10.16. 🤔 Exploring Common Words and SETI

Many projects require the use of a list of words. In this project we will answer a few interesting questions about words in the english language making use of a list of the 5000 most common words. This particular list list of words is based on analyzing over 450 million words from magazines, newspapers, works of fiction and academic writing. It is highly representative of the english language. the list we will be using is kindly made available from the Word Frequency data project.

Now you may be wondering about the rest of the title for this section. What do common words and the search for extra terrestrial intelligence have to do with one another? A linguistic relationship called Zipf’s Law appears to be one of the conditions for complex communications. A simple way to describe Zipf’s law is to say that words are not evenly distributed across texts; but rather a few words are very common and a lot of words are very rare. There is a nice straight line plotted on a log-log scale that links the common and the rare words. The slope of this line is approximately -1.

In fact if you study the signal systems for a different samples you will see that human communication follows this law as does the communication for Bottlenose Dolphins, Humpback Whales, and adult Squirrel Monkeys. The darn Chipmunks that torment me in the summer time are close but not quite in the range.

In this lab we will answer the following questions to help us explore Zipf’s Law.

  1. What are the 10 most commonly used words?
  2. How does the frequency of usage of the most common words compare to the least?
  3. What percentage of usage do the top 25 most common words represent?
  4. To see if this set of words follow Zipf’s law we’ll create a plot of the log of frequency versus the log of the rank. Then we will use the Altair package to plot the graph.

Here are some other Fun questions we can explore once we’ve completed the first four.

  1. Which of the words when spelled forward are also on the list when spelled backward? For example ‘pot’ is one of the most common words and when you spell pot backwards you get ‘top’ which is also on the list.
  2. How many new words can be reversed if you you add an ‘s’ on the end? For example adding an ‘s’ to the end of ‘pot’ gives you ‘stop’ when reversed which is definitely on the list.
  3. are nouns more common than verbs in the list?

10.16.1. Reading the data

The words from our list are in order from most frequently used to least where the rank order is a function of both frequency and “dispersion”, which measures how evenly the word is spread across the corpus (1 = most evenly distributed; 0 = appears irregularly in few texts). This means that its not the frequency column does not go perfectly from highest to lowest, there may be some cases where the frequency is high but the dispersion is low. For example the word ‘re’ has a frequency of 15,773 but a dispersion of only .47 its primarily used in legal writing not in writing for the general public.

Each word also has a part of speech which will be one of

  • ‘a’ - article
  • ‘v’ - verb
  • ‘c’ - conjunction
  • ‘i’ - preposition
  • ‘t’ - infinitive (to)
  • ‘p’ - pronoun
  • ‘d’ - pronoun
  • ‘x’ - not or n’t
  • ‘r’ - adverb
  • ‘m’ - number
  • ‘n’ - noun
  • ‘e’ - there
  • ‘j’ - adjective
  • ‘u’ - interjection

The data is a CSV file (Comma Separated Values). You can see the columns below.

