0.016779864163004393
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VBN: 0.0057264615794380075
VBG: 0.011586096683979225
VBD: 0.019176987614862164
VBZ: 0.01558130243707551
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It is the  4600  's line
-----------------------------
NNP: 0.01671530910055718
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VBN: 0.005704430883523481
VBG: 0.011541522950384717
VBD: 0.01923587158397453
VBZ: 0.01552135845051738
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It is the  4650  's line
-----------------------------
NNP: 0.016329704510108865
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VBG: 0.011404872991187144
VBD: 0.01918092275790565
VBZ: 0.015292897874546397
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It is the  4700  's line
-----------------------------
NNP: 0.01687332225488943
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VBN: 0.005880097149431164
VBG: 0.011504537901060975
VBD: 0.019046401636200947
VBZ: 0.015467212066981977
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It is the  4750  's line
-----------------------------
NNP: 0.016972592406336435
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VBD: 0.018984158913754087
VBZ: 0.015715363339200403
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It is the  4800  's line
-----------------------------
NNP: 0.017116441779110446
NNS: 0.01424287856071964
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VBD: 0.01899050474762619
VBZ: 0.015617191404297851
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It is the  4850  's line
-----------------------------
NNP: 0.01707709441900755
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VBD: 0.018809553273109764
VBZ: 0.015839623808934538
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It is the  4900  's line
-----------------------------
NNP: 0.016976062530532486
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VBN: 0.005740107474352711
VBG: 0.011358085002442599
VBD: 0.018685881778212017
VBZ: 0.015999022960429897
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It is the  4950  's line
-----------------------------
NNP: 0.016873027433843165
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VBN: 0.005826656955571741
VBG: 0.011289147851420248
VBD: 0.018572469045884922
VBZ: 0.015901917941247876
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It is the  5000  's line
-----------------------------
NNP: 0.01693490271438866
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VBN: 0.005765073264472736
VBG: 0.011410040835935623
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VBZ: 0.015974057170309874
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It is the  5050  's line
-----------------------------
NNP: 0.01683984235041204
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VBN: 0.00573271228950197
VBG: 0.01146542457900394
VBD: 0.01827302042278753
VBZ: 0.01588439030216171
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It is the  5100  's line
-----------------------------
NNP: 0.016785714285714286
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VBN: 0.005714285714285714
VBG: 0.011428571428571429
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VBZ: 0.015833333333333335
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It is the  5150  's line
-----------------------------
NNP: 0.016717683070402636
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VBG: 0.011655286084294796
VBD: 0.01824817518248175
VBZ: 0.016129032258064516
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It is the  5200  's line
-----------------------------
NNP: 0.016713417484805985
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VBG: 0.01168770453482936
VBD: 0.0182328190743338
VBZ: 0.016245909303412808
--------------------------------
It is the  5250  's line
-----------------------------
NNP: 0.016829971181556196
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VBN: 0.005763688760806916
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VBD: 0.018213256484149856
VBZ: 0.016138328530259365
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It is the  5300  's line
-----------------------------
NNP: 0.01683270353830299
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VBZ: 0.01603114622695523
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It is the  5350  's line
-----------------------------
NNP: 0.01691451924168464
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VBZ: 0.01589283687138154
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It is the  5400  's line
-----------------------------
NNP: 0.017067145744441948
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VBZ: 0.01616887491578711
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It is the  5450  's line
-----------------------------
NNP: 0.017170710091946383
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VBZ: 0.016173701118865624
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It is the  5500  's line
-----------------------------
NNP: 0.017036711365135196
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VBZ: 0.016157397230160474
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It is the  5550  's line
-----------------------------
NNP: 0.01693443334780721
NNS: 0.014329135909683021
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VBZ: 0.01617455492835432
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It is the  5600  's line
-----------------------------
NNP: 0.016887167903624826
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VBZ: 0.016456921587608905
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It is the  5650  's line
-----------------------------
NNP: 0.016827438370846732
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VBZ: 0.01639871382636656
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It is the  5700  's line
-----------------------------
NNP: 0.017234087544935505
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VBZ: 0.016493973355889195
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It is the  5750  's line
-----------------------------
NNP: 0.018071659876736656
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VBZ: 0.01629583202757756
