FineWeb · sample-10BT · target inventory

FineWeb WCS Target Words

200 unique words from HuggingFaceFW/fineweb (sample-10BT), sampled from the middle-long-tail band of data/raw/norvig_count_1w.txt.

200target words
10,000-40,000selection band
10,019-39,746observed target ranks
10,000contexts

Frequency Selection Band

Norvig word-frequency curve with the sampled middle-long-tail rank segment highlighted.

Frequency list Selected rank band Target words
selected band in the full list nonfiction: rank 10,019, count 5,039,708phenomena: rank 10,146, count 4,936,094preschool: rank 10,167, count 4,916,187observers: rank 10,332, count 4,796,192lining: rank 10,381, count 4,758,401glove: rank 10,453, count 4,714,578wastewater: rank 10,455, count 4,714,167relaxed: rank 10,615, count 4,603,097adhesive: rank 10,643, count 4,585,279aperture: rank 11,127, count 4,266,263intuitive: rank 11,181, count 4,241,404coordinating: rank 11,191, count 4,234,379borrow: rank 11,358, count 4,137,645shocked: rank 11,678, count 3,948,680diaper: rank 11,702, count 3,933,145refuge: rank 11,736, count 3,910,887contexts: rank 11,944, count 3,804,487rename: rank 12,029, count 3,757,535petrol: rank 12,158, count 3,690,703lever: rank 12,422, count 3,566,558webs: rank 12,569, count 3,501,990honours: rank 12,636, count 3,471,334abundant: rank 12,717, count 3,441,495competitor: rank 12,862, count 3,378,603encounters: rank 12,915, count 3,357,331protests: rank 13,042, count 3,303,934vaccines: rank 13,219, count 3,238,310turbine: rank 13,229, count 3,235,102palms: rank 13,514, count 3,127,466textures: rank 13,560, count 3,108,758microscope: rank 13,698, count 3,052,163checksum: rank 13,713, count 3,046,204worksheet: rank 13,776, count 3,019,301brewing: rank 13,896, count 2,974,086autonomy: rank 13,990, count 2,937,673allergic: rank 14,062, count 2,913,453addict: rank 14,072, count 2,910,117juniors: rank 14,086, count 2,904,014admits: rank 14,096, count 2,899,936padding: rank 14,131, count 2,890,936comprehension: rank 14,182, count 2,870,530flea: rank 14,392, count 2,796,116karate: rank 14,617, count 2,723,996ceremonies: rank 14,652, count 2,712,791invaluable: rank 14,736, count 2,682,391undergo: rank 14,957, count 2,620,082mirage: rank 15,383, count 2,493,561wrought: rank 15,949, count 2,345,069comfortably: rank 16,082, count 2,310,081roadside: rank 16,139, count 2,298,262cessation: rank 16,872, count 2,137,188psychotherapy: rank 16,899, count 2,131,314emblem: rank 17,091, count 2,089,468dunes: rank 17,097, count 2,088,285praised: rank 17,239, count 2,058,171horseback: rank 17,690, count 1,969,441bullying: rank 17,807, count 1,948,806robotic: rank 17,964, count 1,921,045crypt: rank 18,063, count 1,904,607cubes: rank 18,162, count 1,887,321sanity: rank 18,221, count 1,877,686forefront: rank 18,597, count 1,815,372teal: rank 18,672, count 1,803,669frontiers: rank 18,775, count 1,785,820drank: rank 18,821, count 1,777,243watersports: rank 18,895, count 1,765,286commute: rank 18,959, count 1,754,751prognosis: rank 19,019, count 1,746,165determinants: rank 19,034, count 1,744,062phishing: rank 19,206, count 1,718,427newsfeed: rank 19,224, count 1,716,299ibn: rank 19,272, count 1,710,709overdrive: rank 19,574, count 1,664,969coffin: rank 19,591, count 1,662,468moi: rank 19,720, count 1,644,951ode: rank 19,721, count 1,644,895conferred: rank 19,847, count 1,624,719absorbing: rank 19,926, count 1,613,367wilder: rank 19,964, count 