Data file: words5000.csv
Rank,Word,Part of speech,Frequency,Dispersion
1,the,a,22038615,0.98
2,be,v,12545825,0.97
3,and,c,10741073,0.99
4,of,i,10343885,0.97
5,a,a,10144200,0.98
6,in,i,6996437,0.98
7,to,t,6332195,0.98
8,have,v,4303955,0.97
9,to,i,3856916,0.99
10,it,p,3872477,0.96
11,I,p,3978265,0.93
12,that,c,3430996,0.97
13,for,i,3281454,0.98
14,you,p,3081151,0.92
15,he,p,2909254,0.94
16,with,i,2683014,0.99
17,on,i,2485306,0.99
18,do,v,2573587,0.95
19,say,v,1915138,0.95
20,this,d,1885366,0.96
21,they,p,1865580,0.96
22,at,i,1767638,0.98
23,but,c,1776767,0.97
24,we,p,1820935,0.94
25,his,a,1801708,0.95
26,from,i,1635914,0.99
27,that,d,1712406,0.94
28,not,x,1638830,0.98
29,n't,x,1619007,0.97
30,by,i,1490548,0.96
31,she,p,1484869,0.91
32,or,c,1379320,0.97
33,as,c,1296879,0.98
34,what,d,1181023,0.94
35,go,v,1151045,0.93
36,their,a,1083029,0.97
37,can,v,1022775,0.98
38,who,p,1018283,0.97
39,get,v,992596,0.94
40,if,c,933542,0.97
41,would,v,925515,0.97
42,her,a,969591,0.91
43,all,d,892102,0.98
44,my,a,919821,0.93
45,make,v,857168,0.98
46,about,i,874406,0.96
47,know,v,892535,0.93
48,will,v,824568,0.97
49,as,i,829018,0.95
50,up,r,795534,0.95
51,one,m,768232,0.98
52,time,n,764657,0.98
53,there,e,784528,0.96
54,year,n,769254,0.96
55,so,r,756550,0.95
56,think,v,772787,0.91
57,when,c,678626,0.98
58,which,d,685982,0.96
59,them,p,677870,0.97
60,some,d,674193,0.98
61,me,p,709623,0.92
62,people,n,691468,0.95
63,take,v,670745,0.97
64,out,r,678603,0.96
65,into,i,668172,0.97
66,just,r,677711,0.94
67,see,v,663645,0.96
68,him,p,677707,0.92
69,your,a,659622,0.94
70,come,v,628254,0.95
71,could,v,617932,0.96
72,now,r,605997,0.94
73,than,c,579757,0.97
74,like,i,568850,0.96
75,other,j,547799,0.97
76,how,r,538893,0.97
77,then,r,543977,0.95
78,its,a,539719,0.96
79,our,a,525107,0.97
80,two,m,511027,0.99
81,more,r,517536,0.97
82,these,d,513864,0.95
83,want,v,514972,0.95
84,way,n,470401,0.98
85,look,v,491707,0.93
86,first,m,463566,0.98
87,also,r,464606,0.96
88,new,j,435993,0.97
89,because,c,438539,0.96
90,day,n,432773,0.97
91,more,d,420170,0.97
92,use,v,420781,0.96
93,no,a,402222,0.98
94,man,n,409760,0.95
95,find,v,395203,0.98
96,here,r,412315,0.93
97,thing,n,400724,0.94
98,give,v,384503,0.98
99,many,d,385348,0.97
100,well,r,411776,0.91
101,only,r,379574,0.98
102,those,d,378007,0.97
103,tell,v,388155,0.94
104,one,p,369553,0.98
105,very,r,391821,0.92
106,her,p,397950,0.89
107,even,r,361067,0.98
108,back,r,367844,0.94
109,any,d,348100,0.98
110,good,j,353973,0.96
111,woman,n,341422,0.98
112,through,i,340921,0.98
113,us,p,351088,0.95
114,life,n,333085,0.98
115,child,n,333849,0.97
116,there,r,333433,0.93
117,work,v,318210,0.98
118,down,r,329409,0.94
119,may,v,324569,0.95
120,after,i,311902,0.98
121,should,v,310265,0.98
122,call,v,308050,0.97
123,world,n,303506,0.97
124,over,i,300349,0.98
125,school,n,304183,0.95
126,still,r,296953,0.97
127,try,v,294023,0.96
128,in,r,285035,0.98
129,as,r,281483,0.98
130,last,m,289843,0.95
131,ask,v,284632,0.96
132,need,v,276744,0.98
133,too,r,280396,0.96
134,feel,v,275214,0.95
135,three,m,266744,0.98
136,when,r,268219,0.97
137,state,n,272193,0.94
138,never,r,262584,0.96
139,become,v,259102,0.97
140,between,i,264158,0.94
141,high,j,255936,0.96
142,really,r,263414,0.91
143,something,p,254910,0.94
144,most,r,246360,0.96
145,another,d,240646,0.98
146,much,d,244507,0.97
147,family,n,243267,0.97
148,own,d,240452,0.98
149,out,i,242443,0.96
150,leave,v,240482,0.96
151,put,v,237480,0.96
152,old,j,236577,0.96
153,while,c,234555,0.97
154,mean,v,242198,0.93
155,on,r,236980,0.95
156,keep,v,231760,0.96
157,student,n,255047,0.88
158,why,r,235442,0.95
159,let,v,240300,0.93
160,great,j,225005,0.97
161,same,d,222836,0.98
162,big,j,227169,0.96
163,group,n,229435,0.93
164,begin,v,218617,0.98
165,seem,v,219627,0.97
166,country,n,223138,0.95
167,help,v,216082,0.98
168,talk,v,229429,0.92
169,where,c,213744,0.98
170,turn,v,221392,0.94
171,problem,n,217728,0.96
172,every,a,212739,0.97
173,start,v,213952,0.96
174,hand,n,225247,0.91
175,might,v,209059,0.98
176,American,j,214968,0.95
177,show,v,208037,0.98
178,part,n,207861,0.98
179,about,r,208550,0.97
180,against,i,204379,0.98
181,place,n,202427,0.98
182,over,r,208260,0.95
183,such,d,207065,0.95
184,again,r,206895,0.94
185,few,d,197266,0.97
186,case,n,200773,0.95
187,most,d,197086,0.96
188,week,n,199268,0.95
189,company,n,203345,0.93
190,where,r,194427,0.96
191,system,n,200175,0.94
192,each,d,196522,0.95
193,right,r,205250,0.9
194,program,n,195985,0.93
195,hear,v,196070,0.93
196,so,c,191893,0.95
197,question,n,192070,0.95
198,during,i,190729,0.95
199,work,n,187533,0.97
200,play,v,188328,0.96
201,government,n,191314,0.94
202,run,v,187325,0.96
203,small,j,185463,0.97
204,number,n,186005,0.96
205,off,r,183854,0.95
206,always,r,179474,0.97
207,move,v,179388,0.97
208,like,v,182341,0.95
209,night,n,184511,0.93
210,live,v,176144,0.98
211,Mr,n,188555,0.91
212,point,n,177481,0.97
213,believe,v,178397,0.96
214,hold,v,177368,0.97
215,today,r,183724,0.93
216,bring,v,174366,0.98
217,happen,v,182714,0.93
218,next,m,176306,0.96
219,without,i,172448,0.98
220,before,i,172769,0.98
221,large,j,175611,0.96
222,all,r,177317,0.93
223,million,m,176895,0.93
224,must,v,171043,0.96
225,home,n,170527,0.96
226,under,i,164766,0.98
227,water,n,167666,0.96
228,room,n,172472,0.92
229,write,v,161824,0.98
230,mother,n,169407,0.93
231,area,n,165812,0.95
232,national,j,166359,0.95
233,money,n,164794,0.95
234,story,n,163582,0.96
235,young,j,160011,0.98
236,fact,n,164401,0.95
237,month,n,162685,0.96
238,different,j,162411,0.96
239,lot,n,169570,0.92
240,right,n,163259,0.95
241,study,n,174069,0.88
242,book,n,154013,0.98
243,eye,n,169150,0.89
244,job,n,154743,0.96
245,word,n,152891,0.97
246,though,c,152182,0.97
247,business,n,154468,0.95
248,issue,n,156417,0.94
249,side,n,152559,0.96
250,kind,n,155032,0.95
251,four,m,150646,0.97
252,head,n,160131,0.91
253,far,r,148621,0.98
254,black,j,150718,0.96
255,long,j,149050,0.97
256,both,d,146338,0.97
257,little,j,149658,0.94
258,house,n,149251,0.94
259,yes,u,157364,0.89
260,after,c,142289,0.98
261,since,c,141264,0.98
262,long,r,142007,0.97
263,provide,v,150879,0.91
264,service,n,146122,0.94
265,around,i,143766,0.96
266,friend,n,142697,0.96
267,important,j,144194,0.95
268,father,n,145051,0.93
269,sit,v,147185,0.92
270,away,r,144713,0.93
271,until,c,140819,0.96
272,power,n,141357,0.95
273,hour,n,138955,0.96
274,game,n,146311,0.92
275,often,r,140731,0.95
276,yet,r,135484,0.98
277,line,n,135986,0.98
278,political,j,144437,0.92
279,end,n,134104,0.98
280,among,i,138192,0.94
281,ever,r,135774,0.96
282,stand,v,140937,0.92
283,bad,j,134910,0.96
284,lose,v,134102,0.97
285,however,r,142282,0.91
286,member,n,134731,0.95
287,pay,v,133133,0.96
288,law,n,133706,0.95
289,meet,v,128737,0.98
290,car,n,133571,0.94
291,city,n,132684,0.95
292,almost,r,127907,0.98
293,include,v,133563,0.93
294,continue,v,126029,0.98
295,set,v,127369,0.97
296,later,r,126495,0.98
297,community,n,133057,0.93
298,much,r,126029,0.98
299,name,n,127139,0.97
300,five,m,125571,0.97
301,once,r,126203,0.97
302,white,j,126760,0.96
303,least,r,123961,0.98
304,president,n,134203,0.9
305,learn,v,124346,0.97
306,real,j,124187,0.97
307,change,v,123183,0.98
308,team,n,131489,0.92
309,minute,n,126660,0.95
310,best,j,124850,0.96
311,several,d,124039,0.97
312,idea,n,122140,0.98
313,kid,n,126428,0.95
314,body,n,125165,0.96
315,information,n,127331,0.94
316,nothing,p,126717,0.94
317,ago,r,125252,0.95
318,right,j,126278,0.94
319,lead,v,122691,0.97
320,social,j,132899,0.89
321,understand,v,121354,0.97
322,whether,c,121921,0.96
323,back,n,125006,0.94
324,watch,v,124976,0.94
325,together,r,119186,0.98
326,follow,v,119425,0.97
327,around,r,122789,0.94
328,parent,n,119610,0.97
329,only,j,117700,0.98
330,stop,v,121481,0.94
331,face,n,127291,0.89
332,anything,p,120292,0.94
333,create,v,119419,0.95
334,public,j,119825,0.95
335,already,r,115220,0.98
336,speak,v,117358,0.96
337,others,n,115771,0.97
338,read,v,114094,0.97
339,level,n,121704,0.91
340,allow,v,114892,0.97
341,add,v,117842,0.94
342,office,n,114791,0.97
343,spend,v,114569,0.97
344,door,n,124993,0.88
345,health,n,117762,0.94
346,person,n,113650,0.97
347,art,n,117851,0.93
348,sure,j,116186,0.94
349,such,i,119125,0.92
350,war,n,117804,0.93
351,history,n,114904,0.95
352,party,n,112962,0.96
353,within,i,114599,0.93
354,grow,v,110020,0.97
355,result,n,116277,0.92
356,open,v,111857,0.94
357,change,n,112426,0.94
358,morning,n,114002,0.92
359,walk,v,113787,0.92
360,reason,n,106863,0.97
361,low,j,108990,0.95
362,win,v,111478,0.93
363,research,n,114802,0.9
364,girl,n,110409,0.93
365,guy,n,110409,0.93
366,early,j,108171,0.95
367,food,n,107728,0.96
368,before,c,107448,0.96
369,moment,n,109720,0.94
370,himself,p,109288,0.94
371,air,n,105932,0.96
372,teacher,n,116100,0.88
373,force,n,108005,0.95
374,offer,v,106473,0.96
375,enough,r,105880,0.96
376,both,r,106361,0.95
377,education,n,113731,0.89
378,across,i,105559,0.96
379,although,c,107925,0.93
380,remember,v,106879,0.94
381,foot,n,107285,0.94
382,second,m,103621,0.97
383,boy,n,107447,0.93
384,maybe,r,108421,0.92
385,toward,i,105984,0.94
386,able,j,103171,0.97
387,age,n,103402,0.96
388,off,i,104122,0.95
389,policy,n,107601,0.92
390,everything,p,103591,0.95
391,love,v,103681,0.95
392,process,n,107341,0.91
393,music,n,102657,0.95
394,including,i,103650,0.94
395,consider,v,101987,0.96
396,appear,v,100671,0.97
397,actually,r,105155,0.92
398,buy,v,101105,0.95
399,probably,r,99754,0.96
400,human,j,101224,0.94
401,wait,v,102463,0.93
402,serve,v,99660,0.95
403,market,n,100435,0.94
404,die,v,98376,0.96
405,send,v,96613,0.97
406,expect,v,95566,0.98
407,home,r,97937,0.95
408,sense,n,95896,0.97
409,build,v,96651,0.96
410,stay,v,96933,0.96
411,fall,v,96908,0.95
412,oh,u,103613,0.89
413,nation,n,97212,0.95
414,plan,n,95824,0.96
415,cut,v,96012,0.95
416,college,n,97038,0.94
417,interest,n,96620,0.95
418,death,n,93222,0.98
419,course,r,96224,0.95
420,someone,p,95608,0.95
421,experience,n,98106,0.93
422,behind,i,95047,0.93
423,reach,v,92375,0.96
424,local,j,92970,0.95
425,kill,v,92660,0.95
426,six,m,90571,0.97
427,remain,v,91319,0.96
428,effect,n,95216,0.92
429,use,n,96564,0.9
430,yeah,u,103389,0.84
431,suggest,v,92643,0.93
432,class,n,91323,0.94
433,control,n,90301,0.94
434,raise,v,87036,0.98
435,care,n,88862,0.96
436,perhaps,r,87060,0.98
437,little,r,88697,0.95
438,late,j,86421,0.98
439,hard,j,86817,0.97
440,field,n,87243,0.96
441,else,r,87876,0.95
442,pass,v,86184,0.97
443,former,d,88930,0.94
444,sell,v,87865,0.95
445,major,j,87487,0.95
446,sometimes,r,84845,0.98
447,require,v,89280,0.93
448,along,i,84926,0.97
449,development,n,91995,0.9
450,themselves,p,85256,0.97
451,report,v,88138,0.93
452,role,n,88666,0.92
453,better,j,83895,0.98
454,economic,j,90392,0.91
455,effort,n,86473,0.95
456,up,i,85759,0.95
457,decide,v,84035,0.97
458,rate,n,87224,0.94
459,strong,j,83677,0.98
460,possible,j,85084,0.96
461,heart,n,84536,0.96
462,drug,n,86231,0.94
463,show,n,86828,0.94
464,leader,n,85438,0.95
465,light,n,87427,0.93
466,voice,n,89379,0.9
467,wife,n,83601,0.96
468,whole,j,83756,0.96
469,police,n,85880,0.93
470,mind,n,82808,0.96
471,finally,r,81951,0.97
472,pull,v,87243,0.91
473,return,v,81812,0.97
474,free,j,82090,0.97
475,military,j,85152,0.93
476,price,n,84443,0.94
477,report,n,83174,0.95
478,less,r,82930,0.95
479,according,i,83773,0.94
480,decision,n,82429,0.95
481,explain,v,80797,0.97
482,son,n,80895,0.97
483,hope,v,81385,0.96
484,even,c,79087,0.98
485,develop,v,84835,0.92
486,view,n,81338,0.96
487,relationship,n,84549,0.92
488,carry,v,79513,0.97
489,town,n,79821,0.97
490,road,n,80987,0.95
491,drive,v,80476,0.96
492,arm,n,84865,0.91
493,TRUE,j,79299,0.97
494,federal,j,81826,0.94
495,break,v,79310,0.97
496,better,r,78334,0.98
497,difference,n,82911,0.92
498,thank,v,88574,0.86
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1589,strange,j,23744,0.93
1590,lip,n,25250,0.87
1591,reading,n,23919,0.92
1592,urban,j,23889,0.92
1593,mental,j,23650,0.93
1594,increasingly,r,23529,0.93
1595,lunch,n,23220,0.94
1596,educational,j,25282,0.87
1597,somewhere,r,23527,0.93
1598,farmer,n,23005,0.95
1599,above,r,23866,0.92
1600,sugar,n,24310,0.9
1601,planet,n,23567,0.93
1602,favorite,j,23159,0.94
1603,explore,v,23744,0.92
1604,obtain,v,24538,0.89
1605,enemy,n,22621,0.97
1606,greatest,j,22673,0.96
1607,complex,j,23751,0.92
1608,surround,v,22391,0.97
1609,athlete,n,23868,0.91
1610,invite,v,22158,0.98
1611,repeat,v,22622,0.96
1612,carefully,r,22837,0.95
1613,soul,n,22713,0.96
1614,scientific,j,23691,0.92
1615,impossible,j,22233,0.98
1616,panel,n,22529,0.96
1617,meaning,n,24064,0.9
1618,mom,n,23450,0.92
1619,married,j,22352,0.97
1620,alone,j,23106,0.93
1621,instrument,n,23831,0.91
1622,predict,v,22942,0.94
1623,weather,n,22586,0.95
1624,presidential,j,24057,0.89
1625,emotional,j,22773,0.94
1626,commitment,n,23152,0.93
1627,Supreme,j,23904,0.9
1628,bear,v,22190,0.97
1629,pocket,n,23580,0.91
1630,thin,j,23194,0.92
1631,temperature,n,23111,0.93
1632,surprise,n,22275,0.96
1633,poll,n,24009,0.89
1634,proposal,n,22830,0.94
1635,consequence,n,23307,0.92
1636,half,n,22029,0.97
1637,breath,n,24668,0.87
1638,sight,n,22878,0.93
1639,cover,n,22301,0.96
1640,balance,n,22243,0.96
1641,adopt,v,22880,0.93
1642,minority,n,23167,0.92
1643,straight,r,22929,0.93
1644,attempt,v,22758,0.93
1645,connect,v,22100,0.96
1646,works,n,22722,0.93
1647,teaching,n,24387,0.87
1648,belong,v,21856,0.97
1649,aid,n,22642,0.93
1650,advice,n,21970,0.96
1651,okay,r,24243,0.87
1652,photograph,n,22016,0.96
1653,empty,j,23365,0.9
1654,regional,j,23182,0.91
1655,trail,n,23030,0.91
1656,novel,n,22392,0.94
1657,code,n,22015,0.95
1658,somehow,r,22267,0.94
1659,organize,v,22389,0.94
1660,jury,n,24072,0.87
1661,breast,n,22362,0.94
1662,Iraqi,j,25446,0.82
1663,human,n,22022,0.95
1664,acknowledge,v,21983,0.95
1665,theme,n,22494,0.93
1666,storm,n,22562,0.93
1667,union,n,22380,0.93
1668,record,v,21939,0.95
1669,desk,n,23455,0.89
1670,fear,v,21333,0.98
1671,thanks,n,23061,0.9
1672,fruit,n,22401,0.93
1673,under,r,21521,0.97
1674,expensive,j,21706,0.96
1675,yellow,j,22452,0.93
1676,conclusion,n,23034,0.9
1677,prime,j,22075,0.94
1678,shadow,n,22803,0.91
1679,struggle,v,21370,0.97
1680,conclude,v,22247,0.93
1681,analyst,n,22662,0.91
1682,dance,n,21799,0.95
1683,limit,n,21714,0.95
1684,like,j,21723,0.95
1685,regulation,n,22479,0.92
1686,being,n,21695,0.95
1687,last,v,21219,0.97
1688,ring,n,21873,0.94
1689,largely,r,22097,0.93
1690,shift,v,21323,0.96
1691,revenue,n,22445,0.92
1692,mark,v,21236,0.97
1693,locate,v,21843,0.94
1694,county,n,22675,0.9
1695,appearance,n,21146,0.97
1696,package,n,21665,0.95
1697,difficulty,n,22288,0.92
1698,bridge,n,21497,0.95
1699,recommend,v,21707,0.94
1700,obvious,j,21052,0.97
1701,train,n,21766,0.94
1702,basically,r,23265,0.88
1703,e-mail,n,22467,0.91
1704,generate,v,22213,0.92
1705,anymore,r,21771,0.94
1706,propose,v,21691,0.94
1707,thinking,n,21663,0.94
1708,possibly,r,20953,0.97
1709,trend,n,21894,0.93
1710,visitor,n,21490,0.95
1711,loan,n,22324,0.91
1712,currently,r,21636,0.94
1713,comfortable,j,21101,0.96
1714,investor,n,22410,0.91
1715,but,i,20961,0.97
1716,profit,n,21754,0.93
1717,angry,j,21485,0.94
1718,crew,n,21238,0.95
1719,deep,r,21413,0.95
1720,accident,n,20964,0.97
1721,male,n,22398,0.9
1722,meal,n,21556,0.94
1723,hearing,n,21560,0.94
1724,traffic,n,21296,0.95
1725,muscle,n,21931,0.92
1726,notion,n,21801,0.93
1727,capture,v,21018,0.96
1728,prefer,v,20946,0.96
1729,truly,r,20576,0.98
1730,earth,n,21350,0.94
1731,Japanese,j,21800,0.92
1732,chest,n,22508,0.89
1733,search,v,20943,0.96
1734,thick,j,21932,0.92
1735,cash,n,21343,0.94
1736,museum,n,21715,0.93
1737,beauty,n,21060,0.95
1738,emergency,n,20796,0.96
1739,unique,j,21436,0.93
1740,feature,v,21678,0.92
1741,internal,j,22025,0.91
1742,ethnic,j,22632,0.88
1743,link,v,21335,0.94
1744,stress,n,21813,0.92
1745,content,n,21821,0.91
1746,select,v,21617,0.92
1747,root,n,20774,0.96
1748,nose,n,21938,0.91
1749,declare,v,20550,0.97
1750,outside,r,21556,0.92
1751,appreciate,v,20806,0.95
1752,actual,j,21321,0.93
1753,bottle,n,21569,0.92
1754,hardly,r,20757,0.95
1755,setting,n,22004,0.9
1756,launch,v,20767,0.95
1757,dress,n,21362,0.92
1758,file,n,20832,0.95
1759,sick,j,20906,0.94
1760,outcome,n,22721,0.87
1761,ad,n,21064,0.93
1762,defend,v,20510,0.96
1763,matter,v,20534,0.96
1764,judge,v,20320,0.97
1765,duty,n,20204,0.97
1766,sheet,n,20787,0.94
1767,ought,v,21552,0.91