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It is the  5800  's line
-----------------------------
NNP: 0.017871900826446283
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VBZ: 0.016322314049586777
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It is the  5850  's line
-----------------------------
NNP: 0.017871815940838125
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VBZ: 0.016433853738701727
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It is the  5900  's line
-----------------------------
NNP: 0.01782258885833588
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It is the  5950  's line
-----------------------------
NNP: 0.01797253634894992
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VBZ: 0.016558966074313407
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It is the  6000  's line
-----------------------------
NNP: 0.018178166114291454
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VBZ: 0.016571256402530883
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It is the  6050  's line
-----------------------------
NNP: 0.018201710761885818
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VBZ: 0.016411378555798686
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It is the  6100  's line
-----------------------------
NNP: 0.018359490672194254
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VBD: 0.019938801697759353
VBZ: 0.016385351890237883
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It is the  6150  's line
-----------------------------
NNP: 0.018471709119191132
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VBZ: 0.016430099163912113
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It is the  6200  's line
-----------------------------
NNP: 0.01850067450375795
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VBZ: 0.016284447870495277
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It is the  6250  's line
-----------------------------
NNP: 0.018427872156636913
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VBZ: 0.016220366637873115
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It is the  6300  's line
-----------------------------
NNP: 0.018304890838020782
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VBZ: 0.01630279340261226
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It is the  6350  's line
-----------------------------
NNP: 0.01805189921022941
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VBZ: 0.016547574276043624
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It is the  6400  's line
-----------------------------
NNP: 0.018102080806195762
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VBZ: 0.016515815993281703
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It is the  6450  's line
-----------------------------
NNP: 0.018114259173246633
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VBZ: 0.01644217371110079
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It is the  6500  's line
-----------------------------
NNP: 0.01811292856482765
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VBZ: 0.01635708344884946
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It is the  6550  's line
-----------------------------
NNP: 0.018032036613272313
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VBZ: 0.01620137299771167
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It is the  6600  's line
-----------------------------
NNP: 0.01789444999545826
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VBZ: 0.01625942410754837
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It is the  6650  's line
-----------------------------
NNP: 0.017877998382894618
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VBZ: 0.016530410565088492
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It is the  6700  's line
-----------------------------
NNP: 0.017779358165170237
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VBZ: 0.01653480309360832
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It is the  6750  's line
-----------------------------
NNP: 0.017691287041132243
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VBZ: 0.01662980981866431
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It is the  6800  's line
-----------------------------
NNP: 0.017811704834605598
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VBD: 0.020707203650083356
VBZ: 0.016671053786084057
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It is the  6850  's line
-----------------------------
NNP: 0.018258913118726204
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VBD: 0.02068189685012115
VBZ: 0.0165282104534441
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It is the  6900  's line
-----------------------------
NNP: 0.01867077766358342
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VBG: 0.010962658444672833
VBD: 0.020897567660157587
VBZ: 0.01661527920520726
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It is the  6950  's line
-----------------------------
NNP: 0.018717709833149826
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VBD: 0.020835097823325145
VBZ: 0.016600321842974507
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It is the  7000  's line
-----------------------------
NNP: 0.01871433366901645
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VBN: 0.0062101376300772075
VBG: 0.0108257804632427
VBD: 0.021064115474991606
VBZ: 0.016532393420610945
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It is the  7050  's line
-----------------------------
NNP: 0.018574046310178245
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VBG: 0.010911211061136098
VBD: 0.02115608862235549
VBZ: 0.01699150424787606
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It is the  7100  's line
-----------------------------
NNP: 0.01847249834327369
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VBN: 0.00621272365805169
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VBD: 0.021040424121935058
VBZ: 0.017064280980781974
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It is the  7150  's line
-----------------------------
NNP: 0.01835542019919335
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VBN: 0.006173347600625566