1,607,947sultan: rank 20,280, count 1,564,160nah: rank 20,554, count 1,527,428pinot: rank 20,923, count 1,481,847deputies: rank 20,998, count 1,471,758socioeconomic: rank 21,225, count 1,445,397inherit: rank 21,257, count 1,440,810surreal: rank 21,289, count 1,437,237encrypt: rank 21,302, count 1,435,748constable: rank 21,318, count 1,433,656phono: rank 21,441, count 1,418,855bps: rank 21,643, count 1,395,862renters: rank 21,838, count 1,374,199radiological: rank 22,019, count 1,354,035motorway: rank 22,030, count 1,353,494iodine: rank 22,050, count 1,351,488decorators: rank 22,345, count 1,320,345psoriasis: rank 22,352, count 1,319,757motorists: rank 22,526, count 1,302,021biodiesel: rank 22,722, count 1,284,181presume: rank 22,857, count 1,272,666dharma: rank 23,121, count 1,247,164calligraphy: rank 23,210, count 1,238,383starship: rank 23,323, count 1,229,480livelihood: rank 23,358, count 1,226,471drowned: rank 23,473, count 1,217,295sweeps: rank 23,508, count 1,213,879calves: rank 23,565, count 1,208,012lacy: rank 23,573, count 1,207,457walkthroughs: rank 23,742, count 1,192,778deliverables: rank 24,026, count 1,167,801inset: rank 24,086, count 1,162,898whispers: rank 24,142, count 1,158,619digitized: rank 24,337, count 1,141,575palmetto: rank 24,668, count 1,116,605pleasantly: rank 24,767, count 1,108,641communicates: rank 24,788, count 1,106,439wildfire: rank 24,965, count 1,093,379fruity: rank 24,990, count 1,091,678sonnet: rank 25,111, count 1,081,841bong: rank 25,226, count 1,074,219inadvertently: rank 25,274, count 1,071,570reacted: rank 25,375, count 1,064,981interplay: rank 25,570, count 1,050,504azure: rank 25,682, count 1,042,257pathogenesis: rank 25,721, count 1,038,707workbench: rank 25,759, count 1,037,033frontage: rank 25,909, count 1,027,134marketer: rank 26,005, count 1,021,263priori: rank 26,063, count 1,016,603unison: rank 26,139, count 1,010,644bassist: rank 26,352, count 995,968waterfowl: rank 26,542, count 984,798payback: rank 26,663, count 977,064slipper: rank 27,106, count 946,965governs: rank 27,153, count 944,138extraordinarily: rank 27,253, count 938,117antagonist: rank 27,459, count 925,886cadre: rank 27,463, count 925,745velour: rank 27,490, count 924,178marketable: rank 27,623, count 916,698machined: rank 27,858, count 903,576liturgical: rank 27,888, count 901,774cyclones: rank 28,459, count 871,733lament: rank 28,523, count 868,477terraces: rank 28,525, count 868,409repo: rank 28,685, count 860,967hassles: rank 28,814, count 854,443mosques: rank 29,297, count 830,923distractions: rank 29,515, count 819,863tentatively: rank 29,692, count 811,676conceptions: rank 29,762, count 808,213cfg: rank 29,771, count 807,901vigilance: rank 29,889, count 801,669humankind: rank 30,114, count 791,114forearm: rank 30,313, count 782,319eerie: rank 30,535, count 772,484electrochemical: rank 30,681, count 766,527jetty: rank 30,713, count 765,224ascertained: rank 30,857, count 759,738varnish: rank 31,047, count 752,945refinements: rank 31,111, count 750,263repost: rank 31,114, count 750,029streaks: rank 31,550, count 731,843subtracted: rank 32,269, count 705,073pathologist: rank 32,474, count 698,084irradiated: rank 32,530, count 696,038sari: rank 32,632, count 692,213hydrophobic: rank 32,843, count 684,750prim: rank 33,359, count 666,550feudal: rank 33,531, count 661,772receptacles: rank 34,096, count 642,454socialization: rank 34,264, count 637,564cosmological: rank 34,520, count 629,347compensating: rank 34,618, count 626,448guestrooms: rank 34,696, count 623,988dendritic: rank 35,147, count 610,213unskilled: rank 35,413, count 602,968numerator: rank 35,512, count 599,807biodegradable: rank 35,892, count 589,155lagging: rank 36,202, count 580,241radii: rank 36,358, count 575,939overflowing: rank 36,438, count 573,925croquet: rank 36,538, count 571,392ceasefire: rank 36,610, count 569,390creatinine: rank 36,635, count 568,725landmines: rank 37,122, count 556,584erections: rank 37,209, count 554,572multifunctional: rank 37,364, count 550,923revamp: rank 37,429, count 549,489subdomain: rank 37,616, count 544,467subspecies: rank 37,788, count 540,016nuance: rank 37,939, count 536,418freer: rank 38,009, count 534,734yanks: rank 38,150, count 531,722photojournalism: rank 38,241, count 529,167pronoun: rank 38,652, count 519,635subtropical: rank 39,006, count 511,155unbeaten: rank 39,592, count 497,426aloft: rank 39,597, count 497,342encased: rank 39,739, count 494,670credentialing: rank 39,746, count 494,584 nonfictioncalligraphycredentialing 8,00010,00015,00020,00030,00040,000500,000750,0001,000,0002,000,0003,000,0005,000,000 Frequency rank, zoomed log scale Word count, log scale Sampled ranks 10,000-40,000
Target-word inventory 200 words
# Word Rank Count Contexts
1nonfiction10,0195,039,70850
2phenomena10,1464,936,09450
3preschool10,1674,916,18750
4observers10,3324,796,19250
5lining10,3814,758,40150
6glove10,4534,714,57850
7wastewater10,4554,714,16750
8relaxed10,6154,603,09750
9adhesive10,6434,585,27950
10aperture11,1274,266,26350
11intuitive11,1814,241,40450
12coordinating11,1914,234,37950
13borrow11,3584,137,64550
14shocked11,6783,948,68050
15diaper11,7023,933,14550
16refuge11,7363,910,88750
17contexts11,9443,804,48750
18rename12,0293,757,53550
19petrol12,1583,690,70350
20lever12,4223,566,55850
21webs12,5693,501,99050
22honours12,6363,471,33450
23abundant12,7173,441,49550
24competitor12,8623,378,60350
25encounters12,9153,357,33150
26protests13,0423,303,93450
27vaccines13,2193,238,31050
28turbine13,2293,235,10250
29palms13,5143,127,46650
30textures13,5603,108,75850
31microscope13,6983,052,16350
32checksum13,7133,046,20450
33worksheet13,7763,019,30150
34brewing13,8962,974,08650
35autonomy13,9902,937,67350
36allergic14,0622,913,45350
37addict14,0722,910,11750
38juniors14,0862,904,01450
39admits14,0962,899,93650
40padding14,1312,890,93650
41comprehension14,1822,870,53050
42flea14,3922,796,11650
43karate14,6172,723,99650
44ceremonies14,6522,712,79150
45invaluable14,7362,682,39150
46undergo14,9572,620,08250
47mirage15,3832,493,56150
48wrought15,9492,345,06950
49comfortably16,0822,310,08150
50roadside16,1392,298,26250
51cessation16,8722,137,18850
52psychotherapy16,8992,131,31450
53emblem17,0912,089,46850
54dunes17,0972,088,28550
55praised17,2392,058,17150
56horseback17,6901,969,44150
57bullying17,8071,948,80650
58robotic17,9641,921,04550
59crypt18,0631,904,60750
60cubes18,1621,887,32150
61sanity18,2211,877,68650
62forefront18,5971,815,37250
63teal18,6721,803,66950
64frontiers18,7751,785,82050
65drank18,8211,777,24350
66watersports18,8951,765,28650
67commute18,9591,754,75150
68prognosis19,0191,746,16550
69determinants19,0341,744,06250
70phishing19,2061,718,42750
71newsfeed19,2241,716,29950
72ibn19,2721,710,70950
73overdrive19,5741,664,96950
74coffin19,5911,662,46850
75moi19,7201,644,95150
76ode19,7211,644,89550
77conferred19,8471,624,71950