1768,ensure,v,21341,0.92
1769,Catholic,j,20866,0.94
1770,extremely,r,20310,0.96
1771,extent,n,21727,0.9
1772,component,n,22085,0.88
1773,mix,v,20642,0.95
1774,long-term,j,20841,0.94
1775,slow,j,20404,0.96
1776,contrast,n,21581,0.91
1777,zone,n,20472,0.95
1778,wake,v,21330,0.91
1779,challenge,v,20510,0.95
1780,airport,n,20897,0.93
1781,chief,n,20453,0.95
1782,brown,j,21175,0.92
1783,standard,j,20917,0.93
1784,shirt,n,21486,0.9
1785,pilot,n,20192,0.96
1786,warn,v,19996,0.97
1787,ultimately,r,20387,0.95
1788,cat,n,21135,0.92
1789,contribution,n,20912,0.92
1790,capacity,n,21102,0.92
1791,ourselves,p,19926,0.97
1792,estate,n,20673,0.93
1793,guide,n,20646,0.93
1794,circumstance,n,20310,0.95
1795,snow,n,21011,0.92
1796,English,j,20235,0.95
1797,politician,n,20360,0.95
1798,steal,v,20296,0.95
1799,pursue,v,20136,0.96
1800,slip,v,21233,0.91
1801,percentage,n,20774,0.92
1802,meat,n,20271,0.95
1803,funny,j,20399,0.94
1804,neither,r,20100,0.95
1805,soil,n,20916,0.91
1806,influence,v,21448,0.89
1807,surgery,n,20118,0.95
1808,correct,j,20613,0.93
1809,Jewish,j,20196,0.94
1810,blame,v,19798,0.96
1811,estimate,v,20474,0.93
1812,due,i,21141,0.9
1813,basketball,n,20955,0.91
1814,late,r,19727,0.96
1815,golf,n,20979,0.91
1816,investigate,v,20117,0.94
1817,crazy,j,20345,0.93
1818,significantly,r,22038,0.86
1819,chain,n,19688,0.96
1820,address,n,19564,0.97
1821,branch,n,19633,0.96
1822,combination,n,20026,0.94
1823,just,j,20096,0.94
1824,frequently,r,20508,0.92
1825,governor,n,20802,0.91
1826,relief,n,19493,0.97
1827,user,n,20681,0.91
1828,dad,n,20164,0.94
1829,kick,v,20092,0.94
1830,part,r,19900,0.95
1831,manner,n,20012,0.94
1832,ancient,j,19818,0.95
1833,silence,n,21169,0.89
1834,rating,n,20413,0.92
1835,golden,j,19852,0.95
1836,motion,n,19649,0.95
1837,German,j,20096,0.93
1838,gender,n,22190,0.85
1839,solve,v,19501,0.96
1840,fee,n,20263,0.93
1841,landscape,n,20171,0.93
1842,used,j,19130,0.98
1843,bowl,n,20662,0.91
1844,equal,j,19952,0.94
1845,long,c,19227,0.97
1846,official,j,19628,0.95
1847,forth,r,19531,0.96
1848,frame,n,20016,0.93
1849,typical,j,19724,0.95
1850,except,i,19594,0.95
1851,conservative,j,19778,0.94
1852,eliminate,v,19773,0.94
1853,host,n,19389,0.96
1854,hall,n,20236,0.92
1855,trust,v,19482,0.95
1856,ocean,n,19421,0.96
1857,score,v,20391,0.91
1858,row,n,19519,0.95
1859,producer,n,19679,0.94
1860,afford,v,19035,0.97
1861,meanwhile,r,19504,0.95
1862,regime,n,21101,0.88
1863,division,n,19772,0.94
1864,confirm,v,19327,0.96
1865,fix,v,19349,0.96
1866,appeal,n,19561,0.95
1867,mirror,n,20081,0.92
1868,tooth,n,20515,0.9
1869,smart,j,19370,0.95
1870,length,n,19624,0.94
1871,entirely,r,19075,0.97
1872,rely,v,19614,0.94
1873,topic,n,20640,0.89
1874,complain,v,19102,0.97
1875,issue,v,19300,0.95
1876,variable,n,22868,0.81
1877,back,v,19213,0.96
1878,range,v,20067,0.92
1879,telephone,n,19311,0.95
1880,perception,n,21086,0.87
1881,attract,v,19197,0.96
1882,confidence,n,18955,0.97
1883,bedroom,n,20387,0.9
1884,secret,n,19125,0.96
1885,debt,n,19506,0.94
1886,rare,j,18978,0.97
1887,his,p,19663,0.93
1888,tank,n,19158,0.95
1889,nurse,n,19385,0.94
1890,coverage,n,19522,0.94
1891,opposition,n,19847,0.92
1892,aside,r,19056,0.96
1893,anywhere,r,18970,0.96
1894,bond,n,19856,0.92
1895,file,v,19416,0.94
1896,pleasure,n,19099,0.96
1897,master,n,18880,0.96
1898,era,n,19209,0.95
1899,requirement,n,20358,0.89
1900,check,n,18764,0.97
1901,stand,n,18910,0.96
1902,fun,n,18984,0.96
1903,expectation,n,19603,0.92
1904,wing,n,19028,0.95
1905,separate,j,19064,0.95
1906,now,c,19126,0.95
1907,clear,v,19013,0.95
1908,struggle,n,19014,0.95
1909,mean,j,19792,0.91
1910,somewhat,r,18801,0.96
1911,pour,v,19300,0.93
1912,stir,v,20174,0.89
1913,judgment,n,19315,0.93
1914,clean,v,18766,0.96
1915,except,c,18857,0.95
1916,beer,n,19349,0.93
1917,English,n,18719,0.96
1918,reference,n,19559,0.92
1919,tear,n,19819,0.9
1920,doubt,n,18542,0.97
1921,grant,v,18598,0.96
1922,seriously,r,18328,0.98
1923,account,v,19403,0.92
1924,minister,n,19154,0.93
1925,totally,r,18720,0.95
1926,hero,n,18348,0.97
1927,industrial,j,19413,0.92
1928,cloud,n,19214,0.92
1929,stretch,v,19014,0.93
1930,winner,n,19216,0.92
1931,volume,n,18989,0.93
1932,travel,n,18634,0.95
1933,seed,n,19079,0.93
1934,surprised,j,18822,0.94
1935,rest,v,18915,0.94
1936,fashion,n,18483,0.96
1937,pepper,n,20220,0.87
1938,separate,v,18251,0.97
1939,busy,j,18500,0.95
1940,intervention,n,21021,0.84
1941,copy,n,18244,0.97
1942,tip,n,18868,0.93
1943,below,i,18353,0.96
1944,cheap,j,18371,0.96
1945,aim,v,18194,0.97
1946,cite,v,19011,0.93
1947,welfare,n,19580,0.9
1948,vegetable,n,19363,0.91
1949,gray,j,19408,0.9
1950,dish,n,18887,0.93
1951,beach,n,18451,0.95
1952,improvement,n,18977,0.92
1953,everywhere,r,18126,0.96
1954,opening,n,18058,0.97
1955,overall,j,19031,0.92
1956,divide,v,18337,0.95
1957,initial,j,19019,0.92
1958,terrible,j,18659,0.93
1959,oppose,v,18484,0.94
1960,contemporary,j,19293,0.9
1961,route,n,18313,0.95
1962,multiple,j,19512,0.89
1963,essential,j,19030,0.91
1964,question,v,17924,0.97
1965,league,n,19766,0.88
1966,criminal,j,18424,0.94
1967,careful,j,17885,0.97
1968,core,n,18571,0.93
1969,upper,j,18196,0.95
1970,rush,v,18561,0.93
1971,necessarily,r,18334,0.94
1972,specifically,r,18873,0.92
1973,tired,j,18597,0.93
1974,rise,n,18055,0.96
1975,tie,n,17787,0.97
1976,employ,v,18912,0.91
1977,holiday,n,18299,0.94
1978,dance,v,18263,0.94
1979,vast,j,17836,0.96
1980,resolution,n,18922,0.91
1981,household,n,18450,0.93
1982,fewer,d,18223,0.94
1983,abortion,n,18925,0.91
1984,apart,r,17872,0.96
1985,witness,n,18920,0.91
1986,match,v,17788,0.97
1987,barely,r,18533,0.93
1988,sector,n,19103,0.9
1989,representative,n,18189,0.94
1990,lack,v,18215,0.94
1991,beneath,i,19047,0.9
1992,beside,i,19952,0.86
1993,black,n,18441,0.93
1994,incident,n,17880,0.96
1995,limited,j,18532,0.92
1996,proud,j,17841,0.96
1997,flow,n,18469,0.92
1998,faculty,n,20104,0.85
1999,increased,j,18984,0.9
2000,waste,n,19069,0.89
2001,merely,r,18094,0.94
2002,mass,n,18107,0.94
2003,emphasize,v,18933,0.9
2004,experiment,n,18440,0.92
2005,definitely,r,18214,0.93
2006,bomb,n,18284,0.93
2007,enormous,j,17482,0.97
2008,tone,n,17954,0.95
2009,liberal,j,18228,0.93
2010,massive,j,17551,0.97
2011,engineer,n,17991,0.94
2012,wheel,n,18296,0.93
2013,female,n,18932,0.9
2014,decline,v,18058,0.94
2015,invest,v,18080,0.94
2016,promise,n,17342,0.98
2017,cable,n,18277,0.93
2018,towards,i,18305,0.93
2019,expose,v,17581,0.96
2020,rural,j,18665,0.91
2021,AIDS,n,19384,0.87
2022,Jew,n,17893,0.95
2023,narrow,j,17840,0.95
2024,cream,n,18443,0.92
2025,secretary,n,17922,0.94
2026,gate,n,17999,0.94
2027,solid,j,17675,0.96
2028,hill,n,18131,0.93
2029,typically,r,18254,0.92
2030,noise,n,18024,0.93
2031,grass,n,18139,0.93
2032,unfortunately,r,17482,0.96
2033,hat,n,18198,0.92
2034,legislation,n,17934,0.94
2035,succeed,v,17423,0.96
2036,either,d,17257,0.97
2037,celebrate,v,17421,0.96
2038,achievement,n,18998,0.88
2039,fishing,n,18103,0.93
2040,drink,n,18227,0.92
2041,accuse,v,17778,0.94
2042,hand,v,18231,0.92
2043,useful,j,18205,0.92
2044,land,v,17401,0.96
2045,secret,j,17305,0.96
2046,reject,v,17656,0.94
2047,talent,n,17474,0.95
2048,taste,n,17409,0.96
2049,characteristic,n,19621,0.85
2050,milk,n,17812,0.93
2051,escape,v,17195,0.97
2052,cast,v,17163,0.97
2053,sentence,n,17162,0.97
2054,unusual,j,16997,0.97
2055,closely,r,17220,0.96
2056,convince,v,16948,0.98
2057,height,n,17403,0.95
2058,physician,n,17707,0.93
2059,assess,v,19220,0.86
2060,sleep,n,17882,0.92
2061,plenty,p,17445,0.95
2062,ride,n,17654,0.93
2063,virtually,r,17426,0.94
2064,first,r,17332,0.95
2065,addition,i,17641,0.93
2066,sharp,j,17403,0.94
2067,creative,j,17597,0.93
2068,lower,v,17206,0.95
2069,behind,r,17347,0.95
2070,approve,v,17329,0.95
2071,explanation,n,17712,0.92
2072,outside,j,16797,0.97
2073,gay,j,17428,0.94
2074,campus,n,17541,0.93
2075,proper,j,17024,0.96
2076,live,j,17365,0.94
2077,guilty,j,17596,0.93
2078,living,j,16823,0.97
2079,acquire,v,17435,0.93
2080,compete,v,17264,0.94
2081,technical,j,17594,0.92
2082,plus,i,17202,0.94
2083,mind,v,17378,0.93
2084,potential,n,17523,0.92
2085,immigrant,n,17615,0.92
2086,weak,j,16628,0.97
2087,illegal,j,17258,0.94
2088,hi,u,18910,0.85
2089,alternative,n,17197,0.94
2090,interaction,n,19144,0.84
2091,column,n,16810,0.96
2092,personality,n,16933,0.95
2093,signal,n,16835,0.95
2094,curriculum,n,19193,0.84
2095,list,v,17006,0.94
2096,honor,n,16686,0.96
2097,passenger,n,16933,0.95
2098,assistance,n,17396,0.92
2099,forever,r,16890,0.95
2100,fun,j,16932,0.94
2101,regard,v,16890,0.94
2102,Israeli,j,17967,0.89
2103,association,n,17759,0.9
2104,twenty,m,17491,0.91
2105,knock,v,17146,0.93
2106,review,v,16916,0.94
2107,wrap,v,17073,0.93
2108,lab,n,16498,0.96
2109,offer,n,16612,0.95
2110,display,v,16806,0.94
2111,criticism,n,17049,0.93
2112,asset,n,16977,0.93
2113,depression,n,16976,0.93
2114,spiritual,j,17074,0.92
2115,musical,j,16931,0.93
2116,journalist,n,16858,0.93
2117,prayer,n,16296,0.97
2118,suspect,v,16194,0.97
2119,scholar,n,17482,0.9
2120,warning,n,16205,0.97
2121,climate,n,17189,0.91
2122,cheese,n,17416,0.9
2123,observation,n,17500,0.9
2124,childhood,n,16268,0.96
2125,payment,n,16704,0.94
2126,sir,n,17733,0.88
2127,permit,v,16764,0.93
2128,cigarette,n,17160,0.91
2129,definition,n,17499,0.89
2130,priority,n,16586,0.94
2131,bread,n,16686,0.94
2132,creation,n,16967,0.92
2133,graduate,n,16803,0.93
2134,request,n,16241,0.96
2135,emotion,n,16062,0.97
2136,scream,v,17342,0.9
2137,dramatic,j,16233,0.96
2138,universe,n,16596,0.94
2139,gap,n,16216,0.96
2140,excellent,j,16094,0.96
2141,deeply,r,15848,0.98
2142,prosecutor,n,17260,0.9
2143,mark,n,15973,0.97
2144,green,n,16776,0.92
2145,lucky,j,16550,0.94
2146,drag,v,16685,0.93
2147,airline,n,17164,0.9
2148,library,n,16314,0.95
2149,agenda,n,16449,0.94
2150,recover,v,15786,0.98
2151,factory,n,16240,0.95
2152,selection,n,16706,0.92
2153,primarily,r,17015,0.91
2154,roof,n,16520,0.93
2155,unable,j,15901,0.97
2156,expense,n,16274,0.94
2157,initiative,n,16445,0.93
2158,diet,n,16933,0.9
2159,arrest,v,16205,0.94
2160,funding,n,16282,0.94
2161,therapy,n,16351,0.93
2162,wash,v,16314,0.93
2163,schedule,n,15987,0.95
2164,sad,j,16163,0.94
2165,brief,j,15770,0.96
2166,housing,n,16403,0.93
2167,post,n,15693,0.97
2168,purchase,v,16064,0.94
2169,existing,j,16654,0.91
2170,dark,n,16865,0.9
2171,steel,n,15982,0.95
2172,regarding,i,17220,0.88
2173,shout,v,17239,0.88
2174,remaining,j,15992,0.95
2175,visual,j,17316,0.87
2176,fairly,r,15701,0.96
2177,chip,n,16162,0.94
2178,violent,j,15765,0.96
2179,silent,j,16802,0.9
2180,suppose,v,16562,0.91
2181,self,n,16708,0.9
2182,bike,n,17306,0.87
2183,tea,n,16373,0.92
2184,perceive,v,17180,0.88
2185,comparison,n,16809,0.9
2186,settlement,n,16172,0.93
2187,layer,n,16250,0.92
2188,planning,n,16434,0.91
2189,far,c,16006,0.94
2190,description,n,16415,0.91
2191,later,j,15734,0.95
2192,slow,v,15633,0.96
2193,slide,v,16805,0.89
2194,widely,r,16000,0.93
2195,wedding,n,15829,0.94
2196,inform,v,15725,0.95
2197,portion,n,15677,0.95
2198,territory,n,15831,0.94
2199,immediate,j,15680,0.95
2200,opponent,n,15803,0.94
2201,abandon,v,15323,0.97
2202,link,n,15738,0.94
2203,mass,j,15939,0.93
2204,lake,n,15836,0.94
2205,transform,v,15815,0.94
2206,tension,n,15614,0.95
2207,display,n,15575,0.95
2208,leading,j,15665,0.95
2209,bother,v,15870,0.94
2210,consist,v,16648,0.89
2211,alcohol,n,15877,0.93
2212,enable,v,16293,0.91
2213,bend,v,16285,0.91
2214,saving,n,15917,0.93
2215,gain,n,15822,0.94
2216,desert,n,15653,0.94
2217,shall,v,15997,0.92
2218,error,n,15980,0.93
2219,release,n,15540,0.95
2220,cop,n,16228,0.91
2221,Arab,j,16732,0.88
2222,double,j,15233,0.97
2223,walk,n,15632,0.94
2224,sand,n,15658,0.94
2225,Spanish,j,15512,0.95
2226,rule,v,15310,0.96
2227,hit,n,15766,0.93
2228,print,n,15634,0.94
2229,preserve,v,15527,0.95
2230,passage,n,15702,0.93
2231,formal,j,16078,0.91
2232,transition,n,16058,0.91
2233,existence,n,15969,0.92
2234,album,n,15869,0.92
2235,participation,n,17187,0.85
2236,arrange,v,15258,0.96
2237,atmosphere,n,15310,0.95
2238,joint,j,15444,0.95
2239,reply,v,16312,0.89
2240,cycle,n,15775,0.93
2241,opposite,j,15554,0.94
2242,lock,v,15616,0.93
2243,whole,n,15558,0.94
2244,deserve,v,14944,0.97
2245,consistent,j,16334,0.89
2246,resistance,n,15686,0.93
2247,discovery,n,15358,0.95
2248,tear,v,15575,0.93
2249,exposure,n,15979,0.91
2250,pose,v,15230,0.95
2251,stream,n,15400,0.94
2252,sale,n,15351,0.94
2253,trust,n,15170,0.96
2254,benefit,v,15424,0.94
2255,pot,n,15407,0.94
2256,grand,j,15659,0.93
2257,mine,p,15794,0.92
2258,hello,u,16600,0.87
2259,coalition,n,15720,0.92
2260,tale,n,15004,0.97
2261,knife,n,15792,0.92
2262,resolve,v,15260,0.95
2263,racial,j,15687,0.92
2264,phase,n,16045,0.9
2265,present,n,15267,0.95
2266,joke,n,15284,0.95
2267,coat,n,16010,0.9
2268,Mexican,j,15514,0.93
2269,symptom,n,15886,0.91
2270,contact,v,15359,0.94
2271,manufacturer,n,15741,0.92
2272,philosophy,n,15746,0.92
2273,potato,n,15561,0.93
2274,interview,v,15687,0.92
2275,foundation,n,15273,0.94
2276,quote,v,15415,0.93
2277,online,j,15848,0.91
2278,pass,n,15599,0.92
2279,negotiation,n,15680,0.92
2280,good,n,15259,0.94
2281,urge,v,14894,0.96
2282,occasion,n,14792,0.97
2283,dust,n,15475,0.93
2284,breathe,v,15813,0.91
2285,elect,v,15350,0.93
2286,investigator,n,15258,0.94
2287,jacket,n,15692,0.91
2288,glad,j,15556,0.92
2289,ordinary,j,14776,0.97
2290,reduction,n,15862,0.9
2291,rarely,r,14912,0.96
2292,shift,n,15114,0.94
2293,pack,v,15169,0.94
2294,suicide,n,15145,0.94
2295,numerous,j,15389,0.93
2296,touch,n,14939,0.95
2297,substance,n,15909,0.89
2298,discipline,n,15684,0.91
2299,elsewhere,r,14884,0.95
2300,iron,n,15043,0.94
2301,practical,j,15303,0.93
2302,moreover,r,16163,0.88
2303,passion,n,14632,0.97
2304,volunteer,n,14958,0.95
2305,implement,v,16124,0.88
2306,essentially,r,15020,0.94
2307,gene,n,15377,0.92
2308,enforcement,n,15052,0.94
2309,vs,i,16003,0.88
2310,sauce,n,15903,0.88
2311,independence,n,15259,0.92
2312,marketing,n,15259,0.92
2313,priest,n,14889,0.94
2314,amazing,j,15124,0.93
2315,intense,j,14452,0.97
2316,advance,n,14645,0.96
2317,employer,n,14846,0.94
2318,shock,n,14551,0.96
2319,inspire,v,14771,0.95
2320,adjust,v,14564,0.96
2321,retire,v,14979,0.93
2322,sure,r,14854,0.94
2323,visible,j,14691,0.95
2324,kiss,v,16128,0.87
2325,illness,n,14726,0.95
2326,cap,n,14672,0.95
2327,habit,n,14501,0.96
2328,competitive,j,14938,0.93
2329,juice,n,15388,0.9
2330,congressional,j,14936,0.93
2331,involvement,n,15640,0.89
2332,dominate,v,14768,0.94
2333,previously,r,15092,0.92
2334,whenever,r,14484,0.96
2335,transfer,v,14686,0.95
2336,analyze,v,15587,0.89
2337,another,p,14441,0.96
2338,attach,v,14552,0.95
2339,for,c,14594,0.95
2340,Indian,n,15021,0.92
2341,disaster,n,14684,0.95
2342,parking,n,14970,0.93
2343,prospect,n,14521,0.95
2344,boss,n,14587,0.95
2345,complaint,n,14551,0.95
2346,championship,n,16008,0.86
2347,coach,v,15910,0.87
2348,exercise,v,14766,0.94
2349,fundamental,j,15199,0.91
2350,severe,j,14609,0.95
2351,enhance,v,15393,0.9
2352,mystery,n,14211,0.97
2353,impose,v,14881,0.93
2354,poverty,n,14891,0.93
2355,other,i,14165,0.97
2356,entry,n,14643,0.94
2357,fat,j,14826,0.93
2358,spending,n,14965,0.92
2359,king,n,14445,0.95
2360,evaluate,v,15780,0.87
2361,symbol,n,14596,0.94
2362,still,j,14308,0.96
2363,trade,v,14624,0.94
2364,maker,n,14586,0.94
2365,mood,n,14227,0.96
2366,accomplish,v,14325,0.96
2367,emphasis,n,15337,0.89
2368,illustrate,v,15091,0.91
2369,boot,n,15033,0.91
2370,monitor,v,14499,0.94
2371,Asian,j,14873,0.92
2372,entertainment,n,14615,0.94
2373,bean,n,14996,0.91
2374,evaluation,n,16213,0.84
2375,creature,n,14852,0.92
2376,commander,n,14425,0.94
2377,digital,j,15048,0.9
2378,arrangement,n,14403,0.94
2379,concentrate,v,14155,0.96
2380,total,n,14559,0.93
2381,usual,j,14305,0.95
2382,anger,n,14241,0.95
2383,psychological,j,15249,0.89
2384,heavily,r,13964,0.97
2385,peak,n,14481,0.94
2386,approximately,r,15172,0.89
2387,increasing,j,14886,0.91
2388,disorder,n,14780,0.92
2389,missile,n,15147,0.89
2390,equally,r,14389,0.94
2391,vary,v,14954,0.9
2392,wire,n,14310,0.95
2393,round,n,14539,0.93
2394,distribution,n,15249,0.89
2395,transportation,n,14516,0.93
2396,holy,j,14090,0.96
2397,ring,v,14757,0.91
2398,twin,n,14610,0.92
2399,command,n,14022,0.96
2400,commission,n,14371,0.94
2401,interpretation,n,15613,0.86
2402,breakfast,n,14397,0.93
2403,stop,n,14117,0.95
2404,strongly,r,14459,0.93
2405,engineering,n,14853,0.9
2406,luck,n,14186,0.95