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VBD: 0.020989381842126925
VBZ: 0.017285373281751584
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It is the  7200  's line
-----------------------------
NNP: 0.018404907975460124
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VBN: 0.006134969325153374
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VBD: 0.020858895705521473
VBZ: 0.01734151329243354
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It is the  7250  's line
-----------------------------
NNP: 0.018468578900057205
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VBD: 0.02083844079431233
VBZ: 0.017324507640761624
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It is the  7300  's line
-----------------------------
NNP: 0.018391927083333332
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VBN: 0.006103515625
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VBD: 0.020833333333333332
VBZ: 0.017415364583333332
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It is the  7350  's line
-----------------------------
NNP: 0.018545513443472626
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VBD: 0.020813087139617752
VBZ: 0.017411726595400065
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It is the  7400  's line
-----------------------------
NNP: 0.018563357546408393
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VBZ: 0.01735270379338176
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It is the  7450  's line
-----------------------------
NNP: 0.01862705740666399
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VBZ: 0.017342432757928544
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It is the  7500  's line
-----------------------------
NNP: 0.018518518518518517
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VBZ: 0.017485296455253537
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It is the  7550  's line
-----------------------------
NNP: 0.0185302002838669
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VBZ: 0.01742627345844504
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It is the  7600  's line
-----------------------------
NNP: 0.01831359102244389
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VBG: 0.011066084788029925
VBD: 0.020807356608478805
VBZ: 0.01753428927680798
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It is the  7650  's line
-----------------------------
NNP: 0.018328673501087293
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VBD: 0.020891581236408822
VBZ: 0.017474370922646785
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It is the  7700  's line
-----------------------------
NNP: 0.018260266584482626
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VBD: 0.020802835349410586
VBZ: 0.017566838739502273
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It is the  7750  's line
-----------------------------
NNP: 0.01839503334099793
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VBG: 0.010960374032344601
VBD: 0.02077105848087683
VBZ: 0.01755192764620219
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It is the  7800  's line
-----------------------------
NNP: 0.0183094293561184
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VBG: 0.010909368324687214
VBD: 0.020674397314617027
VBZ: 0.017546536466280134
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It is the  7850  's line
-----------------------------
NNP: 0.018363939899833055
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VBD: 0.020716345424191835
VBZ: 0.01768098345727728
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It is the  7900  's line
-----------------------------
NNP: 0.01834448537703932
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VBD: 0.020675137207728744
VBZ: 0.0176678445229682
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It is the  7950  's line
-----------------------------
NNP: 0.018572387558737972
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VBZ: 0.017901096442157084
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It is the  8000  's line
-----------------------------
NNP: 0.018497882772453754
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VBD: 0.020652254661615035
VBZ: 0.017829284599955426
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It is the  8050  's line
-----------------------------
NNP: 0.018508959516259863
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VBD: 0.020647444878696262
VBZ: 0.01777155077059214
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It is the  8100  's line
-----------------------------
NNP: 0.018462670099301214
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VBD: 0.020595807282089002
VBZ: 0.0178742184626701
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It is the  8150  's line
-----------------------------
NNP: 0.018676588604362734
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VBN: 0.005909389363099146
VBG: 0.010797402786897206
VBD: 0.02042751878602174
VBZ: 0.017801123513533232
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It is the  8200  's line
-----------------------------
NNP: 0.018603299178838746
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VBG: 0.010755032337766151
VBD: 0.02042002761427222
VBZ: 0.01780393866724802
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It is the  8250  's line
-----------------------------
NNP: 0.018510484454085322
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VBG: 0.010773680404916847
VBD: 0.020607375271149676
VBZ: 0.017715112075198842
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It is the  8300  's line
-----------------------------
NNP: 0.018758085381630013
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VBN: 0.005965214891476211
VBG: 0.010708638781083801
VBD: 0.020482966796032773
VBZ: 0.017823774615495183
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It is the  8350  's line
-----------------------------
NNP: 0.018838304552590265
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VBN: 0.005922648779791637
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VBZ: 0.01783930355358927
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It is the  8400  's line
-----------------------------
NNP: 0.01886255249483949
NNS: 0.012954658694569009