78absorbing19,9261,613,36750
79wilder19,9641,607,94750
80sultan20,2801,564,16050
81nah20,5541,527,42850
82pinot20,9231,481,84750
83deputies20,9981,471,75850
84socioeconomic21,2251,445,39750
85inherit21,2571,440,81050
86surreal21,2891,437,23750
87encrypt21,3021,435,74850
88constable21,3181,433,65650
89phono21,4411,418,85550
90bps21,6431,395,86250
91renters21,8381,374,19950
92radiological22,0191,354,03550
93motorway22,0301,353,49450
94iodine22,0501,351,48850
95decorators22,3451,320,34550
96psoriasis22,3521,319,75750
97motorists22,5261,302,02150
98biodiesel22,7221,284,18150
99presume22,8571,272,66650
100dharma23,1211,247,16450
101calligraphy23,2101,238,38350
102starship23,3231,229,48050
103livelihood23,3581,226,47150
104drowned23,4731,217,29550
105sweeps23,5081,213,87950
106calves23,5651,208,01250
107lacy23,5731,207,45750
108walkthroughs23,7421,192,77850
109deliverables24,0261,167,80150
110inset24,0861,162,89850
111whispers24,1421,158,61950
112digitized24,3371,141,57550
113palmetto24,6681,116,60550
114pleasantly24,7671,108,64150
115communicates24,7881,106,43950
116wildfire24,9651,093,37950
117fruity24,9901,091,67850
118sonnet25,1111,081,84150
119bong25,2261,074,21950
120inadvertently25,2741,071,57050
121reacted25,3751,064,98150
122interplay25,5701,050,50450
123azure25,6821,042,25750
124pathogenesis25,7211,038,70750
125workbench25,7591,037,03350
126frontage25,9091,027,13450
127marketer26,0051,021,26350
128priori26,0631,016,60350
129unison26,1391,010,64450
130bassist26,352995,96850
131waterfowl26,542984,79850
132payback26,663977,06450
133slipper27,106946,96550
134governs27,153944,13850
135extraordinarily27,253938,11750
136antagonist27,459925,88650
137cadre27,463925,74550
138velour27,490924,17850
139marketable27,623916,69850
140machined27,858903,57650
141liturgical27,888901,77450
142cyclones28,459871,73350
143lament28,523868,47750
144terraces28,525868,40950
145repo28,685860,96750
146hassles28,814854,44350
147mosques29,297830,92350
148distractions29,515819,86350
149tentatively29,692811,67650
150conceptions29,762808,21350
151cfg29,771807,90150
152vigilance29,889801,66950
153humankind30,114791,11450
154forearm30,313782,31950
155eerie30,535772,48450
156electrochemical30,681766,52750
157jetty30,713765,22450
158ascertained30,857759,73850
159varnish31,047752,94550
160refinements31,111750,26350
161repost31,114750,02950
162streaks31,550731,84350
163subtracted32,269705,07350
164pathologist32,474698,08450
165irradiated32,530696,03850
166sari32,632692,21350
167hydrophobic32,843684,75050
168prim33,359666,55050
169feudal33,531661,77250
170receptacles34,096642,45450
171socialization34,264637,56450
172cosmological34,520629,34750
173compensating34,618626,44850
174guestrooms34,696623,98850
175dendritic35,147610,21350
176unskilled35,413602,96850
177numerator35,512599,80750
178biodegradable35,892589,15550
179lagging36,202580,24150
180radii36,358575,93950
181overflowing36,438573,92550
182croquet36,538571,39250
183ceasefire36,610569,39050
184creatinine36,635568,72550
185landmines37,122556,58450
186erections37,209554,57250
187multifunctional37,364550,92350
188revamp37,429549,48950
189subdomain37,616544,46750
190subspecies37,788540,01650
191nuance37,939536,41850
192freer38,009534,73450
193yanks38,150531,72250
194photojournalism38,241529,16750
195pronoun38,652519,63550
196subtropical39,006511,15550
197unbeaten39,592497,42650
198aloft39,597497,34250
199encased39,739494,67050
200credentialing39,746494,58450