2407,so-called,j,14065,0.96
2408,constant,j,14069,0.95
2409,race,v,14233,0.94
2410,clinic,n,14016,0.96
2411,veteran,n,14366,0.93
2412,smell,v,15214,0.88
2413,tablespoon,n,15804,0.85
2414,capable,j,13933,0.96
2415,nervous,j,14100,0.95
2416,tourist,n,13895,0.96
2417,light,v,14720,0.91
2418,toss,v,14565,0.92
2419,crucial,j,14234,0.94
2420,bury,v,14030,0.95
2421,pray,v,14006,0.95
2422,tomato,n,14864,0.89
2423,exception,n,14136,0.94
2424,butter,n,14780,0.9
2425,deficit,n,15008,0.88
2426,bathroom,n,14725,0.9
2427,objective,n,15107,0.88
2428,block,v,13688,0.97
2429,electronic,j,14057,0.94
2430,ally,n,14025,0.94
2431,journey,n,13599,0.97
2432,reputation,n,13681,0.96
2433,mixture,n,14856,0.89
2434,surely,r,13904,0.95
2435,tower,n,13948,0.95
2436,smoke,n,14327,0.92
2437,confront,v,13757,0.96
2438,pure,j,13671,0.96
2439,glance,v,16008,0.82
2440,dimension,n,14965,0.88
2441,toy,n,13935,0.94
2442,prisoner,n,13928,0.94
2443,fellow,j,13585,0.97
2444,smooth,j,14148,0.93
2445,nearby,j,13820,0.95
2446,peer,n,14738,0.89
2447,designer,n,14210,0.92
2448,personnel,n,14095,0.93
2449,shape,v,13859,0.94
2450,educator,n,15447,0.85
2451,relative,n,13541,0.97
2452,immigration,n,14526,0.9
2453,belt,n,13826,0.94
2454,teaspoon,n,15767,0.83
2455,birthday,n,13757,0.95
2456,implication,n,14791,0.88
2457,perfectly,r,13671,0.95
2458,coast,n,13515,0.96
2459,supporter,n,13970,0.93
2460,accompany,v,13666,0.95
2461,silver,n,14033,0.92
2462,teenager,n,13615,0.95
2463,recognition,n,14249,0.91
2464,retirement,n,13964,0.93
2465,flag,n,13655,0.95
2466,recovery,n,13703,0.95
2467,whisper,v,15383,0.84
2468,watch,n,13996,0.93
2469,gentleman,n,14648,0.88
2470,corn,n,13739,0.94
2471,moon,n,13959,0.92
2472,inner,j,13545,0.95
2473,junior,j,13797,0.93
2474,rather,c,13611,0.95
2475,throat,n,14681,0.88
2476,salary,n,13885,0.93
2477,swing,v,14317,0.9
2478,observer,n,13806,0.93
2479,due,j,13252,0.97
2480,straight,j,13474,0.96
2481,publication,n,14045,0.92
2482,pretty,j,13951,0.92
2483,crop,n,13733,0.94
2484,dig,v,13633,0.94
2485,strike,n,13686,0.94
2486,permanent,j,13390,0.96
2487,plant,v,13526,0.95
2488,phenomenon,n,14087,0.91
2489,anxiety,n,14088,0.91
2490,unlike,i,13248,0.97
2491,wet,j,13963,0.92
2492,literally,r,13425,0.95
2493,resist,v,13330,0.96
2494,convention,n,14497,0.88
2495,embrace,v,13183,0.97
2496,supply,v,13399,0.95
2497,assist,v,13748,0.93
2498,exhibition,n,13987,0.91
2499,construct,v,14234,0.89
2500,viewer,n,13479,0.94
2501,pan,n,14148,0.9
2502,consultant,n,13646,0.93
2503,soon,c,13547,0.94
2504,line,v,13373,0.95
2505,administrator,n,14058,0.9
2506,date,v,13231,0.96
2507,occasionally,r,13321,0.95
2508,mayor,n,13903,0.91
2509,consideration,n,14047,0.9
2510,CEO,n,13956,0.91
2511,secure,v,13181,0.96
2512,pink,j,13849,0.91
2513,smoke,v,13438,0.94
2514,estimate,n,13718,0.92
2515,buck,n,13693,0.92
2516,historic,j,13507,0.94
2517,poem,n,13702,0.92
2518,grandmother,n,13670,0.92
2519,bind,v,13109,0.96
2520,fifth,m,13150,0.96
2521,constantly,r,13033,0.97
2522,enterprise,n,13542,0.93
2523,favor,v,13235,0.95
2524,testing,n,13725,0.92
2525,stomach,n,13845,0.91
2526,apparent,j,13434,0.93
2527,weigh,v,13051,0.96
2528,install,v,13584,0.92
2529,sensitive,j,13115,0.96
2530,suggestion,n,13145,0.95
2531,mail,n,13024,0.96
2532,recipe,n,13840,0.9
2533,reasonable,j,13130,0.95
2534,preparation,n,13553,0.92
2535,wooden,j,13518,0.92
2536,elementary,j,13831,0.9
2537,concert,n,13270,0.94
2538,aggressive,j,13191,0.95
2539,FALSE,j,12871,0.97
2540,intention,n,13207,0.94
2541,channel,n,12975,0.96
2542,extreme,j,13064,0.95
2543,tube,n,13364,0.93
2544,drawing,n,13377,0.93
2545,protein,n,14036,0.89
2546,quit,v,13045,0.95
2547,absence,n,13597,0.92
2548,roll,n,13053,0.95
2549,Latin,j,13797,0.9
2550,rapidly,r,13066,0.95
2551,jail,n,13324,0.93
2552,comment,v,12930,0.96
2553,diversity,n,13872,0.89
2554,honest,j,12916,0.96
2555,Palestinian,j,14008,0.88
2556,pace,n,12891,0.96
2557,employment,n,13673,0.9
2558,speaker,n,12889,0.96
2559,impression,n,12746,0.97
2560,essay,n,13802,0.89
2561,respondent,n,15057,0.82
2562,giant,j,12963,0.95
2563,cake,n,13336,0.92
2564,historian,n,13437,0.92
2565,negotiate,v,13043,0.94
2566,restore,v,12814,0.96
2567,substantial,j,13376,0.92
2568,pop,v,13123,0.93
2569,particular,r,13259,0.92
2570,specialist,n,13041,0.94
2571,origin,n,13654,0.9
2572,approval,n,12795,0.96
2573,mine,n,12824,0.95
2574,quietly,r,13503,0.91
2575,advise,v,12709,0.96
2576,conventional,j,13209,0.93
2577,drop,n,12757,0.96
2578,count,n,13007,0.94
2579,depth,n,12927,0.95
2580,wealth,n,12886,0.95
2581,disability,n,14197,0.86
2582,shell,n,12957,0.94
2583,general,r,13256,0.92
2584,criticize,v,12906,0.94
2585,fast,j,12738,0.96
2586,professional,n,13402,0.91
2587,effectively,r,13277,0.92
2588,biological,j,13233,0.92
2589,pack,n,13238,0.92
2590,onion,n,13769,0.88
2591,deputy,n,12972,0.94
2592,flat,j,12899,0.94
2593,brand,n,13103,0.93
2594,assure,v,12542,0.97
2595,mad,j,12903,0.94
2596,award,n,12874,0.94
2597,criteria,n,14160,0.86
2598,dealer,n,12999,0.93
2599,via,i,13064,0.93
2600,alternative,j,13289,0.91
2601,utility,n,13150,0.92
2602,precisely,r,12878,0.94
2603,arise,v,13351,0.91
2604,armed,j,12966,0.93
2605,nevertheless,r,13190,0.92
2606,highway,n,12649,0.96
2607,clinical,j,13593,0.89
2608,routine,n,12576,0.96
2609,schedule,v,12881,0.94
2610,wage,n,13033,0.93
2611,normally,r,12402,0.97
2612,phrase,n,12558,0.96
2613,ingredient,n,13382,0.9
2614,stake,n,12603,0.96
2615,Muslim,j,13147,0.92
2616,dream,v,12887,0.93
2617,fiber,n,13606,0.88
2618,activist,n,12737,0.94
2619,Islamic,j,13323,0.9
2620,snap,v,13362,0.9
2621,terrorism,n,13806,0.87
2622,refugee,n,13010,0.92
2623,incorporate,v,13310,0.9
2624,hip,n,12863,0.93
2625,ultimate,j,12542,0.95
2626,switch,v,12508,0.95
2627,corporation,n,12612,0.95
2628,valuable,j,12628,0.94
2629,assumption,n,13434,0.89
2630,gear,n,12872,0.93
2631,graduate,v,12480,0.95
2632,barrier,n,12772,0.93
2633,minor,j,12346,0.96
2634,provision,n,13256,0.9
2635,killer,n,12631,0.94
2636,assign,v,12836,0.93
2637,gang,n,12662,0.94
2638,developing,j,13171,0.9
2639,classic,j,12610,0.94
2640,chemical,n,12673,0.94
2641,wave,v,13567,0.87
2642,label,n,12497,0.95
2643,teen,n,12663,0.94
2644,index,n,12751,0.93
2645,vacation,n,12424,0.95
2646,advocate,n,12565,0.94
2647,draft,n,12684,0.93
2648,extraordinary,j,12356,0.96
2649,heaven,n,12461,0.95
2650,rough,j,12365,0.96
2651,yell,v,13131,0.9
2652,pregnant,j,12329,0.96
2653,distant,j,12542,0.94
2654,drama,n,12393,0.95
2655,satellite,n,12438,0.94
2656,personally,r,12317,0.95
2657,wonder,n,12265,0.96
2658,clock,n,12395,0.95
2659,chocolate,n,12682,0.92
2660,Italian,j,12384,0.95
2661,Canadian,j,12820,0.91
2662,ceiling,n,12668,0.92
2663,sweep,v,12431,0.94
2664,advertising,n,12601,0.93
2665,universal,j,12590,0.93
2666,spin,v,12673,0.92
2667,house,v,12268,0.95
2668,button,n,12552,0.93
2669,bell,n,12421,0.94
2670,rank,n,12236,0.95
2671,darkness,n,13275,0.88
2672,ahead,i,12125,0.96
2673,clothing,n,12078,0.96
2674,super,j,12586,0.92
2675,yield,v,12634,0.92
2676,fence,n,12390,0.94
2677,portrait,n,12340,0.94
2678,paint,n,12673,0.91
2679,survival,n,12335,0.94
2680,roughly,r,12200,0.95
2681,lawsuit,n,12656,0.91
2682,bottom,j,12169,0.95
2683,testimony,n,12679,0.91
2684,bunch,n,12225,0.95
2685,beat,n,13118,0.88
2686,wind,v,12054,0.96
2687,found,v,12376,0.93
2688,burden,n,12054,0.96
2689,react,v,11874,0.97
2690,chamber,n,12034,0.96
2691,furniture,n,12461,0.92
2692,cooperation,n,12833,0.9
2693,string,n,11974,0.96
2694,ceremony,n,11923,0.97
2695,communicate,v,12179,0.95
2696,taste,v,12397,0.93
2697,cheek,n,13411,0.86
2698,lost,j,11886,0.97
2699,profile,n,12089,0.95
2700,mechanism,n,12948,0.89
2701,disagree,v,12280,0.93
2702,like,r,13238,0.87
2703,penalty,n,12310,0.93
2704,match,n,12025,0.95
2705,ie,r,13724,0.83
2706,advance,v,12056,0.95
2707,resort,n,12379,0.92
2708,destruction,n,12356,0.92
2709,bear,n,12194,0.94
2710,unlikely,j,11869,0.96
2711,tissue,n,12342,0.92
2712,constitutional,j,12567,0.91
2713,pant,n,12457,0.91
2714,stranger,n,12261,0.93
2715,infection,n,12402,0.92
2716,cabinet,n,11846,0.96
2717,broken,j,12097,0.94
2718,apple,n,12172,0.93
2719,electric,j,12007,0.95
2720,proceed,v,11808,0.96
2721,track,v,11773,0.96
2722,bet,v,12079,0.94
2723,literary,j,12801,0.88
2724,virus,n,12106,0.93
2725,stupid,j,12467,0.91
2726,dispute,n,12203,0.93
2727,fortune,n,11815,0.96
2728,strategic,j,12347,0.92
2729,assistant,n,11828,0.96
2730,overcome,v,11801,0.96
2731,remarkable,j,11683,0.96
2732,occupy,v,11756,0.96
2733,statistics,n,12086,0.93
2734,shopping,n,11957,0.94
2735,cousin,n,12155,0.93
2736,encounter,v,11974,0.94
2737,wipe,v,12435,0.91
2738,initially,r,12022,0.94
2739,blind,j,12005,0.94
2740,white,n,11815,0.95
2741,port,n,11893,0.95
2742,honor,v,11653,0.96
2743,electricity,n,11954,0.94
2744,genetic,j,12069,0.93
2745,adviser,n,12112,0.93
2746,pay,n,11883,0.94
2747,spokesman,n,12689,0.88
2748,retain,v,12041,0.93
2749,latter,d,12527,0.89
2750,incentive,n,12105,0.92
2751,slave,n,11863,0.94
2752,chemical,j,12006,0.93
2753,translate,v,11722,0.95
2754,accurate,j,11842,0.94
2755,whereas,c,12668,0.88
2756,terror,n,12342,0.9
2757,though,r,12073,0.92
2758,expansion,n,12054,0.92
2759,elite,n,12329,0.9
2760,Olympic,j,13072,0.85
2761,dirt,n,12063,0.92
2762,odd,j,11849,0.94
2763,rice,n,11944,0.93
2764,bullet,n,11706,0.95
2765,tight,j,11641,0.95
2766,Bible,n,11539,0.96
2767,chart,n,11861,0.93
2768,solar,j,12121,0.91
2769,decline,n,11956,0.92
2770,conservative,n,11941,0.92
2771,process,v,11940,0.92
2772,square,j,11630,0.95
2773,stick,n,11795,0.94
2774,concentration,n,12146,0.91
2775,complicated,j,11306,0.98
2776,gently,r,12233,0.9
2777,champion,n,12247,0.9
2778,scenario,n,11747,0.94
2779,telescope,n,12754,0.86
2780,reflection,n,11882,0.93
2781,revolution,n,11800,0.93
2782,strip,n,11543,0.95
2783,interpret,v,12321,0.89
2784,friendly,j,11360,0.97
2785,tournament,n,12684,0.87
2786,fiction,n,11701,0.94
2787,detect,v,11776,0.93
2788,balance,v,11536,0.95
2789,likely,r,11551,0.95
2790,tremendous,j,11678,0.94
2791,lifetime,n,11293,0.97
2792,recommendation,n,11824,0.93
2793,flow,v,11365,0.96
2794,senator,n,12091,0.91
2795,market,v,11650,0.94
2796,hunting,n,12100,0.9
2797,salad,n,12103,0.9
2798,guarantee,v,11430,0.96
2799,innocent,j,11530,0.95
2800,boundary,n,12082,0.9
2801,pause,v,12583,0.87
2802,remote,j,11346,0.96
2803,satisfaction,n,12237,0.89
2804,journal,n,11849,0.92
2805,bench,n,11666,0.93
2806,lover,n,11499,0.95
2807,raw,j,11310,0.96
2808,awareness,n,12013,0.91
2809,surprising,j,11327,0.96
2810,withdraw,v,11352,0.96
2811,general,n,11344,0.96
2812,deck,n,11830,0.92
2813,similarly,r,12180,0.89
2814,newly,r,11388,0.95
2815,pole,n,11446,0.95
2816,testify,v,11843,0.91
2817,mode,n,12107,0.89
2818,dialogue,n,11706,0.92
2819,imply,v,12061,0.9
2820,naturally,r,11304,0.96
2821,mutual,j,11566,0.93
2822,founder,n,11570,0.93
2823,top,i,11397,0.95
2824,advanced,j,11626,0.93
2825,pride,n,11107,0.97
2826,dismiss,v,11160,0.97
2827,aircraft,n,11591,0.93
2828,delivery,n,11323,0.95
2829,mainly,r,11367,0.95
2830,bake,v,12253,0.88
2831,freeze,v,11596,0.93
2832,platform,n,11209,0.96
2833,finance,n,11501,0.94
2834,sink,v,11592,0.93
2835,attractive,j,11119,0.97
2836,respect,v,11083,0.97
2837,diverse,j,12015,0.89
2838,relevant,j,12212,0.88
2839,ideal,j,11609,0.92
2840,joy,n,11171,0.96
2841,worth,n,11237,0.95
2842,regularly,r,11329,0.95
2843,working,j,11200,0.96
2844,singer,n,11277,0.95
2845,evolve,v,11442,0.93
2846,shooting,n,11633,0.92
2847,partly,r,11132,0.96
2848,unknown,j,11095,0.96
2849,assistant,j,11391,0.94
2850,offense,n,11680,0.91
2851,counter,n,11676,0.91
2852,DNA,n,11580,0.92
2853,smell,n,12123,0.88
2854,potentially,r,11387,0.94
2855,transfer,n,11830,0.9
2856,thirty,m,11637,0.92
2857,justify,v,11409,0.93
2858,protest,n,11181,0.95
2859,crash,n,11250,0.94
2860,craft,n,11559,0.92
2861,treaty,n,11689,0.91
2862,terrorist,n,12169,0.87
2863,insight,n,11591,0.92
2864,possess,v,11474,0.93
2865,politically,r,11324,0.94
2866,tap,v,11279,0.94
2867,lie,n,11199,0.95
2868,extensive,j,11580,0.92
2869,episode,n,11070,0.96
2870,double,v,11195,0.95
2871,swim,v,11342,0.93
2872,tire,v,11494,0.92
2873,fault,n,11116,0.95
2874,loose,j,11299,0.94
2875,free,v,10898,0.97
2876,shortly,r,10864,0.97
2877,originally,r,10995,0.96
2878,considerable,j,11544,0.91
2879,prior,i,11746,0.9
2880,intellectual,j,11842,0.89
2881,mix,n,11247,0.94
2882,assault,n,11039,0.95
2883,relax,v,11202,0.94
2884,stair,n,12171,0.86
2885,adventure,n,11031,0.95
2886,external,j,12260,0.86
2887,proof,n,10775,0.97
2888,confident,j,10831,0.97
2889,headquarters,n,11135,0.94
2890,sudden,j,11370,0.92
2891,dirty,j,11112,0.94
2892,violation,n,11154,0.94
2893,tongue,n,11674,0.89
2894,license,n,10943,0.95
2895,hold,n,10984,0.95
2896,shelter,n,10891,0.96
2897,rub,v,11695,0.89
2898,controversy,n,11054,0.94
2899,entrance,n,11121,0.94
2900,favorite,n,11134,0.94
2901,practice,v,10858,0.96
2902,properly,r,10783,0.97
2903,fade,v,11373,0.92
2904,defensive,j,11442,0.91
2905,tragedy,n,11039,0.94
2906,net,n,10918,0.95
2907,characterize,v,11799,0.88
2908,funeral,n,11086,0.94
2909,profession,n,11469,0.91
2910,alter,v,11106,0.94
2911,spot,v,11143,0.93
2912,constitute,v,11945,0.87
2913,establishment,n,11355,0.91
2914,squeeze,v,11280,0.92
2915,imagination,n,10913,0.95
2916,target,v,10960,0.95
2917,mask,n,11196,0.93
2918,convert,v,10990,0.94
2919,comprehensive,j,11602,0.89
2920,prominent,j,10948,0.95
2921,presentation,n,11372,0.91
2922,regardless,r,11042,0.94
2923,easy,r,10790,0.96
2924,load,v,10736,0.96
2925,stable,j,10964,0.94
2926,introduction,n,11483,0.9
2927,appeal,v,10745,0.96
2928,pretend,v,11330,0.91
2929,not,c,11295,0.91
2930,elderly,j,10976,0.94
2931,representation,n,12063,0.85
2932,deer,n,11665,0.88
2933,split,v,10593,0.97
2934,violate,v,10822,0.95
2935,partnership,n,11115,0.92
2936,pollution,n,11396,0.9
2937,emission,n,11688,0.88
2938,steady,j,10715,0.96
2939,vital,j,10866,0.94
2940,neither,d,10587,0.97
2941,fate,n,10521,0.97
2942,earnings,n,11324,0.9
2943,oven,n,11454,0.89
2944,distinction,n,11383,0.9
2945,segment,n,10850,0.94
2946,nowhere,r,10658,0.96
2947,poet,n,10840,0.94
2948,mere,j,10778,0.95
2949,exciting,j,10595,0.96
2950,variation,n,11403,0.89
2951,comfort,n,10674,0.95
2952,radical,j,10924,0.93
2953,stress,v,10951,0.93
2954,adapt,v,10987,0.93
2955,Irish,j,10833,0.94
2956,honey,n,11009,0.92
2957,correspondent,n,12008,0.85
2958,pale,j,11598,0.88
2959,musician,n,10580,0.96
2960,significance,n,11520,0.88
2961,load,n,10869,0.93
2962,round,j,10771,0.94
2963,vessel,n,10920,0.93
2964,storage,n,10893,0.93
2965,flee,v,10508,0.96
2966,mm-hmm,u,13755,0.73
2967,leather,n,11155,0.91
2968,distribute,v,10747,0.94
2969,evolution,n,11066,0.91
2970,ill,j,10446,0.97
2971,tribe,n,10855,0.93
2972,shelf,n,10741,0.94
2973,can,n,10718,0.94
2974,grandfather,n,11003,0.91
2975,lawn,n,10815,0.93
2976,buyer,n,10953,0.92
2977,dining,n,10843,0.92
2978,wisdom,n,10561,0.95
2979,council,n,10695,0.94
2980,vulnerable,j,10397,0.96
2981,instance,n,10885,0.92
2982,garlic,n,11449,0.87
2983,capability,n,10906,0.92
2984,poetry,n,10671,0.94
2985,celebrity,n,10756,0.93
2986,gradually,r,10537,0.95
2987,stability,n,10901,0.91
2988,doubt,v,10352,0.96
2989,fantasy,n,10448,0.95
2990,scared,j,10752,0.93
2991,guide,v,10524,0.94
2992,plot,n,10484,0.95
2993,framework,n,11710,0.85
2994,gesture,n,10739,0.92
2995,depending,i,10461,0.95
2996,ongoing,j,10721,0.92
2997,psychology,n,11316,0.88
2998,since,r,10334,0.96
2999,counselor,n,12170,0.81
3000,witness,v,10178,0.97
3001,chapter,n,10579,0.94
3002,fellow,n,10339,0.96
3003,divorce,n,10322,0.96
3004,owe,v,10141,0.97
3005,pipe,n,10432,0.95
3006,athletic,j,10803,0.91
3007,slight,j,10500,0.94
3008,math,n,10430,0.94
3009,shade,n,10677,0.92
3010,tail,n,10663,0.92
3011,sustain,v,10550,0.93
3012,mount,v,10303,0.96
3013,obligation,n,10538,0.93
3014,angle,n,10456,0.94
3015,palm,n,11014,0.89
3016,differ,v,11222,0.88
3017,custom,n,10408,0.94
3018,store,v,10446,0.94
3019,economist,n,10625,0.92
3020,fifteen,m,10739,0.91
3021,soup,n,10571,0.93
3022,celebration,n,10209,0.96
3023,efficient,j,10452,0.94
3024,damage,v,10163,0.96
3025,composition,n,10961,0.89
3026,satisfy,v,10194,0.96
3027,pile,n,10594,0.92
3028,briefly,r,10125,0.97
3029,carbon,n,10799,0.9
3030,closer,j,9976,0.98
3031,consume,v,10308,0.95
3032,scheme,n,10428,0.93
3033,crack,n,10330,0.94
3034,frequency,n,11284,0.86
3035,tobacco,n,10600,0.92
3036,survivor,n,10317,0.94
3037,besides,r,10537,0.92
3038,in,c,9996,0.97