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VBD: 0.02042850024912805
VBZ: 0.018008399174318457
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It is the  8450  's line
-----------------------------
NNP: 0.019089884474499857
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VBG: 0.010777683854606932
VBD: 0.02028740490278952
VBZ: 0.017962806424344887
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It is the  8500  's line
-----------------------------
NNP: 0.01901565995525727
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VBN: 0.006012304250559284
VBG: 0.010766219239373601
VBD: 0.02041387024608501
VBZ: 0.017897091722595078
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It is the  8550  's line
-----------------------------
NNP: 0.019097222222222224
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VBD: 0.020555555555555556
VBZ: 0.017847222222222223
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It is the  8600  's line
-----------------------------
NNP: 0.01900172117039587
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VBD: 0.020516351118760757
VBZ: 0.017900172117039585
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It is the  8650  's line
-----------------------------
NNP: 0.018835733296935782
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VBN: 0.006073841534156828
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VBD: 0.020610113969835527
VBZ: 0.01781205213949362
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It is the  8700  's line
-----------------------------
NNP: 0.01881811412712381
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VBN: 0.006024504163000067
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VBD: 0.020645772693427197
VBZ: 0.01773505719894402
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It is the  8750  's line
-----------------------------
NNP: 0.01871927816308666
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VBD: 0.02053733755302673
VBZ: 0.017843916234596996
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It is the  8800  's line
-----------------------------
NNP: 0.018856569709127382
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VBG: 0.011099966566365764
VBD: 0.02039451688398529
VBZ: 0.017987295218990305
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It is the  8850  's line
-----------------------------
NNP: 0.01889177143617375
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VBG: 0.011108893767045833
VBD: 0.02042173884121599
VBZ: 0.018027007250715092
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It is the  8900  's line
-----------------------------
NNP: 0.018945416004239532
NNS: 0.013116057233704292
VBN: 0.006094329623741388
VBG: 0.011128775834658187
VBD: 0.02033651298357181
VBZ: 0.018018018018018018
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It is the  8950  's line
-----------------------------
NNP: 0.019367588932806323
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VBN: 0.006060606060606061
VBG: 0.011067193675889328
VBD: 0.020223978919631094
VBZ: 0.018115942028985508
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It is the  9000  's line
-----------------------------
NNP: 0.01923580214603507
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VBN: 0.006019366657942947
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VBD: 0.02015179272441769
VBZ: 0.018254383669196544
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It is the  9050  's line
-----------------------------
NNP: 0.01920072897682895
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VBN: 0.005988023952095809
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VBZ: 0.01822442072376985
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It is the  9100  's line
-----------------------------
NNP: 0.019183408943616333
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VBN: 0.006027219701879456
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VBD: 0.020220349967595592
VBZ: 0.018211276733635776
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It is the  9150  's line
-----------------------------
NNP: 0.019097222222222224
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VBN: 0.005979938271604938
VBG: 0.011123971193415638
VBD: 0.020190329218106994
VBZ: 0.01819701646090535
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It is the  9200  's line
-----------------------------
NNP: 0.019095669945076
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VBZ: 0.018073828075105377
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It is the  9250  's line
-----------------------------
NNP: 0.01901743264659271
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VBZ: 0.017939778129952455
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It is the  9300  's line
-----------------------------
NNP: 0.019041614123581338
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VBD: 0.02030264817150063
VBZ: 0.018032786885245903
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It is the  9350  's line
-----------------------------
NNP: 0.019069125580228326
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VBZ: 0.017940032618241123
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It is the  9400  's line
-----------------------------
NNP: 0.019042877590391437
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VBD: 0.020100815234302072
VBZ: 0.01792270832036841
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It is the  9450  's line
-----------------------------
NNP: 0.01907238838318162
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VBD: 0.020063161805684564
VBZ: 0.018019691621772246
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It is the  9500  's line
-----------------------------
NNP: 0.019058779991364953
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VBD: 0.0201690001850367
VBZ: 0.0181335964966385
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It is the  9550  's line
-----------------------------
NNP: 0.01900369003690037
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VBZ: 0.01814268142681427
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It is the  9600  's line
-----------------------------
NNP: 0.019014905232165858
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VBD: 0.020118996503710972
VBZ: 0.01815616757651966
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It is the  9650  's line
-----------------------------
NNP: 0.019058637276989587
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VBZ: 0.018145284052852706
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It is the  9700  's line
-----------------------------
NNP: 0.019044153323629305
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VBZ: 0.018134400776322175
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It is the  9750  's line
-----------------------------
NNP: 0.019029783120884432
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VBZ: 0.018123602972270888
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It is the  9800  's line
-----------------------------
NNP: 0.018977839168818688
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VBZ: 0.01807699237283046
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It is the  9850  's line
-----------------------------
NNP: 0.018878069179759843
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VBZ: 0.017981958300973773
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It is the  9900  's line
-----------------------------
NNP: 0.018854457859989293
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VBZ: 0.017962291084280022
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It is the  9950  's line
-----------------------------
NNP: 0.018833283979863783
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VBZ: 0.017885697364524725
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It is the  10000  's line
-----------------------------
NNP: 0.018900242159352668
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VBN: 0.006142578701789617
VBG: 0.011635461579351485
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VBZ: 0.01783710353788908
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It is the  10050  's line
-----------------------------
NNP: 0.01921607803960745
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VBZ: 0.017982017982017984
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It is the  10100  's line
-----------------------------
NNP: 0.01928600738613049
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VBD: 0.020282548801219297
VBZ: 0.017996365554839088
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It is the  10150  's line
-----------------------------
NNP: 0.019301203418405907
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VBG: 0.011627230974943318
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VBZ: 0.017964071856287425
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It is the  10200  's line
-----------------------------
NNP: 0.01926536296640167
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VBD: 0.020425927000522252
VBZ: 0.01798874252886903
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It is the  10250  's line
-----------------------------
NNP: 0.019357448283832197
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VBZ: 0.018028429446434763
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It is the  10300  's line
-----------------------------
NNP: 0.0195323720342391
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VBD: 0.020336646176825415
VBZ: 0.018038720055150226
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It is the  10350  's line
-----------------------------
NNP: 0.019438568406609114
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VBZ: 0.018009261906123147
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It is the  10400  's line
-----------------------------
NNP: 0.019414711910726485
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VBZ: 0.017991345934866773
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It is the  10450  's line
-----------------------------
NNP: 0.019409234947940245
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VBZ: 0.01805115436849253
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It is the  10500  's line
-----------------------------
NNP: 0.01931741383194413
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VBD: 0.020387474656454158
VBZ: 0.018022077044379366
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It is the  10550  's line
-----------------------------
NNP: 0.01945873406396779
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VBZ: 0.01806083650190114
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It is the  10600  's line
-----------------------------
NNP: 0.01935483870967742
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VBZ: 0.018020022246941044
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It is the  10650  's line
-----------------------------
NNP: 0.019324473975636768
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VBD: 0.020210409745293468
VBZ: 0.01816168327796235
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It is the  10700  's line
-----------------------------
NNP: 0.01934022213626568
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VBD: 0.020169088799248495
VBZ: 0.018124551030557552
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It is the  10750  's line
-----------------------------
NNP: 0.019372592184920198
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VBD: 0.020143093010456796
VBZ: 0.018106769400110072
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It is the  10800  's line
-----------------------------
NNP: 0.019547719432732848
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VBN: 0.006351639927722718
VBG: 0.011334391939987953
VBD: 0.02004051908229754
VBZ: 0.018178831517275364
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It is the  10850  's line
-----------------------------
NNP: 0.019473081328751432
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VBG: 0.011400207276495936
VBD: 0.019963999345442643
VBZ: 0.018163966617574866
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It is the  10900  's line
-----------------------------
NNP: 0.019479812819675698
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VBD: 0.01996952878441615
VBZ: 0.01811949069539667
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It is the  10950  's line
-----------------------------
NNP: 0.01964179427520156