3039,psychologist,n,10698,0.91
3040,wealthy,j,10054,0.96
3041,galaxy,n,11159,0.87
3042,given,j,10622,0.91
3043,fund,v,10218,0.95
3044,ski,n,11656,0.83
3045,limitation,n,11038,0.88
3046,OK,j,10733,0.9
3047,trace,v,10033,0.96
3048,appointment,n,9993,0.97
3049,preference,n,10833,0.89
3050,meter,n,10246,0.94
3051,explosion,n,10148,0.95
3052,arrest,n,10250,0.94
3053,publicly,r,10169,0.95
3054,incredible,j,10342,0.93
3055,fighter,n,10306,0.94
3056,rapid,j,10427,0.92
3057,admission,n,10356,0.93
3058,hunter,n,10839,0.89
3059,educate,v,10171,0.95
3060,painful,j,9896,0.97
3061,friendship,n,10130,0.95
3062,aide,n,10335,0.93
3063,infant,n,10205,0.94
3064,calculate,v,10485,0.92
3065,fifty,m,10524,0.91
3066,rid,v,10104,0.95
3067,porch,n,10894,0.88
3068,tendency,n,10642,0.9
3069,uniform,n,10193,0.94
3070,formation,n,10553,0.91
3071,scholarship,n,10305,0.93
3072,reservation,n,10215,0.94
3073,efficiency,n,10579,0.91
3074,waste,v,9956,0.96
3075,qualify,v,10090,0.95
3076,mall,n,10189,0.94
3077,derive,v,10913,0.87
3078,scandal,n,10403,0.92
3079,PC,n,11072,0.86
3080,helpful,j,10120,0.94
3081,impress,v,9896,0.96
3082,heel,n,10288,0.93
3083,resemble,v,10050,0.95
3084,privacy,n,9956,0.96
3085,fabric,n,10320,0.92
3086,surprise,v,10023,0.95
3087,contest,n,10002,0.95
3088,proportion,n,10521,0.9
3089,guideline,n,10303,0.92
3090,rifle,n,10204,0.93
3091,maintenance,n,10167,0.93
3092,conviction,n,9834,0.96
3093,trick,n,10041,0.94
3094,organic,j,10572,0.89
3095,tent,n,10110,0.94
3096,examination,n,10722,0.88
3097,publisher,n,10282,0.92
3098,strengthen,v,10159,0.93
3099,French,n,9845,0.96
3100,proposed,j,10288,0.92
3101,myth,n,10161,0.93
3102,sophisticated,j,9886,0.95
3103,cow,n,10032,0.94
3104,etc,r,10112,0.93
3105,standing,n,9691,0.97
3106,asleep,j,10684,0.88
3107,tennis,n,9985,0.94
3108,nerve,n,9933,0.94
3109,barrel,n,9951,0.94
3110,bombing,n,10462,0.9
3111,membership,n,10273,0.91
3112,ratio,n,10457,0.9
3113,menu,n,10238,0.91
3114,purchase,n,10001,0.94
3115,controversial,j,9918,0.94
3116,desperate,j,9795,0.96
3117,rate,v,10244,0.91
3118,lifestyle,n,9904,0.94
3119,humor,n,9654,0.97
3120,loud,j,10324,0.9
3121,glove,n,10218,0.91
3122,suspect,n,10204,0.91
3123,sufficient,j,10275,0.91
3124,narrative,n,10954,0.85
3125,photographer,n,9739,0.96
3126,helicopter,n,9986,0.93
3127,Catholic,n,9955,0.94
3128,modest,j,9746,0.96
3129,provider,n,10196,0.91
3130,delay,n,9868,0.94
3131,agricultural,j,10535,0.88
3132,explode,v,9821,0.95
3133,stroke,n,9891,0.94
3134,scope,n,10115,0.92
3135,punishment,n,9986,0.93
3136,handful,n,9735,0.95
3137,badly,r,9652,0.96
3138,horizon,n,9857,0.94
3139,curious,j,9738,0.95
3140,downtown,j,10172,0.91
3141,girlfriend,n,9832,0.94
3142,prompt,v,9741,0.95
3143,request,v,9619,0.96
3144,cholesterol,n,10641,0.87
3145,absorb,v,9762,0.95
3146,adjustment,n,10309,0.9
3147,taxpayer,n,10113,0.91
3148,eager,j,9627,0.96
3149,principal,n,9920,0.93
3150,detailed,j,10006,0.92
3151,motivation,n,10566,0.87
3152,assignment,n,9874,0.93
3153,restriction,n,9928,0.93
3154,across,r,9825,0.94
3155,Palestinian,n,10484,0.88
3156,laboratory,n,9972,0.92
3157,workshop,n,9926,0.93
3158,differently,r,9565,0.96
3159,auto,n,10006,0.92
3160,romantic,j,9561,0.96
3161,cotton,n,9734,0.94
3162,motor,n,9977,0.92
3163,sue,v,9797,0.94
3164,flavor,n,10143,0.91
3165,overlook,v,9553,0.96
3166,float,v,9982,0.92
3167,undergo,v,9826,0.93
3168,sequence,n,10041,0.91
3169,demonstration,n,9729,0.94
3170,jet,n,9690,0.95
3171,orange,j,9755,0.94
3172,consumption,n,10162,0.9
3173,assert,v,10125,0.9
3174,blade,n,10394,0.88
3175,temporary,j,9465,0.96
3176,medication,n,9789,0.93
3177,print,v,9508,0.96
3178,cabin,n,9955,0.92
3179,bite,v,9982,0.91
3180,relative,j,10283,0.89
3181,edition,n,9638,0.95
3182,valley,n,9708,0.94
3183,yours,p,10004,0.91
3184,pitch,n,9586,0.95
3185,pine,n,9824,0.93
3186,brilliant,j,9493,0.96
3187,versus,i,10007,0.91
3188,manufacturing,n,9822,0.92
3189,risk,v,9285,0.98
3190,Christian,n,9751,0.93
3191,complex,n,9573,0.95
3192,absolute,j,9622,0.94
3193,chef,n,10131,0.89
3194,discrimination,n,9872,0.92
3195,offensive,j,9902,0.91
3196,German,n,9586,0.94
3197,suit,v,9477,0.95
3198,boom,n,9457,0.96
3199,register,v,9389,0.96
3200,appoint,v,9541,0.95
3201,heritage,n,9670,0.93
3202,God,n,9694,0.93
3203,terrorist,j,10390,0.87
3204,dominant,j,10143,0.89
3205,successfully,r,9728,0.93
3206,shit,n,11047,0.82
3207,lemon,n,10095,0.89
3208,hungry,j,9653,0.93
3209,sense,v,9697,0.93
3210,dry,v,9678,0.93
3211,wander,v,9822,0.92
3212,submit,v,9507,0.95
3213,economics,n,9758,0.92
3214,naked,j,9897,0.91
3215,anticipate,v,9345,0.96
3216,nut,n,9605,0.94
3217,legacy,n,9461,0.95
3218,extension,n,9672,0.93
3219,shrug,v,10689,0.84
3220,fly,n,9689,0.93
3221,battery,n,9793,0.92
3222,arrival,n,9302,0.97
3223,legitimate,j,9543,0.94
3224,orientation,n,10613,0.85
3225,inflation,n,9758,0.92
3226,cope,v,9952,0.9
3227,flame,n,9716,0.92
3228,cluster,n,9821,0.91
3229,host,v,9750,0.92
3230,wound,n,9404,0.95
3231,dependent,j,10029,0.89
3232,shower,n,9624,0.93
3233,institutional,j,10397,0.86
3234,depict,v,9721,0.92
3235,operating,n,9480,0.94
3236,flesh,n,9867,0.9
3237,garage,n,9573,0.93
3238,operator,n,9351,0.95
3239,instructor,n,9912,0.9
3240,collapse,v,9163,0.97
3241,borrow,v,9150,0.97
3242,furthermore,r,10349,0.86
3243,comedy,n,9596,0.93
3244,mortgage,n,10022,0.89
3245,sanction,n,10163,0.87
3246,civilian,j,9684,0.92
3247,twelve,m,9638,0.92
3248,weekly,j,9297,0.95
3249,habitat,n,9665,0.92
3250,grain,n,9520,0.93
3251,brush,v,9806,0.9
3252,consciousness,n,9758,0.91
3253,devote,v,9326,0.95
3254,crack,v,9334,0.94
3255,measurement,n,10187,0.87
3256,province,n,9491,0.93
3257,ease,v,9247,0.95
3258,seize,v,9106,0.97
3259,ethics,n,9561,0.92
3260,nomination,n,9698,0.91
3261,permission,n,9298,0.95
3262,wise,j,9101,0.97
3263,actress,n,9448,0.93
3264,summit,n,9628,0.91
3265,acid,n,9772,0.9
3266,odds,n,9094,0.96
3267,gifted,j,10941,0.8
3268,frustration,n,9005,0.97
3269,medium,n,9523,0.92
3270,function,v,9570,0.91
3271,physically,r,9039,0.97
3272,grant,n,9372,0.93
3273,distinguish,v,9664,0.9
3274,shore,n,9191,0.95
3275,repeatedly,r,9059,0.96
3276,lung,n,9206,0.95
3277,firm,j,9036,0.97
3278,running,j,9271,0.94
3279,correct,v,8988,0.97
3280,distinct,j,9682,0.9
3281,artistic,j,9423,0.93
3282,discourse,n,10560,0.83
3283,basket,n,9316,0.94
3284,ah,u,9788,0.89
3285,fighting,n,9274,0.94
3286,impressive,j,9100,0.95
3287,competitor,n,9377,0.93
3288,ugly,j,9267,0.94
3289,worried,j,9215,0.94
3290,portray,v,9202,0.94
3291,powder,n,9639,0.9
3292,ghost,n,9564,0.91
3293,persuade,v,8998,0.96
3294,moderate,j,9220,0.94
3295,subsequent,j,9796,0.89
3296,continued,j,9402,0.92
3297,cookie,n,9480,0.91
3298,carrier,n,9251,0.94
3299,cooking,n,9403,0.92
3300,frequent,j,9267,0.93
3301,ban,v,9226,0.94
3302,swing,n,9214,0.94
3303,orange,n,9219,0.94
3304,awful,j,9300,0.93
3305,admire,v,9016,0.96
3306,pet,n,9118,0.95
3307,miracle,n,8981,0.96
3308,exceed,v,9362,0.92
3309,rhythm,n,9010,0.96
3310,widespread,j,9319,0.93
3311,killing,n,9109,0.95
3312,lovely,j,9327,0.92
3313,sin,n,9048,0.95
3314,charity,n,9054,0.95
3315,script,n,8924,0.96
3316,tactic,n,8993,0.96
3317,identification,n,9793,0.88
3318,transformation,n,9561,0.9
3319,everyday,j,9065,0.95
3320,headline,n,9272,0.92
3321,crash,v,9101,0.94
3322,venture,n,9278,0.92
3323,invasion,n,9412,0.91
3324,military,n,9288,0.92
3325,nonetheless,r,9168,0.93
3326,adequate,j,9406,0.91
3327,piano,n,8968,0.95
3328,grocery,n,9017,0.95
3329,intensity,n,9238,0.92
3330,exhibit,v,9459,0.9
3331,high,r,8771,0.97
3332,blanket,n,9385,0.91
3333,margin,n,8994,0.95
3334,principal,j,9218,0.92
3335,quarterback,n,10014,0.85
3336,mouse,n,9449,0.9
3337,rope,n,9300,0.91
3338,concrete,j,8871,0.96
3339,prescription,n,9169,0.93
3340,African-American,j,9121,0.93
3341,chase,v,8980,0.95
3342,document,v,9274,0.91
3343,brick,n,9069,0.93
3344,recruit,v,9028,0.94
3345,patch,n,9155,0.93
3346,consensus,n,9250,0.92
3347,horror,n,8875,0.95
3348,recording,n,8866,0.95
3349,changing,j,9055,0.93
3350,painter,n,9153,0.92
3351,colonial,j,9628,0.88
3352,pie,n,9019,0.94
3353,sake,n,8954,0.94
3354,gaze,n,9852,0.86
3355,courage,n,8720,0.97
3356,pregnancy,n,8944,0.94
3357,swear,v,9181,0.92
3358,defeat,v,8945,0.94
3359,clue,n,8732,0.97
3360,reinforce,v,9345,0.9
3361,win,n,9584,0.88
3362,confusion,n,8751,0.96
3363,slice,n,9337,0.9
3364,occupation,n,9115,0.92
3365,dear,j,9151,0.92
3366,coal,n,8928,0.94
3367,sacred,j,9018,0.93
3368,criminal,n,8854,0.95
3369,formula,n,8965,0.94
3370,cognitive,j,10166,0.83
3371,collective,j,9384,0.9
3372,exact,j,8643,0.97
3373,uncle,n,9355,0.9
3374,square,n,8906,0.94
3375,captain,n,9087,0.92
3376,sigh,v,10099,0.83
3377,attribute,v,9228,0.91
3378,dare,v,9033,0.93
3379,okay,j,9499,0.88
3380,homeless,j,9149,0.92
3381,cool,v,8980,0.93
3382,gallery,n,8963,0.93
3383,soccer,n,9212,0.91
3384,defendant,n,9230,0.91
3385,tunnel,n,9024,0.93
3386,fitness,n,9261,0.9
3387,lap,n,9260,0.9
3388,grave,n,8868,0.94
3389,toe,n,9047,0.92
3390,container,n,8956,0.93
3391,virtue,n,9111,0.91
3392,abroad,r,8788,0.95
3393,architect,n,8969,0.93
3394,dramatically,r,8712,0.95
3395,makeup,n,8916,0.93
3396,inquiry,n,9136,0.91
3397,rose,n,8988,0.92
3398,surprisingly,r,8704,0.95
3399,highlight,v,9119,0.91
3400,decrease,v,9291,0.89
3401,indication,n,8715,0.95
3402,rail,n,8826,0.93
3403,anniversary,n,8676,0.95
3404,couch,n,9209,0.89
3405,alliance,n,8948,0.92
3406,hypothesis,n,9890,0.83
3407,boyfriend,n,8755,0.94
3408,compose,v,8866,0.93
3409,peer,v,9099,0.9
3410,mess,n,8745,0.94
3411,rank,v,8879,0.92
3412,legend,n,8660,0.95
3413,regulate,v,8856,0.93
3414,adolescent,n,10568,0.78
3415,shine,v,8984,0.91
3416,norm,n,9360,0.88
3417,upset,v,8570,0.96
3418,remark,n,8453,0.97
3419,resign,v,8867,0.92
3420,reward,n,8662,0.94
3421,gentle,j,8766,0.93
3422,related,j,9227,0.89
3423,organ,n,8596,0.95
3424,lightly,r,8893,0.92
3425,concerning,i,9329,0.87
3426,invent,v,8461,0.96
3427,laughter,n,9019,0.9
3428,fit,j,8550,0.95
3429,northwest,n,8650,0.94
3430,counseling,n,9303,0.88
3431,tight,r,8980,0.91
3432,receiver,n,8882,0.92
3433,ritual,n,8883,0.92
3434,insect,n,8814,0.92
3435,interrupt,v,8757,0.93
3436,salmon,n,8860,0.92
3437,favor,n,8403,0.97
3438,trading,n,8787,0.93
3439,concern,v,8702,0.93
3440,magic,j,8506,0.95
3441,superior,j,8632,0.94
3442,combat,n,8675,0.94
3443,stem,n,8963,0.9
3444,surgeon,n,8519,0.95
3445,acceptable,j,8723,0.93
3446,physics,n,9184,0.88
3447,rape,n,8790,0.92
3448,counsel,n,9387,0.86
3449,brush,n,8821,0.92
3450,jeans,n,8851,0.91
3451,hunt,v,8812,0.92
3452,continuous,j,8996,0.9
3453,log,n,8606,0.94
3454,echo,v,8477,0.95
3455,pill,n,8537,0.94
3456,excited,j,8491,0.95
3457,sculpture,n,8659,0.93
3458,compound,n,8573,0.94
3459,integrate,v,9060,0.89
3460,flour,n,9103,0.88
3461,bitter,j,8353,0.96
3462,bare,j,8943,0.9
3463,slope,n,8573,0.94
3464,rent,v,8446,0.95
3465,presidency,n,8814,0.91
3466,serving,n,9453,0.85
3467,subtle,j,8442,0.95
3468,greatly,r,8648,0.93
3469,bishop,n,8639,0.93
3470,drinking,n,8446,0.95
3471,delay,v,8333,0.96
3472,cry,n,8648,0.93
3473,acceptance,n,8870,0.9
3474,collapse,n,8397,0.95
3475,shop,v,8509,0.94
3476,pump,n,8617,0.93
3477,candy,n,8633,0.93
3478,evil,n,8391,0.95
3479,final,n,8964,0.89
3480,finance,v,8571,0.93
3481,pleased,j,8502,0.94
3482,medal,n,8991,0.89
3483,beg,v,8542,0.93
3484,sponsor,v,8542,0.93
3485,ethical,j,9018,0.88
3486,secondary,j,9121,0.87
3487,slam,v,9076,0.88
3488,export,n,9013,0.88
3489,experimental,j,9019,0.88
3490,melt,v,8533,0.93
3491,midnight,n,8440,0.94
3492,net,j,8563,0.93
3493,curve,n,8397,0.95
3494,integrity,n,8463,0.94
3495,entitle,v,8381,0.95
3496,evident,j,8753,0.91
3497,logic,n,8646,0.92
3498,essence,n,8388,0.94
3499,park,v,8650,0.92
3500,exclude,v,8780,0.9
3501,harsh,j,8092,0.98
3502,closet,n,8597,0.92
3503,suburban,j,8463,0.93
3504,greet,v,8367,0.94
3505,favor,i,8357,0.94
3506,interior,n,8370,0.94
3507,corridor,n,8842,0.89
3508,murder,v,8462,0.93
3509,retail,j,8600,0.92
3510,pitcher,n,8835,0.89
3511,march,v,8267,0.95
3512,snake,n,8523,0.92
3513,pitch,v,8628,0.91
3514,excuse,v,8722,0.9
3515,cross,n,8207,0.96
3516,weakness,n,8275,0.95
3517,pig,n,8307,0.95
3518,cold,n,8527,0.92
3519,classical,j,8475,0.93
3520,estimated,j,8464,0.93
3521,T-shirt,n,8386,0.94
3522,online,r,8729,0.9
3523,unemployment,n,8471,0.93
3524,civilization,n,8447,0.93
3525,fold,v,8630,0.91
3526,patient,j,8504,0.92
3527,pop,n,8316,0.94
3528,daily,r,8405,0.93
3529,reverse,v,8154,0.96
3530,missing,j,8232,0.95
3531,correlation,n,9584,0.82
3532,humanity,n,8259,0.95
3533,flash,v,8815,0.89
3534,developer,n,8671,0.9
3535,reliable,j,8302,0.94
3536,excitement,n,8160,0.96
3537,beef,n,8416,0.93
3538,Islam,n,8755,0.89
3539,Roman,j,8299,0.94
3540,stretch,n,8285,0.94
3541,architecture,n,8449,0.92
3542,occasional,j,8162,0.95
3543,administrative,j,8895,0.88
3544,elbow,n,8536,0.91
3545,deadly,j,8196,0.95
3546,Muslim,n,8498,0.91
3547,Hispanic,j,8690,0.89
3548,allegation,n,8675,0.89
3549,tip,v,8300,0.93
3550,confuse,v,8045,0.96
3551,airplane,n,8254,0.94
3552,monthly,j,8335,0.93
3553,duck,n,8335,0.93
3554,dose,n,8291,0.93
3555,Korean,j,8441,0.92
3556,plead,v,8140,0.95
3557,initiate,v,8630,0.9
3558,lecture,n,8278,0.93
3559,van,n,8364,0.92
3560,sixth,m,8170,0.95
3561,bay,n,8209,0.94
3562,mainstream,j,8170,0.94
3563,suburb,n,8249,0.93
3564,sandwich,n,8298,0.93
3565,unlike,j,8103,0.95
3566,trunk,n,8400,0.92
3567,rumor,n,8023,0.96
3568,implementation,n,9293,0.83
3569,swallow,v,8583,0.9
3570,motivate,v,8324,0.92
3571,render,v,8288,0.93
3572,longtime,j,8439,0.91
3573,trap,v,8030,0.96
3574,restrict,v,8340,0.92
3575,cloth,n,8287,0.93
3576,seemingly,r,8010,0.96
3577,legislative,j,8384,0.91
3578,effectiveness,n,8889,0.86
3579,enforce,v,8162,0.94
3580,lens,n,8313,0.92
3581,reach,n,7982,0.96
3582,inspector,n,8652,0.88
3583,lend,v,7961,0.96
3584,plain,j,8015,0.95
3585,fraud,n,8176,0.93
3586,companion,n,8136,0.94
3587,contend,v,8249,0.93
3588,nail,n,8255,0.92
3589,array,n,8167,0.93
3590,strict,j,8013,0.95
3591,assemble,v,7996,0.95
3592,frankly,r,8620,0.88
3593,rat,n,8177,0.93
3594,burst,v,8393,0.91
3595,hallway,n,8717,0.87
3596,cave,n,8261,0.92
3597,inevitable,j,7889,0.96
3598,southwest,n,8190,0.93
3599,monster,n,8164,0.93
3600,speed,v,7936,0.96
3601,protest,v,7871,0.96
3602,unexpected,j,7829,0.97
3603,obstacle,n,8075,0.94
3604,facilitate,v,8946,0.85
3605,encounter,n,8073,0.94
3606,rip,v,8164,0.93
3607,herb,n,8279,0.91
3608,overwhelming,j,7831,0.97
3609,integration,n,8847,0.85
3610,crystal,n,8035,0.94
3611,recession,n,8809,0.86
3612,wish,n,7789,0.97
3613,top,v,8162,0.92
3614,written,j,8371,0.9
3615,motive,n,8029,0.94
3616,label,v,7969,0.95
3617,flood,n,7986,0.94
3618,pen,n,8117,0.93
3619,ownership,n,8177,0.92
3620,nightmare,n,7895,0.95
3621,notice,n,7762,0.97
3622,inspection,n,8128,0.93
3623,supervisor,n,8049,0.93
3624,consult,v,7778,0.96
3625,arena,n,8008,0.94
3626,laugh,n,8164,0.92
3627,diagnosis,n,8454,0.89
3628,possession,n,7828,0.96
3629,forgive,v,8003,0.93
3630,warm,v,7973,0.94
3631,consistently,r,8104,0.92
3632,basement,n,7988,0.94
3633,project,v,7871,0.95
3634,drift,v,8311,0.9
3635,drain,v,8123,0.92
3636,last,r,8415,0.89
3637,prosecution,n,8941,0.83
3638,maximum,j,8075,0.92
3639,announcement,n,7863,0.95
3640,warrior,n,7975,0.93
3641,prediction,n,7996,0.93
3642,bacteria,n,8256,0.9
3643,questionnaire,n,9123,0.82
3644,mud,n,8026,0.93
3645,infrastructure,n,7961,0.93
3646,hurry,v,8723,0.85
3647,privilege,n,7923,0.94
3648,temple,n,7949,0.94
3649,medium,j,8586,0.87
3650,outdoor,j,8101,0.92
3651,suck,v,8204,0.91
3652,and/or,c,8481,0.88
3653,broadcast,n,8130,0.91
3654,re,i,15773,0.47
3655,leap,v,8376,0.89
3656,random,j,7818,0.95
3657,past,r,7921,0.94
3658,wrist,n,8250,0.9
3659,curtain,n,8204,0.9
3660,monitor,n,7879,0.94
3661,pond,n,7971,0.93
3662,domain,n,8641,0.86
3663,guilt,n,7746,0.96
3664,cattle,n,7827,0.95
3665,subject,i,8087,0.91
3666,walking,n,7847,0.94
3667,playoff,n,8803,0.84
3668,minimum,j,8011,0.92
3669,fiscal,j,8005,0.92
3670,skirt,n,8167,0.9
3671,dump,v,7689,0.96
3672,hence,r,8468,0.87
3673,database,n,8094,0.91
3674,uncomfortable,j,7667,0.96
3675,aim,n,7973,0.92
3676,execute,v,7671,0.96
3677,limb,n,8018,0.92
3678,ideology,n,8485,0.87
3679,average,v,8106,0.91
3680,welcome,j,7798,0.94
3681,tune,v,7934,0.92
3682,continuing,j,7845,0.94
3683,harm,n,7619,0.96
3684,railroad,n,7796,0.94
3685,endure,v,7586,0.97
3686,radiation,n,7912,0.93
3687,horn,n,7813,0.94
3688,chronic,j,8036,0.91
3689,peaceful,j,7704,0.95
3690,innovation,n,8099,0.9
3691,strain,n,7713,0.95