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VBZ: 0.0181808343704345
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It is the  11000  's line
-----------------------------
NNP: 0.019593067068575734
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VBN: 0.006297771557756487
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VBD: 0.02002368392722575
VBZ: 0.018193562277963184
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It is the  11050  's line
-----------------------------
NNP: 0.019569996246850036
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VBD: 0.02005254409951209
VBZ: 0.01817596911693743
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It is the  11100  's line
-----------------------------
NNP: 0.019528115135626772
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VBN: 0.006259697180461185
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VBD: 0.020170135359263815
VBZ: 0.018190573003049597
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It is the  11150  's line
-----------------------------
NNP: 0.019510369895231985
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VBN: 0.0062540089801154585
VBG: 0.011385503527902501
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VBZ: 0.01817404319007911
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It is the  11200  's line
-----------------------------
NNP: 0.01942365865308072
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VBD: 0.02027278034283288
VBZ: 0.018309186435281007
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It is the  11250  's line
-----------------------------
NNP: 0.019422099915325994
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VBG: 0.01132514817950889
VBD: 0.020268839966130398
VBZ: 0.01825783234546994
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It is the  11300  's line
-----------------------------
NNP: 0.01949317738791423
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VBN: 0.006216743058848322
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VBD: 0.020178072809651757
VBZ: 0.018334123597281492
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It is the  11350  's line
-----------------------------
NNP: 0.019435276861019434
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VBG: 0.011472575829011473
VBD: 0.02022106972602022
VBZ: 0.018387553041018388
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It is the  11400  's line
-----------------------------
NNP: 0.019470689565172
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VBD: 0.020201492926867463
VBZ: 0.018426684762749907
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It is the  11450  's line
-----------------------------
NNP: 0.019511941308080545
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VBG: 0.011499037410895469
VBD: 0.020136323429939124
VBZ: 0.01857536812529268
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It is the  11500  's line
-----------------------------
NNP: 0.019435542230952136
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VBN: 0.006151142355008787
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VBZ: 0.01845342706502636
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It is the  11550  's line
-----------------------------
NNP: 0.01937744794887652
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VBZ: 0.0183982683982684
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It is the  11600  's line
-----------------------------
NNP: 0.019326395652842568
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VBN: 0.00610037422463731
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VBD: 0.02035166863177321
VBZ: 0.018454913620751526
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It is the  11650  's line
-----------------------------
NNP: 0.019335748176113464
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VBD: 0.020305086475179836
VBZ: 0.01841742768226111
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It is the  11700  's line
-----------------------------
NNP: 0.01932367149758454
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VBN: 0.006102212051868803
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VBD: 0.020340706839562676
VBZ: 0.018459191456903126
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It is the  11750  's line
-----------------------------
NNP: 0.019260986365249127
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VBD: 0.020325409295960262
VBZ: 0.01850068427188403
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It is the  11800  's line
-----------------------------
NNP: 0.019253120420435595
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VBD: 0.020263782909697308
VBZ: 0.018444590429026228
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It is the  11850  's line
-----------------------------
NNP: 0.019295512788302095
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VBN: 0.006080096477563942
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VBD: 0.02025023868147329
VBZ: 0.018441284357569972
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It is the  11900  's line
-----------------------------
NNP: 0.01922595503930306
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VBD: 0.020177239273018576
VBZ: 0.018575076353076654
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It is the  11950  's line
-----------------------------
NNP: 0.019241313992323414
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VBD: 0.020088729375405016
VBZ: 0.01854344250037386
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It is the  12000  's line
-----------------------------
NNP: 0.019315755499280003
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VBD: 0.020110233874571726
VBZ: 0.018620586920899747
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It is the  12050  's line
-----------------------------
NNP: 0.019309595535582005
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VBD: 0.02009975801274137
VBZ: 0.018519433058422637
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It is the  12100  's line
-----------------------------
NNP: 0.019323433965975023
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VBN: 0.006096961353132068
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VBD: 0.02015930769987216
VBZ: 0.018585898318418722
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It is the  12150  's line
-----------------------------
NNP: 0.01945124938755512
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VBD: 0.02013718765311122
VBZ: 0.018618324350808426
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It is the  12200  's line
-----------------------------
NNP: 0.01952076521399639
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VBD: 0.02005758625738129
VBZ: 0.01859352886633156
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It is the  12250  's line
-----------------------------
NNP: 0.019458092134066254
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VBD: 0.020139125358758572
VBZ: 0.018679768448703605
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It is the  12300  's line
-----------------------------
NNP: 0.01941982662598673
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VBN: 0.006005133420504625
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VBD: 0.020049397065233183
VBZ: 0.01864497070076033
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It is the  12350  's line
-----------------------------
NNP: 0.019471756313861575
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VBN: 0.006121071910545595
VBG: 0.011326392905340274
VBD: 0.020001927896664738
VBZ: 0.0186524002313476
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It is the  12400  's line
-----------------------------
NNP: 0.01938912294140176
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VBN: 0.006080045959402528
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VBD: 0.02005936422826503
VBZ: 0.018718881654538493
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It is the  12450  's line
-----------------------------
NNP: 0.01941561857395629
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VBG: 0.011429391229496438
VBD: 0.020037300942087895
VBZ: 0.018746114485199177
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It is the  12500  's line
-----------------------------
NNP: 0.019340701219512195
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VBD: 0.020007621951219513
VBZ: 0.01872141768292683
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It is the  12550  's line
-----------------------------
NNP: 0.0193057536852116
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VBD: 0.020019020446980503
VBZ: 0.01873514027579648
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It is the  12600  's line
-----------------------------
NNP: 0.019280083578687435
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VBZ: 0.018710228891632635
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It is the  12650  's line
-----------------------------
NNP: 0.0192635365391897
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VBG: 0.011359333585762969
VBD: 0.019973494888299886
VBZ: 0.01869556985990155
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It is the  12700  's line
-----------------------------
NNP: 0.01933207902163688
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VBD: 0.020037629350893697
VBZ: 0.018673565380997178
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It is the  12750  's line
-----------------------------
NNP: 0.019504876219054765
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VBD: 0.020114403600900225
VBZ: 0.018754688672168042
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It is the  12800  's line
-----------------------------
NNP: 0.01943743575366788
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VBD: 0.020138304831324175
VBZ: 0.018736566676011587
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It is the  12850  's line
-----------------------------
NNP: 0.019491998511350948
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VBZ: 0.018747673985857832
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It is the  12900  's line
-----------------------------
NNP: 0.019470585508321356
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VBG: 0.011311483009596217
VBD: 0.02007324648834083
VBZ: 0.018728848917528164
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It is the  12950  's line
-----------------------------
NNP: 0.019420169232903316
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VBD: 0.020021269709159847
VBZ: 0.018680353262126047
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It is the  13000  's line
-----------------------------
NNP: 0.019414341710860043
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VBG: 0.011390362001383445
VBD: 0.020244408577357622
VBZ: 0.018676504496195526
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It is the  13050  's line
-----------------------------
NNP: 0.01946617579383341
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VBD: 0.02024850437183617
VBZ: 0.01863782788771284
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It is the  13100  's line
-----------------------------
NNP: 0.019695161142227528
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VBN: 0.005922321182627858
VBG: 0.011339638233403728
VBD: 0.020200165274079515
VBZ: 0.018639243411991552
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It is the  13150  's line
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VBZ: 0.01866166582811142
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It is the  13200  's line
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NNP: 0.020034684191310697
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VBZ: 0.018619934282584884
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It is the  13250  's line
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NNP: 0.019965435692195742
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VBZ: 0.018692013825723122
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It is the  13300  's line
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NNP: 0.02006068016120998
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It is the  13350  's line
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NNP: 0.020148749154834347
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VBZ: 0.01875140860942078
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It is the  13400  's line