3692,guitar,n,7712,0.95
3693,replacement,n,7734,0.94
3694,behave,v,7546,0.97
3695,administer,v,8135,0.9
3696,simultaneously,r,7960,0.92
3697,dancer,n,7664,0.95
3698,amendment,n,8132,0.9
3699,guard,v,7659,0.95
3700,pad,n,7846,0.93
3701,transmission,n,7829,0.93
3702,await,v,7550,0.96
3703,retired,j,7869,0.92
3704,trigger,v,7630,0.95
3705,spill,v,7798,0.93
3706,grateful,j,7597,0.96
3707,grace,n,7634,0.95
3708,virtual,j,7776,0.93
3709,response,i,7868,0.92
3710,colony,n,7822,0.93
3711,adoption,n,7986,0.91
3712,slide,n,7780,0.93
3713,indigenous,j,8785,0.83
3714,closed,j,7500,0.97
3715,convict,v,7940,0.91
3716,civilian,n,7889,0.92
3717,towel,n,7978,0.91
3718,modify,v,8997,0.8
3719,particle,n,7925,0.91
3720,award,v,7666,0.94
3721,glance,n,8122,0.89
3722,prize,n,7519,0.96
3723,landing,n,7646,0.94
3724,conduct,n,7821,0.92
3725,blue,n,7671,0.94
3726,boost,v,7863,0.92
3727,bat,n,7694,0.94
3728,alarm,n,7631,0.94
3729,festival,n,7775,0.92
3730,grip,n,7724,0.93
3731,weird,j,7709,0.93
3732,undermine,v,7762,0.92
3733,freshman,n,7849,0.91
3734,sweat,n,8036,0.89
3735,hay,n,7618,0.94
3736,European,n,7688,0.93
3737,drunk,j,7890,0.91
3738,survey,v,7556,0.95
3739,research,v,7618,0.94
3740,separation,n,7760,0.92
3741,traditionally,r,7717,0.93
3742,stuff,v,7687,0.93
3743,govern,v,7668,0.93
3744,southeast,n,7589,0.94
3745,intelligent,j,7373,0.97
3746,wherever,r,7382,0.97
3747,ballot,n,9217,0.77
3748,rhetoric,n,7765,0.92
3749,convinced,j,7389,0.97
3750,driving,j,7438,0.96
3751,vitamin,n,8245,0.86
3752,enthusiasm,n,7368,0.97
3753,accommodate,v,7571,0.94
3754,praise,v,7379,0.96
3755,injure,v,7574,0.94
3756,wilderness,n,7916,0.9
3757,nearby,r,7545,0.94
3758,endless,j,7458,0.95
3759,mandate,n,7704,0.92
3760,pause,n,8140,0.87
3761,excuse,n,7388,0.96
3762,respectively,r,8223,0.86
3763,uncertainty,n,7671,0.92
3764,chaos,n,7304,0.97
3765,short,r,7495,0.95
3766,mechanical,j,7835,0.9
3767,canvas,n,7795,0.91
3768,forty,m,7692,0.92
3769,matter,d,7396,0.96
3770,lobby,n,7556,0.94
3771,profound,j,7477,0.95
3772,format,n,7910,0.9
3773,trait,n,7980,0.89
3774,currency,n,7753,0.91
3775,turkey,n,7757,0.91
3776,reserve,n,7585,0.93
3777,beam,n,7625,0.93
3778,abuse,v,7554,0.94
3779,astronomer,n,8157,0.87
3780,corruption,n,7518,0.94
3781,contractor,n,7634,0.92
3782,apologize,v,7485,0.94
3783,doctrine,n,8081,0.87
3784,genuine,j,7336,0.96
3785,thumb,n,7659,0.92
3786,unity,n,7810,0.9
3787,compromise,n,7469,0.94
3788,horrible,j,7538,0.93
3789,behavioral,j,8320,0.85
3790,exclusive,j,7402,0.95
3791,scatter,v,7461,0.94
3792,commonly,r,7861,0.89
3793,convey,v,7529,0.93
3794,rush,n,7458,0.94
3795,twist,v,7875,0.89
3796,complexity,n,7813,0.9
3797,fork,n,7742,0.91
3798,disk,n,7898,0.89
3799,relieve,v,7352,0.95
3800,suspicion,n,7187,0.97
3801,lock,n,7605,0.92
3802,finish,n,7585,0.92
3803,residence,n,7332,0.95
3804,shame,n,7347,0.95
3805,meaningful,j,7719,0.9
3806,sidewalk,n,7668,0.91
3807,Olympics,n,8039,0.87
3808,technological,j,7780,0.9
3809,signature,n,7349,0.95
3810,pleasant,j,7425,0.94
3811,wow,u,8016,0.87
3812,suspend,v,7228,0.96
3813,rebel,n,7525,0.92
3814,frozen,j,7474,0.93
3815,desire,v,7454,0.93
3816,spouse,n,7510,0.93
3817,fluid,n,7464,0.93
3818,pension,n,7660,0.91
3819,resume,v,7243,0.96
3820,theoretical,j,8320,0.83
3821,sodium,n,7998,0.87
3822,blow,n,7324,0.95
3823,promotion,n,7416,0.94
3824,delicate,j,7332,0.95
3825,forehead,n,8123,0.85
3826,rebuild,v,7474,0.93
3827,bounce,v,7451,0.93
3828,electrical,j,7347,0.94
3829,hook,n,7382,0.94
3830,detective,n,7441,0.93
3831,traveler,n,7336,0.94
3832,click,v,7549,0.92
3833,compensation,n,7512,0.92
3834,signal,v,7171,0.97
3835,exit,n,7333,0.94
3836,attraction,n,7280,0.95
3837,dedicate,v,7226,0.96
3838,altogether,r,7147,0.97
3839,pickup,n,7415,0.93
3840,carve,v,7294,0.95
3841,needle,n,7378,0.94
3842,belly,n,7784,0.89
3843,ship,v,7264,0.95
3844,scare,v,7367,0.94
3845,portfolio,n,7663,0.9
3846,shuttle,n,7593,0.91
3847,invisible,j,7355,0.94
3848,timing,n,7345,0.94
3849,engagement,n,7675,0.9
3850,ankle,n,7397,0.93
3851,transaction,n,7418,0.93
3852,rescue,v,7187,0.96
3853,counterpart,n,7484,0.92
3854,historically,r,7426,0.92
3855,firmly,r,7189,0.95
3856,mild,j,7211,0.95
3857,rider,n,7450,0.92
3858,doll,n,7351,0.93
3859,noon,n,7425,0.92
3860,exhibit,n,7326,0.93
3861,amid,i,7264,0.94
3862,identical,j,7247,0.94
3863,precise,j,7211,0.95
3864,anxious,j,7096,0.96
3865,structural,j,7870,0.87
3866,residential,j,7415,0.92
3867,loud,r,7541,0.9
3868,diagnose,v,7255,0.94
3869,carbohydrate,n,8057,0.85
3870,liberty,n,7442,0.91
3871,poster,n,7069,0.96
3872,theology,n,7866,0.86
3873,nonprofit,j,7482,0.91
3874,crawl,v,7596,0.9
3875,oxygen,n,7191,0.94
3876,handsome,j,7512,0.9
3877,magic,n,7415,0.92
3878,sum,n,7217,0.94
3879,provided,c,7431,0.91
3880,businessman,n,7190,0.94
3881,promising,j,7075,0.96
3882,conscious,j,7152,0.95
3883,determination,n,7170,0.94
3884,donor,n,7231,0.94
3885,hers,p,7770,0.87
3886,pastor,n,7260,0.93
3887,jazz,n,7220,0.94
3888,opera,n,7332,0.92
3889,Japanese,n,7419,0.91
3890,bite,n,7160,0.94
3891,frame,v,7063,0.95
3892,evil,j,7045,0.96
3893,acquisition,n,7338,0.92
3894,pit,n,7132,0.94
3895,hug,v,7478,0.9
3896,wildlife,n,7361,0.91
3897,punish,v,6955,0.97
3898,giant,n,7102,0.95
3899,primary,n,7823,0.86
3900,equity,n,7277,0.92
3901,wrong,r,7038,0.95
3902,doorway,n,7914,0.85
3903,departure,n,7008,0.96
3904,elevator,n,7535,0.89
3905,teenage,j,7030,0.95
3906,guidance,n,7399,0.91
3907,happiness,n,7036,0.95
3908,statue,n,7058,0.95
3909,pursuit,n,7070,0.95
3910,repair,n,7088,0.95
3911,decent,j,6954,0.96
3912,gym,n,7229,0.93
3913,oral,j,7448,0.9
3914,clerk,n,7234,0.93
3915,Israeli,n,7673,0.87
3916,envelope,n,7241,0.92
3917,reporting,n,7184,0.93
3918,destination,n,7039,0.95
3919,fist,n,7729,0.86
3920,endorse,v,7167,0.93
3921,exploration,n,7294,0.92
3922,generous,j,6907,0.97
3923,bath,n,7149,0.93
3924,rescue,n,7094,0.94
3925,thereby,r,7588,0.88
3926,overall,r,7225,0.92
3927,indicator,n,7574,0.88
3928,sunlight,n,7349,0.91
3929,feedback,n,7735,0.86
3930,spectrum,n,7216,0.92
3931,purple,j,7216,0.92
3932,laser,n,7197,0.93
3933,bold,j,6936,0.96
3934,reluctant,j,6842,0.97
3935,starting,n,7118,0.93
3936,expertise,n,7219,0.92
3937,practically,r,6914,0.96
3938,program,v,7015,0.95
3939,picture,v,7103,0.93
3940,tune,n,6887,0.96
3941,eating,n,7067,0.94
3942,age,v,7005,0.95
3943,volunteer,v,6864,0.97
3944,hint,n,6951,0.95
3945,sharply,r,6966,0.95
3946,parade,n,7010,0.95
3947,advocate,v,7198,0.92
3948,realm,n,7261,0.91
3949,ban,n,7070,0.94
3950,strip,v,6894,0.96
3951,cancel,v,6932,0.95
3952,blend,v,7238,0.91
3953,therapist,n,7170,0.92
3954,slice,v,7316,0.9
3955,peel,v,7182,0.92
3956,pizza,n,7130,0.93
3957,recipient,n,7126,0.93
3958,hesitate,v,7462,0.88
3959,flip,v,7274,0.91
3960,accounting,n,7319,0.9
3961,debate,v,6952,0.95
3962,bias,n,7388,0.89
3963,huh,u,7563,0.87
3964,metaphor,n,7461,0.88
3965,candle,n,7204,0.91
3966,handle,n,7101,0.93
3967,worry,n,6811,0.96
3968,judicial,j,7213,0.91
3969,entity,n,7276,0.9
3970,suffering,n,6955,0.94
3971,full-time,j,6945,0.94
3972,feel,n,6939,0.95
3973,lamp,n,7290,0.9
3974,garbage,n,6933,0.95
3975,servant,n,7064,0.93
3976,addition,n,7027,0.93
3977,regulatory,j,7274,0.9
3978,diplomatic,j,7193,0.91
3979,elegant,j,6974,0.94
3980,inside,n,6955,0.94
3981,reception,n,6896,0.95
3982,vanish,v,7154,0.91
3983,automatically,r,6823,0.96
3984,chin,n,7585,0.86
3985,trail,v,7049,0.93
3986,necessity,n,7071,0.92
3987,confess,v,6815,0.96
3988,racism,n,7026,0.93
3989,starter,n,7487,0.87
3990,interior,j,6931,0.94
3991,banking,n,7120,0.92
3992,casual,j,6946,0.94
3993,gravity,n,7000,0.93
3994,enroll,v,7053,0.92
3995,diminish,v,6875,0.95
3996,prevention,n,7352,0.88
3997,Arab,n,7222,0.9
3998,value,v,7000,0.93
3999,minimize,v,7139,0.91
4000,chop,v,7452,0.87
4001,performer,n,6896,0.94
4002,intent,n,6879,0.94
4003,isolate,v,6920,0.94
4004,pump,v,6765,0.96
4005,inventory,n,7090,0.92
4006,productive,j,7006,0.93
4007,assembly,n,6914,0.94
4008,civic,j,7088,0.91
4009,silk,n,7128,0.91
4010,magnitude,n,7115,0.91
4011,steep,j,6972,0.93
4012,hostage,n,8605,0.75
4013,collector,n,6976,0.93
4014,popularity,n,6836,0.95
4015,kiss,n,7195,0.9
4016,alien,n,7134,0.9
4017,dynamic,j,7175,0.9
4018,scary,j,6865,0.94
4019,equation,n,7372,0.87
4020,angel,n,6978,0.92
4021,switch,n,6781,0.95
4022,offering,n,6856,0.94
4023,rage,n,6877,0.94
4024,photography,n,7087,0.91
4025,repair,v,6730,0.96
4026,toilet,n,6939,0.93
4027,disappointed,j,6724,0.96
4028,precious,j,6716,0.96
4029,prohibit,v,6896,0.93
4030,representative,j,7008,0.92
4031,content,j,7113,0.9
4032,realistic,j,6786,0.95
4033,Russian,n,6891,0.93
4034,hidden,j,6787,0.95
4035,command,v,6688,0.96
4036,tender,j,7013,0.92
4037,wake,n,6630,0.97
4038,gathering,n,6671,0.96
4039,outstanding,j,6803,0.94
4040,stumble,v,7076,0.91
4041,lonely,j,6868,0.94
4042,automobile,n,6829,0.94
4043,artificial,j,6730,0.95
4044,dawn,n,6929,0.93
4045,abstract,j,7165,0.9
4046,descend,v,6896,0.93
4047,silly,j,6857,0.93
4048,hook,v,6800,0.94
4049,tide,n,6698,0.96
4050,shared,j,7069,0.91
4051,hopefully,r,6986,0.92
4052,readily,r,6964,0.92
4053,cooperate,v,6763,0.95
4054,revolutionary,j,6886,0.93
4055,romance,n,6705,0.95
4056,hardware,n,6951,0.92
4057,pillow,n,7122,0.9
4058,kit,n,6912,0.92
4059,cook,n,6866,0.93
4060,spread,n,6686,0.95
4061,continent,n,6730,0.95
4062,seal,v,6660,0.96
4063,circuit,n,6747,0.94
4064,sink,n,7052,0.9
4065,ruling,n,6947,0.92
4066,shortage,n,6776,0.94
4067,annually,r,6928,0.92
4068,lately,r,6696,0.95
4069,trap,n,6694,0.95
4070,scan,v,6879,0.92
4071,fool,n,6990,0.91
4072,deadline,n,6932,0.91
4073,rear,j,6910,0.92
4074,processing,n,7220,0.88
4075,ranch,n,6759,0.94
4076,coastal,j,6880,0.92
4077,undertake,v,7044,0.9
4078,softly,r,7487,0.84
4079,reserve,v,6636,0.95
4080,burning,j,6665,0.95
4081,verbal,j,7227,0.87
4082,tribal,j,6995,0.9
4083,ridiculous,j,6695,0.94
4084,automatic,j,6580,0.96
4085,diamond,n,6743,0.93
4086,credibility,n,6742,0.93
4087,import,n,6944,0.91
4088,sexually,r,6806,0.93
4089,spring,v,6689,0.94
4090,way,r,6604,0.95
4091,divine,j,7059,0.89
4092,sentiment,n,6658,0.95
4093,cart,n,6822,0.92
4094,oversee,v,6773,0.93
4095,stem,v,6712,0.94
4096,elder,n,6808,0.92
4097,pro,n,6867,0.91
4098,inspiration,n,6584,0.95
4099,Dutch,j,6690,0.94
4100,quantity,n,6833,0.92
4101,trailer,n,6713,0.93
4102,mate,n,6693,0.94
4103,o'clock,r,6972,0.97
4104,Greek,j,6642,0.94
4105,genius,n,6509,0.96
4106,monument,n,6680,0.94
4107,bid,n,6954,0.9
4108,quest,n,6613,0.95
4109,sacrifice,n,6591,0.95
4110,invitation,n,6460,0.97
4111,accuracy,n,6942,0.9
4112,juror,n,7497,0.83
4113,officially,r,6462,0.97
4114,broker,n,6929,0.9
4115,treasure,n,6648,0.94
4116,loyalty,n,6604,0.94
4117,credit,v,6611,0.94
4118,shock,v,6492,0.96
4119,talented,j,6584,0.95
4120,gasoline,n,6696,0.93
4121,stiff,j,6697,0.93
4122,output,n,7041,0.88
4123,nominee,n,7138,0.87
4124,extended,j,6641,0.94
4125,please,v,6565,0.95
4126,diabetes,n,7073,0.88
4127,slap,v,7015,0.89
4128,toxic,j,6672,0.93
4129,alleged,j,6658,0.93
4130,jaw,n,6922,0.9
4131,grief,n,6591,0.94
4132,mysterious,j,6484,0.96
4133,rocket,n,6722,0.92
4134,donate,v,6606,0.94
4135,inmate,n,6718,0.92
4136,tackle,v,6644,0.93
4137,dynamics,n,7084,0.87
4138,bow,n,6800,0.91
4139,ours,p,6422,0.96
4140,senior,n,6768,0.91
4141,dignity,n,6585,0.94
4142,carpet,n,6658,0.93
4143,parental,j,7251,0.85
4144,bubble,n,6570,0.94
4145,heat,v,6650,0.93
4146,buddy,n,6554,0.94
4147,barn,n,6785,0.91
4148,sword,n,7029,0.88
4149,flash,n,6741,0.91
4150,seventh,m,6517,0.95
4151,glory,n,6443,0.96
4152,tightly,r,6643,0.93
4153,protective,j,6503,0.95
4154,tuck,v,6847,0.9
4155,drum,n,6423,0.96
4156,faint,j,6886,0.89
4157,post,v,6558,0.94
4158,queen,n,6606,0.93
4159,dilemma,n,6703,0.92
4160,input,n,7004,0.88
4161,specialize,v,6538,0.94
4162,northeast,n,6500,0.94
4163,shallow,j,6512,0.94
4164,liability,n,6775,0.9
4165,sail,v,6525,0.94
4166,merchant,n,6474,0.94
4167,stadium,n,6977,0.88
4168,improved,j,6720,0.91
4169,bloody,j,6513,0.94
4170,defeat,n,6380,0.96
4171,associated,j,6754,0.9
4172,withdrawal,n,6624,0.92
4173,refrigerator,n,6497,0.94
4174,nest,n,6541,0.93
4175,near,j,6296,0.97
4176,thoroughly,r,6384,0.96
4177,lane,n,6540,0.93
4178,ancestor,n,6529,0.93
4179,condemn,v,6418,0.95
4180,steam,n,6426,0.95
4181,accent,n,6486,0.94
4182,escape,n,6358,0.96
4183,optimistic,j,6412,0.95
4184,unite,v,6391,0.95
4185,cage,n,6621,0.92
4186,equip,v,6436,0.94
4187,shrimp,n,6631,0.91
4188,homeland,n,6726,0.9
4189,exchange,v,6394,0.95
4190,rack,n,6677,0.91
4191,costume,n,6349,0.95
4192,wolf,n,6718,0.9
4193,courtroom,n,6772,0.89
4194,statute,n,6838,0.88
4195,cartoon,n,6403,0.94
4196,besides,i,6198,0.97
4197,productivity,n,6651,0.91
4198,grin,v,7242,0.83
4199,symbolic,j,6755,0.89
4200,seal,n,6543,0.92
4201,bug,n,6541,0.92
4202,bless,v,6293,0.96
4203,aunt,n,6662,0.9
4204,agriculture,n,6621,0.91
4205,rock,v,6473,0.93
4206,hostile,j,6319,0.95
4207,root,v,6276,0.96
4208,conceive,v,6486,0.93
4209,combined,j,6495,0.93
4210,instantly,r,6476,0.93
4211,bankruptcy,n,6690,0.9
4212,vaccine,n,6761,0.89
4213,bonus,n,6531,0.92
4214,collaboration,n,6889,0.87
4215,mixed,j,6327,0.95
4216,opposed,i,6418,0.93
4217,orbit,n,6490,0.92
4218,grasp,v,6357,0.94
4219,patience,n,6532,0.92
4220,spite,i,6339,0.94
4221,tropical,j,6473,0.92
4222,voting,n,6621,0.9
4223,patrol,n,6382,0.94
4224,willingness,n,6461,0.92
4225,position,v,6288,0.95
4226,revelation,n,6297,0.95
4227,rent,n,6360,0.94
4228,calm,v,6484,0.92
4229,jewelry,n,6338,0.94
4230,Cuban,j,6601,0.9
4231,haul,v,6401,0.93
4232,concede,v,6303,0.95
4233,trace,n,6345,0.94
4234,wagon,n,6577,0.91
4235,afterward,r,6353,0.94
4236,spectacular,j,6276,0.95
4237,ruin,v,6267,0.95
4238,sheer,j,6209,0.96
4239,prior,j,6720,0.88
4240,immune,j,6492,0.91
4241,reliability,n,7053,0.84
4242,ass,n,6911,0.86
4243,alongside,i,6166,0.96
4244,bush,n,6307,0.94
4245,exotic,j,6185,0.96
4246,fascinating,j,6231,0.95
4247,secure,j,6138,0.96
4248,clip,n,6660,0.89
4249,thigh,n,6576,0.9
4250,bull,n,6346,0.93
4251,drawer,n,6665,0.89
4252,regard,i,6665,0.89
4253,sheep,n,6320,0.94
4254,discourage,v,6177,0.96
4255,coordinator,n,6478,0.91
4256,ideological,j,6793,0.87
4257,runner,n,6333,0.93
4258,secular,j,6560,0.9
4259,intimate,j,6143,0.96
4260,empire,n,6268,0.94
4261,cab,n,6561,0.9
4262,divorce,v,6086,0.97
4263,exam,n,6176,0.95
4264,documentary,n,6321,0.93
4265,neutral,j,6331,0.93
4266,biology,n,6334,0.93
4267,flexible,j,6312,0.93
4268,progressive,j,6387,0.92
4269,web,n,6411,0.92
4270,conspiracy,n,6261,0.94
4271,catch,n,6377,0.92
4272,casualty,n,6439,0.91
4273,republic,n,7519,0.78
4274,execution,n,6278,0.93
4275,terrific,j,6356,0.92
4276,whale,n,6928,0.84
4277,functional,j,6736,0.87
4278,star,v,6328,0.92
4279,draft,v,6234,0.94
4280,instinct,n,6076,0.96
4281,teammate,n,6572,0.89
4282,aluminum,n,6468,0.9
4283,whoever,p,6250,0.93
4284,ministry,n,6250,0.93
4285,verdict,n,6529,0.89
4286,instruct,v,6117,0.95
4287,skull,n,6313,0.92
4288,self-esteem,n,6727,0.86
4289,ease,n,6103,0.95
4290,cooperative,j,6671,0.87
4291,manipulate,v,6159,0.94
4292,bee,n,6342,0.92
4293,practitioner,n,6670,0.87
4294,loop,n,6175,0.94
4295,edit,v,6157,0.94
4296,whip,v,6255,0.93
4297,puzzle,n,6153,0.94
4298,mushroom,n,6454,0.9
4299,subsidy,n,6236,0.93
4300,boil,v,6180,0.94
4301,tragic,j,6038,0.96
4302,mathematics,n,6828,0.85
4303,mechanic,n,6092,0.95
4304,jar,n,6284,0.92
4305,respect,i,6659,0.87
4306,earthquake,n,6439,0.9
4307,pork,n,6261,0.92
4308,creativity,n,6452,0.89
4309,safely,r,5959,0.97
4310,underlying,j,6340,0.91
4311,dessert,n,6286,0.92
4312,sympathy,n,6044,0.95
4313,fisherman,n,6317,0.91
4314,incredibly,r,6141,0.94
4315,isolation,n,6251,0.92
4316,sock,n,6273,0.92
4317,near,r,6097,0.94
4318,jump,n,6088,0.95
4319,eleven,m,6239,0.92
4320,sexy,j,6300,0.91
4321,entrepreneur,n,6238,0.92
4322,syndrome,n,6157,0.93
4323,bureau,n,6199,0.93
4324,seat,v,6227,0.92
4325,workplace,n,6186,0.93
4326,ambition,n,5962,0.96
4327,touchdown,n,6954,0.82
4328,utilize,v,6607,0.87
4329,breeze,n,6423,0.89
4330,costly,j,6130,0.93
4331,ambitious,j,6040,0.95
4332,Christianity,n,6312,0.91
4333,presumably,r,6039,0.95
4334,influential,j,6161,0.93
4335,translation,n,6266,0.91
4336,uncertain,j,5951,0.96
4337,dissolve,v,6157,0.93
4338,object,v,5909,0.97
4339,statistical,j,6634,0.86
4340,gut,n,6067,0.94
4341,metropolitan,j,6149,0.93
4342,rolling,j,6066,0.94
4343,aesthetic,j,6647,0.86
4344,spell,v,5887,0.97
4345,insert,v,6067,0.94
4346,booth,n,6191,0.92
4347,helmet,n,6203,0.92
4348,waist,n,6394,0.89
4349,expected,j,6144,0.93
4350,lion,n,6075,0.94
4351,accomplishment,n,5980,0.95
4352,royal,j,6028,0.94
4353,panic,n,6087,0.93
4354,cast,n,6007,0.95
4355,crush,v,5985,0.95
4356,actively,r,6232,0.91
4357,cliff,n,6117,0.93
4358,minimal,j,6176,0.92
4359,cord,n,6071,0.94
4360,fortunately,r,5974,0.95
4361,cocaine,n,6207,0.91
4362,illusion,n,6035,0.94
4363,anonymous,j,5949,0.95
4364,tolerate,v,5871,0.97
4365,appreciation,n,6054,0.94
4366,commissioner,n,6303,0.9
4367,harm,v,5810,0.97
4368,flexibility,n,6149,0.92
4369,instructional,j,7014,0.81
4370,scramble,v,6061,0.93
4371,casino,n,6205,0.91
4372,tumor,n,6427,0.88
4373,decorate,v,5997,0.94
4374,sort,v,5809,0.97
4375,charge,i,5893,0.96
4376,pulse,n,5992,0.94
4377,equivalent,n,5935,0.95
4378,fixed,j,6042,0.93
4379,experienced,j,6031,0.93
4380,donation,n,6086,0.92
4381,diary,n,5945,0.95
4382,sibling,n,6102,0.92
4383,irony,n,5818,0.97
4384,spoon,n,6194,0.91
4385,midst,n,5760,0.98
4386,alley,n,6236,0.9
4387,upset,j,5954,0.94
4388,interact,v,6247,0.9
4389,soap,n,5952,0.94
4390,cute,j,6089,0.92
4391,rival,n,6005,0.93
4392,short-term,j,5998,0.93
4393,punch,v,6071,0.92
4394,pin,n,6000,0.93
4395,hockey,n,6171,0.91
4396,passing,j,5903,0.95
4397,persist,v,6013,0.93
4398,supplier,n,6038,0.93
4399,known,j,5892,0.95
4400,momentum,n,5911,0.94
4401,purse,n,6161,0.91
4402,shed,v,5769,0.97
4403,liquid,n,5948,0.94
4404,icon,n,6030,0.92
4405,elephant,n,6038,0.92
4406,consequently,r,6463,0.86
4407,legislature,n,6027,0.92
4408,associate,n,5860,0.95
4409,franchise,n,6332,0.88
4410,correctly,r,5884,0.95
4411,mentally,r,5793,0.96
4412,foster,v,6237,0.89
4413,bicycle,n,5960,0.93
4414,encouraging,j,5868,0.95
4415,cheat,v,5819,0.96
4416,access,v,6023,0.92
4417,heal,v,5797,0.96
4418,fever,n,5874,0.95
4419,filter,n,6210,0.9
4420,rabbit,n,6095,0.91
4421,coin,n,5947,0.93
4422,exploit,v,5909,0.94
4423,accessible,j,5965,0.93
4424,organism,n,6210,0.89
4425,sensation,n,5882,0.94
4426,partially,r,5882,0.94
4427,stay,n,5779,0.96
4428,upstairs,r,6271,0.88
4429,dried,j,6109,0.91
4430,minimum,n,5867,0.94
4431,pro,j,6101,0.91
4432,conservation,n,6129,0.9
4433,shove,v,6327,0.87
4434,backyard,n,5890,0.94
4435,charter,n,6011,0.92
4436,stove,n,6082,0.91
4437,consent,n,6239,0.89
4438,comprise,v,6258,0.88
4439,reminder,n,5681,0.97
4440,alike,r,5740,0.96
4441,placement,n,6275,0.88
4442,dough,n,6294,0.88
4443,grandchild,n,5826,0.95
4444,dam,n,5968,0.92
4445,reportedly,r,5911,0.93
4446,well-known,j,5782,0.95
4447,surrounding,j,5826,0.95
4448,ecological,j,6443,0.86
4449,outfit,n,5850,0.94
4450,unprecedented,j,5798,0.95
4451,columnist,n,5997,0.92
4452,workout,n,6414,0.86
4453,preliminary,j,5908,0.93
4454,patent,n,6024,0.91
4455,shy,j,5806,0.95
4456,quote,n,6228,0.88
4457,trash,n,5811,0.95
4458,disabled,j,5952,0.92
4459,gross,j,5802,0.95
4460,damn,j,6269,0.88
4461,hormone,n,6230,0.88
4462,texture,n,5994,0.92
4463,counter,v,5722,0.96
4464,pencil,n,5936,0.92
4465,associate,j,5859,0.94
4466,frontier,n,5897,0.93
4467,spray,n,6005,0.91
4468,bet,n,5801,0.95
4469,disclose,v,5879,0.93
4470,custody,n,5957,0.92
4471,banker,n,5933,0.92
4472,beast,n,6052,0.9
4473,interfere,v,5709,0.96
4474,oak,n,5938,0.92
4475,case,c,5791,0.94
4476,eighth,m,5814,0.94
4477,notebook,n,5884,0.93
4478,outline,v,5859,0.93
4479,gaze,v,6379,0.86
4480,attendance,n,5963,0.92
4481,speculation,n,5698,0.96
4482,uncover,v,5696,0.96
4483,behalf,i,5727,0.95
4484,innovative,j,5921,0.92
4485,shark,n,6164,0.88
4486,reward,v,5676,0.96
4487,mill,n,5761,0.95
4488,installation,n,5938,0.92
4489,stimulate,v,5898,0.92
4490,tag,n,5735,0.95
4491,vertical,j,5950,0.91
4492,swimming,n,5735,0.95
4493,fleet,n,5781,0.94
4494,catalog,n,5925,0.92
4495,outsider,n,5690,0.96
4496,sacrifice,v,5641,0.96
4497,desperately,r,5701,0.95
4498,stance,n,5812,0.93
4499,compel,v,5728,0.95
4500,sensitivity,n,5981,0.91
4501,someday,r,5744,0.94
4502,instant,j,5765,0.94
4503,debut,n,5986,0.91
4504,proclaim,v,5716,0.95
4505,worldwide,r,5781,0.94
4506,hike,v,6111,0.89
4507,required,j,5953,0.91
4508,confrontation,n,5762,0.94
4509,colorful,j,5773,0.94
4510,ideal,n,5978,0.91
4511,constitution,n,6111,0.89
4512,trainer,n,5845,0.93
4513,Thanksgiving,n,5859,0.92
4514,scent,n,6050,0.89
4515,stack,n,5858,0.92
4516,eyebrow,n,6212,0.87
4517,sack,n,5880,0.92
4518,cease,v,5679,0.95
4519,inherit,v,5563,0.97
4520,tray,n,6021,0.9
4521,pioneer,n,5755,0.94
4522,organizational,j,6445,0.84
4523,textbook,n,5968,0.9
4524,uh,u,6155,0.87
4525,nasty,j,5682,0.95
4526,shrink,v,5617,0.96
4527,model,v,5925,0.91
4528,emerging,j,5942,0.91
4529,dot,n,5795,0.93
4530,wheat,n,5730,0.94
4531,fierce,j,5622,0.96
4532,envision,v,5619,0.96
4533,rational,j,5941,0.9
4534,kingdom,n,5674,0.95
4535,aisle,n,5828,0.92
4536,weaken,v,5640,0.95
4537,protocol,n,6031,0.89
4538,exclusively,r,5852,0.92
4539,vocal,j,5727,0.94
4540,marketplace,n,5650,0.95
4541,openly,r,5558,0.96
4542,unfair,j,5656,0.95
4543,terrain,n,5873,0.91
4544,deploy,v,5674,0.94
4545,risky,j,5632,0.95
4546,pasta,n,6062,0.88
4547,genre,n,5919,0.9
4548,distract,v,5720,0.93
4549,merit,n,5670,0.94
4550,planner,n,5797,0.92
4551,depressed,j,5543,0.96
4552,chunk,n,5682,0.94
4553,closest,j,5506,0.97
4554,discount,n,5809,0.92
4555,no,d,5591,0.95
4556,ladder,n,5720,0.93
4557,jungle,n,5693,0.94
4558,migration,n,6067,0.88
4559,breathing,n,5798,0.92
4560,invade,v,5653,0.94
4561,hurricane,n,6439,0.83
4562,retailer,n,5915,0.9
4563,classify,v,5964,0.89
4564,wound,v,5660,0.94
4565,coup,n,6179,0.86
4566,aid,v,5676,0.94
4567,ambassador,n,5847,0.91
4568,density,n,6040,0.88
4569,supportive,j,5662,0.94
4570,curiosity,n,5630,0.94
4571,skip,v,5635,0.94
4572,aggression,n,6215,0.85
4573,stimulus,n,6215,0.85
4574,journalism,n,5684,0.93
4575,robot,n,6023,0.88
4576,flood,v,5531,0.96
4577,dip,v,5664,0.93
4578,likewise,r,5821,0.91
4579,informal,j,5931,0.89
4580,Persian,j,6340,0.83
4581,feather,n,5744,0.92
4582,sphere,n,5881,0.9
4583,tighten,v,5665,0.93
4584,boast,v,5731,0.92
4585,pat,v,5968,0.89
4586,perceived,j,6386,0.83
4587,sole,j,5535,0.95
4588,publicity,n,5557,0.95
4589,major,n,5678,0.93
4590,unfold,v,5420,0.97
4591,joke,v,5576,0.95
4592,well-being,n,6005,0.88
4593,validity,n,6401,0.82
4594,ecosystem,n,6215,0.85
4595,strictly,r,5532,0.95
4596,partial,j,5716,0.92
4597,collar,n,5791,0.91
4598,weed,n,5642,0.93
4599,compliance,n,5973,0.88
4600,streak,n,5826,0.9
4601,supposedly,r,5451,0.97
4602,added,j,5616,0.94
4603,builder,n,5720,0.92
4604,glimpse,n,5567,0.95
4605,premise,n,5695,0.92
4606,specialty,n,5622,0.94
4607,deem,v,5639,0.93
4608,artifact,n,5773,0.91
4609,sneak,v,5690,0.92
4610,monkey,n,5698,0.92
4611,mentor,n,5757,0.91
4612,two-thirds,m,5558,0.95
4613,listener,n,5621,0.93
4614,lightning,n,5674,0.93
4615,legally,r,5484,0.96
4616,sleeve,n,5855,0.9
4617,disappointment,n,5464,0.96
4618,disturb,v,5532,0.95
4619,rib,n,5662,0.93
4620,excessive,j,5633,0.93
4621,high-tech,j,5681,0.92
4622,debris,n,5491,0.95
4623,pile,v,5609,0.93
4624,rod,n,5788,0.9
4625,logical,j,5644,0.93
4626,liberal,n,5677,0.92
4627,ash,n,5647,0.93
4628,socially,r,5814,0.9
4629,parish,n,5723,0.91
4630,slavery,n,5712,0.92
4631,blank,j,5585,0.94
4632,commodity,n,5659,0.92
4633,cure,n,5468,0.96
4634,mineral,n,5758,0.91
4635,hunger,n,5460,0.96
4636,dying,j,5504,0.95
4637,developmental,j,6255,0.84
4638,faster,j,5538,0.94
4639,spare,v,5492,0.95
4640,halfway,r,5695,0.92
4641,cure,v,5444,0.96
4642,equality,n,5841,0.89
4643,cemetery,n,5584,0.93
4644,harassment,n,5882,0.89
4645,deliberately,r,5388,0.97
4646,fame,n,5485,0.95
4647,regret,v,5479,0.95
4648,striking,j,5516,0.94
4649,likelihood,n,5790,0.9
4650,carrot,n,5718,0.91
4651,atop,i,5578,0.93
4652,toll,n,5587,0.93
4653,rim,n,5676,0.91
4654,embarrassed,j,5627,0.92
4655,fucking,j,6472,0.8
4656,cling,v,5678,0.91
4657,isolated,j,5482,0.95
4658,blink,v,6160,0.84
4659,suspicious,j,5412,0.96
4660,wheelchair,n,5670,0.91
4661,squad,n,5520,0.94
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4663,processor,n,5882,0.88
4664,plunge,v,5490,0.94
4665,this,r,5517,0.94
4666,sponsor,n,5622,0.92
4667,grin,n,5944,0.87
4668,color,v,5465,0.95
4669,demographic,j,6103,0.85
4670,rain,v,5597,0.92
4671,chill,n,5675,0.91
4672,refuge,n,5505,0.94
4673,steer,v,5452,0.95
4674,legislator,n,5593,0.92
4675,rally,n,5619,0.92
4676,programming,n,5507,0.94
4677,cheer,v,5442,0.95
4678,outlet,n,5497,0.94
4679,intact,j,5350,0.96
4680,vendor,n,5543,0.93
4681,thrive,v,5472,0.94
4682,peanut,n,5604,0.92
4683,chew,v,5669,0.91
4684,elaborate,j,5349,0.96
4685,intellectual,n,5773,0.89
4686,conception,n,5953,0.86
4687,auction,n,5621,0.91
4688,steak,n,5596,0.92
4689,comply,v,5452,0.94
4690,triumph,n,5337,0.96
4691,shareholder,n,5742,0.89
4692,comparable,j,5600,0.91
4693,transport,v,5336,0.96
4694,conscience,n,5317,0.96
4695,calculation,n,5577,0.92
4696,considerably,r,5481,0.93
4697,interval,n,5708,0.89
4698,scratch,v,5629,0.91
4699,awake,j,5806,0.88
4700,jurisdiction,n,5691,0.9
4701,inevitably,r,5420,0.94
4702,feminist,j,5719,0.89
4703,constraint,n,5942,0.86
4704,emotionally,r,5321,0.96
4705,expedition,n,5467,0.93
4706,allegedly,r,5451,0.93
4707,compromise,v,5322,0.96
4708,strain,v,5435,0.94
4709,similarity,n,5709,0.89
4710,butt,n,5490,0.93
4711,lid,n,5558,0.92
4712,dumb,j,5486,0.93
4713,bulk,n,5324,0.95
4714,sprinkle,v,5777,0.88
4715,mortality,n,5785,0.88
4716,philosophical,j,5731,0.89
4717,conversion,n,5627,0.9
4718,patron,n,5331,0.95
4719,municipal,j,5536,0.92
4720,any,r,5352,0.95
4721,liver,n,5415,0.94
4722,harmony,n,5410,0.94
4723,solely,r,5456,0.93
4724,tolerance,n,5513,0.92
4725,instant,n,5755,0.88
4726,goat,n,5459,0.93
4727,arm,v,5232,0.97
4728,blessing,n,5222,0.97
4729,banana,n,5458,0.93
4730,running,n,5271,0.96
4731,palace,n,5347,0.94
4732,formerly,r,5350,0.94
4733,peasant,n,5609,0.9
4734,neat,j,5359,0.94
4735,grandparent,n,5334,0.95
4736,lawmaker,n,5755,0.88
4737,supermarket,n,5389,0.94
4738,cruise,n,5434,0.93
4739,mobile,j,5339,0.94
4740,plain,n,5337,0.94
4741,part,i,5503,0.91
4742,calendar,n,5258,0.96
4743,widow,n,5309,0.95
4744,deposit,n,5497,0.91
4745,beard,n,5528,0.91
4746,brake,n,5522,0.91
4747,downtown,r,5483,0.92
4748,screening,n,5407,0.93
4749,impulse,n,5305,0.95
4750,forbid,v,5167,0.97
4751,fur,n,5466,0.92
4752,brutal,j,5193,0.97
4753,predator,n,5400,0.93
4754,poke,v,5575,0.9
4755,opt,v,5371,0.93
4756,voluntary,j,5504,0.91
4757,trouble,v,5177,0.97
4758,valid,j,5509,0.91
4759,forum,n,5419,0.92
4760,dancing,n,5243,0.95
4761,happily,r,5331,0.94
4762,soar,v,5344,0.94
4763,removal,n,5488,0.91
4764,autonomy,n,5849,0.85
4765,enact,v,5441,0.92
4766,round,v,5247,0.95
4767,thread,n,5340,0.93
4768,light,i,5458,0.91
4769,landmark,n,5332,0.93
4770,unhappy,j,5162,0.96
4771,offender,n,5417,0.92
4772,coming,j,5181,0.96
4773,privately,r,5212,0.95
4774,fraction,n,5313,0.94
4775,distinctive,j,5373,0.93
4776,tourism,n,5429,0.92
4777,threshold,n,5490,0.91
4778,calm,j,5309,0.94
4779,routinely,r,5269,0.94
4780,suite,n,5321,0.93
4781,remark,v,5289,0.94
4782,regulator,n,5462,0.91
4783,straw,n,5297,0.94
4784,theological,j,5684,0.87
4785,apart,i,5216,0.95
4786,exhaust,v,5204,0.95
4787,globe,n,5166,0.96
4788,fragile,j,5125,0.97
4789,objection,n,5276,0.94
4790,chemistry,n,5192,0.95
4791,old-fashioned,j,5200,0.95
4792,crowded,j,5196,0.95
4793,circle,v,5401,0.91
4794,blast,n,5241,0.94
4795,prevail,v,5207,0.95
4796,overnight,r,5170,0.96
4797,denial,n,5207,0.95
4798,rental,n,5357,0.92
4799,fantastic,j,5269,0.94
4800,fragment,n,5308,0.93
4801,level,j,5367,0.92
4802,screw,v,5361,0.92
4803,warmth,n,5383,0.92
4804,undergraduate,n,5683,0.87
4805,liquid,j,5265,0.94
4806,headache,n,5256,0.94
4807,policeman,n,5278,0.93
4808,yield,n,5648,0.87
4809,projection,n,5288,0.93
4810,battle,v,5240,0.94
4811,suitable,j,5291,0.93
4812,mention,n,5137,0.96
4813,graduation,n,5218,0.94
4814,drill,v,5279,0.93
4815,cruel,j,5128,0.96
4816,mansion,n,5233,0.94
4817,regard,n,5263,0.93
4818,grape,n,5318,0.92
4819,authorize,v,5209,0.94
4820,cottage,n,5328,0.92
4821,driveway,n,5459,0.9
4822,charm,n,5157,0.95
4823,sexuality,n,5531,0.88
4824,loyal,j,5066,0.97
4825,clay,n,5287,0.93
4826,pound,v,5327,0.92
4827,balloon,n,5187,0.94
4828,invention,n,5211,0.94
4829,ego,n,5239,0.93
4830,fare,n,5362,0.91
4831,homework,n,5093,0.96
4832,disc,n,5403,0.9
4833,sofa,n,5499,0.89
4834,guarantee,n,5205,0.94
4835,availability,n,5519,0.88
4836,radar,n,5221,0.93
4837,frown,v,5903,0.83
4838,regain,v,5041,0.97
4839,leave,n,5087,0.96
4840,permit,n,5305,0.92
4841,sweater,n,5392,0.9
4842,rehabilitation,n,5547,0.88
4843,rubber,j,5190,0.94
4844,retreat,n,5132,0.95
4845,molecule,n,5445,0.89
4846,freely,r,5085,0.96
4847,favorable,j,5324,0.91
4848,steadily,r,5085,0.96
4849,veteran,j,5312,0.92
4850,integrated,j,5455,0.89
4851,ha,u,5372,0.9
4852,youngster,n,5184,0.94
4853,broadcast,v,5138,0.95
4854,premium,n,5279,0.92
4855,accountability,n,5409,0.9
4856,overwhelm,v,4976,0.97
4857,one-third,m,5210,0.93
4858,contemplate,v,5027,0.96
4859,update,v,5227,0.93
4860,spark,v,5071,0.96
4861,ironically,r,5154,0.94
4862,fatigue,n,5214,0.93
4863,beyond,r,5036,0.96
4864,speculate,v,5012,0.97
4865,marker,n,5156,0.94
4866,low,r,5024,0.96
4867,preach,v,5063,0.96
4868,bucket,n,5233,0.92
4869,bomb,v,5275,0.92
4870,blond,j,5479,0.88
4871,confession,n,5074,0.95
4872,provoke,v,5063,0.95
4873,marble,n,5210,0.93
4874,substantially,r,5344,0.9
4875,twist,n,5060,0.95
4876,defender,n,5136,0.94
4877,fish,v,5183,0.93
4878,explicit,j,5461,0.88
4879,transport,n,5313,0.91
4880,disturbing,j,4990,0.97
4881,surveillance,n,5132,0.94
4882,magnetic,j,5377,0.9
4883,technician,n,5048,0.95
4884,mutter,v,5753,0.84
4885,devastating,j,5055,0.95
4886,depart,v,5035,0.96
4887,arrow,n,5208,0.92
4888,trauma,n,5880,0.82
4889,neighboring,j,5082,0.95
4890,soak,v,5186,0.93
4891,ribbon,n,5159,0.93
4892,meantime,n,5022,0.96
4893,transmit,v,5117,0.94
4894,screen,v,5079,0.95
4895,harvest,n,5125,0.94
4896,consecutive,j,5471,0.88
4897,republican,j,5297,0.91
4898,coordinate,v,5152,0.93
4899,worldwide,j,5089,0.94
4900,within,r,5085,0.94
4901,spy,n,5076,0.95
4902,slot,n,5130,0.94
4903,riot,n,5203,0.92
4904,nutrient,n,5426,0.88
4905,citizenship,n,5602,0.86
4906,severely,r,5035,0.95
4907,sovereignty,n,5541,0.86
4908,ridge,n,5229,0.91
4909,brave,j,5061,0.94
4910,lighting,n,5081,0.94
4911,specify,v,5379,0.89
4912,contributor,n,5084,0.94
4913,frustrate,v,4933,0.97
4914,crowd,v,5083,0.94
4915,articulate,v,5350,0.89
4916,importantly,r,5130,0.93
4917,transit,n,5226,0.91
4918,dense,j,5061,0.94
4919,seminar,n,5106,0.93
4920,electronics,n,5116,0.93
4921,sunny,j,5117,0.93
4922,shorts,n,5148,0.93
4923,swell,v,5125,0.93
4924,accusation,n,4987,0.95
4925,soften,v,5112,0.93
4926,photograph,v,5006,0.95
4927,straighten,v,5352,0.89
4928,terribly,r,5096,0.93
4929,cue,n,5186,0.92
4930,sudden,r,5211,0.91
4931,bride,n,5613,0.85
4932,biography,n,5015,0.95
4933,hazard,n,5159,0.92
4934,compelling,j,4995,0.95
4935,seldom,r,5009,0.95
4936,tile,n,5200,0.91
4937,economically,r,5169,0.92
4938,honestly,r,5042,0.94
4939,troubled,j,4991,0.95
4940,bow,v,5293,0.9
4941,twentieth,m,5458,0.87
4942,balanced,j,5486,0.86
4943,foreigner,n,5076,0.93
4944,launch,n,5080,0.93
4945,convenience,n,4972,0.95
4946,delight,n,5038,0.94
4947,weave,v,5015,0.94
4948,timber,n,5150,0.92
4949,till,c,5269,0.9
4950,accurately,r,5156,0.92
4951,plea,n,5000,0.95
4952,bulb,n,5157,0.92
4953,copy,v,4970,0.95
4954,flying,j,5056,0.93
4955,sustainable,j,5339,0.89
4956,devil,n,5051,0.94
4957,bolt,n,5148,0.92
4958,cargo,n,4991,0.95
4959,spine,n,5110,0.92
4960,seller,n,5083,0.93
4961,skilled,j,5047,0.94
4962,managing,j,5126,0.92
4963,public,r,4877,0.97
4964,marine,j,5154,0.92
4965,dock,n,5178,0.91
4966,organized,j,5011,0.94
4967,fog,n,5186,0.91
4968,diplomat,n,5185,0.91
4969,boring,j,4922,0.96
4970,sometime,r,4938,0.95
4971,summary,n,5304,0.89
4972,missionary,n,5438,0.87
4973,epidemic,n,5010,0.94
4974,fatal,j,4875,0.97
4975,trim,v,5113,0.92
4976,warehouse,n,5020,0.94
4977,accelerate,v,4923,0.96
4978,butterfly,n,5031,0.94
4979,bronze,n,5118,0.92
4980,drown,v,5097,0.92
4981,inherent,j,5339,0.88
4982,praise,n,4896,0.96
4983,nationwide,r,5104,0.92
4984,spit,v,5286,0.89
4985,harvest,v,5065,0.93
4986,kneel,v,5467,0.86
4987,vacuum,n,5028,0.93
4988,selected,j,5315,0.88
4989,dictate,v,4935,0.95
4990,stereotype,n,5109,0.92
4991,sensor,n,5154,0.91
4992,laundry,n,5063,0.93
4993,manual,n,5040,0.93
4994,pistol,n,5261,0.89
4995,naval,j,4990,0.94
4996,plaintiff,n,5312,0.88
4997,kid,v,5094,0.92
4998,middle-class,j,5025,0.93
4999,apology,n,4972,0.94
5000,till,i,5079,0.9