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NNP: 0.020035858359480054
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VBZ: 0.018870461676378306
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It is the  13450  's line
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NNP: 0.02002503128911139
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It is the  13500  's line
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VBZ: 0.018954598162518956
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It is the  13550  's line
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NNP: 0.019939469467687376
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It is the  13600  's line
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It is the  13650  's line
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NNP: 0.019895658325227696
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It is the  13700  's line
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It is the  13750  's line
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It is the  13800  's line
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VBZ: 0.019076437310880146
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It is the  13850  's line
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NNP: 0.019816272965879265
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It is the  13900  's line
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NNP: 0.019826571963919997
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VBZ: 0.018998649178613446
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It is the  13950  's line
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NNP: 0.01977401129943503
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VBZ: 0.018948283355063017
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It is the  14000  's line
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NNP: 0.019757036012277896
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VBZ: 0.018849163460291384
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It is the  14050  's line
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NNP: 0.019774254695846975
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VBZ: 0.018826469067723593
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It is the  14100  's line
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VBZ: 0.018781158672855423
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It is the  14150  's line
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NNP: 0.019758601434646278
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VBZ: 0.018770671362913965
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It is the  14200  's line
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VBZ: 0.01871360054813292
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It is the  14250  's line
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NNP: 0.01971326164874552
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VBZ: 0.018731865506059056
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It is the  14300  's line
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NNP: 0.019781341727995914
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VBZ: 0.018760369251712258
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It is the  14350  's line
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NNP: 0.01975329574837862
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It is the  14400  's line
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VBZ: 0.018715332175974934
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It is the  14450  's line
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NNP: 0.01968071627671256
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It is the  14500  's line
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NNP: 0.01962105263157895
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VBZ: 0.018694736842105264
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It is the  14550  's line
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VBZ: 0.018671243772763427
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It is the  14600  's line
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NNP: 0.019523591005798674
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VBZ: 0.018730966584623088
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It is the  14650  's line
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VBZ: 0.01869780196950181
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It is the  14700  's line
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VBZ: 0.018739916435692713
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It is the  14750  's line
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NNP: 0.0197119341563786
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It is the  14800  's line
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VBZ: 0.018760262725779967
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It is the  14850  's line
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VBZ: 0.018835476209974614
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It is the  14900  's line
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NNP: 0.019793494674121535
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VBZ: 0.018773211443496713
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It is the  14950  's line
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NNP: 0.01977458599503601
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VBZ: 0.018716686332750133
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It is the  15000  's line
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NNP: 0.019713625116618668
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VBN: 0.006003326167200746
VBG: 0.01087088792439054
VBD: 0.020524885409483634
VBZ: 0.018740112765180707
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It is the  15050  's line
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NNP: 0.019782353655083136
NNS: 0.012217322707229257
VBN: 0.005987297220761358
VBG: 0.010922771956794369
VBD: 0.02051053845220276
VBZ: 0.01877098588130588
>>> 
'''