Your first task is to read this file and store the contents into five lists. Remember as you read each line of the file, the line will be represented as a string. Your goal is to split the line into five parts and put each of those parts onto the appropriate list.

As a bonus, I ran across this XKCD that many of you on liberal arts campuses may may enjoy:

https://imgs.xkcd.com/comics/sustainable.png

Now lets explore Zipf’s Law.

First lets look at what fraction of overall usage the top 10 most common words represent. The first thing we will need to do to accomplish this is turn the frequency count for each word into a percentage. Once we have a new “column” for our table, then we can sum up the percentages for the first 10.

Calculate the total usage percentage for the top 10 words in the list. Store this result in a variable called top_10 At the same time calculate the percentage for teh bottom 10 words in the list and store that result in bottom_10

Just to get a sense for the distribution of the words lets use Altair to graph the frequency of the words on the Y axis against the rank of the words on the X axis. You should see a pretty dramatic (exponential) curve. Its also not very useful because a few very large values dwarf all of the small values.

https://imgs.xkcd.com/comics/log_scale.png

What Physicist (and other scientists) get really excited about is when experimental data such as our observations of word frequencies in the wild turn out to graph into a straight line. They go totally bonkers if the straight line appears when you have to convert both the X and Y axis values using the base 10 log function.

The next step in our quest is to add two more columns of data to our table. The log of the frequency and the log [Logarithm] of the rank. You can compute the base 10 log of a number using math.log(N, 10). Once you have added these two columns use Altair to graph the new quantities and be amazed!

with a little bit of work you can work out that the slope (remember slope is rise over run) is pretty close to -1.0 for the words in this corpus.

10.16.2. More Fun with words

You can probably come up with an interesting list of questions about this list of popular words all on your own, but a couple of ideas to get you started are as follows:

Which of the words when spelled forward are also on the list when spelled backward? For example ‘pot’ is one of the most common words and when you spell pot backwards you get ‘top’ which is also on the list.

How many new words can be reversed if you you add an ‘s’ on the end? For example adding an ‘s’ to the end of ‘pot’ gives you ‘stop’ when reversed which is definitely on the list.

Finally lets look at the distribution of the different parts of speech in this 5000 word dataset. Create a bar chart where the part of speech is on the x-axis and the number of words on the list that fall into that category is the y axis.

[Logarithm]A quantity representing the power to which a fixed number (the base) must be raised to produce a given number. For example the base 10 log of 100 is 2.0 because \(10^2\) is 100. the base 2 log of 16 is 4.0 because \(2^4\) is 16.

Post Project Questions

    During this project I was primarily in my...
  • Comfort Zone
  • Learning Zone
  • Panic Zone
    Completing this project took...
  • Very little time
  • A reasonable amount of time
  • More time than is reasonable
    Based on my own interests and needs, the things taught in this project...
  • Don't seem worth learning
  • May be worth learning
  • Are definitely worth learning
    For me to master the things taught in this project feels...
  • Definitely within reach
  • Within reach if I try my hardest
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Next Section - 10.17. 🤔 Monte Carlo Simulations