Datasets:

agentlans
/

text-quality

text stringlengths 1 59.1k	source stringclasses 5 values	fineweb float64 -4.02 3.1	nvidia float64 -2.74 0.86	quality float64 -5.24 2.27
Our razor sharp swords sliced through the rough fur like it was fine silk.	allenai/c4	-0.438112	0.182096	-0.049947
In fact my own children attend several day camps in our area and love them.	allenai/c4	0.150865	0.011652	0.265714
The reduced inflammatory reaction causes a decrease in thickness of the glial encapsulation which causes signal degeneration.	agentlans/wikipedia-paragraphs	0.905146	0.428094	0.792037
The incredible spetaculo de la vida, the incredible spetaculo de la muerte!”.	monology/pile-uncopyrighted	-0.566386	-0.072152	-0.299926
On the upper slopes they clashed with a force of between four and five thousand Ixil warriors from Nebaj and nearby settlements.	agentlans/wikipedia-paragraphs	1.1356	0.052069	0.734396
Kassem, Victor, Jackie and 'Marquez' are offered the job, but they have to assemble the trucks using scrap parts.	agentlans/wikipedia-paragraphs	-1.321471	-0.051206	-1.000386
Christians unable to pay these taxes were forced to surrender their children to the Muslim rulers as payment who would sell them as slaves to Muslim households where they were forced to convert to Islam.	agentlans/wikipedia-paragraphs	1.997262	-0.025276	1.068851
In 2003, he left SPC and started his very successful solo career winning the "Artist of the Year" on Billboard Latin Music Awards.	agentlans/common-crawl-sample	-0.554271	0.208257	-0.381221
This is what we do at Advivo and business growth will be the subject of our May event.	allenai/c4	-1.790042	-0.108317	-1.235632
Church Publishing, Inc. p. 7.	HuggingFaceFW/fineweb-edu	-1.683818	-0.112829	-0.701168
Major US DNS provider hit with DDoS, part of the Internet becomes unreachable Dirty COW Linux kernel zero-day exploited in the wild is now patched 43+ million users affected by confirmed Weebly breach Hacking 3D manufacturing systems demonstrated by researchers Use Chaos Monkey to push engineers to build resilient cloud services MBRFilter: Cisco open sources tool to protect the Master Boot Record Cisco plugs critical bug in ASA security devices EU court: Site operators can log visitors’ IP address for protection against attacks Typing while Skyping could leave you vulnerable to eavesdropping Most would stop using digital payments if breached Firmware security: An overlooked threat Researchers bypass ASLR by exploiting flaw in Intel chip Newsletters	agentlans/common-crawl-sample	1.128616	-0.463642	-0.543026
He serves on the Hennepin County Board of Commissioners, the governing body for the largest county in Minnesota, with more than 1.25 million residents and an annual budget of $2.4 billion.	agentlans/wikipedia-paragraphs	0.752339	0.143962	0.322327
To estimate how long I would need to do the whole route I looked at Wikiloc and based my estimates on these two: http://www.wikiloc.com/wikiloc/view.do?id=5483810, http://www.wikiloc.com/wikiloc/view.do?id=3235182.	agentlans/common-crawl-sample	0.256545	-1.148798	-0.81427
“Harsh recordings are one of the most common problems mixing and mastering… View this post Located outside Dallas, Cool Pony Media is a record label and artist development company that works with various music genres, as well as score-to-picture work.	monology/pile-uncopyrighted	-0.48301	-0.21491	-0.904527
When things go wrong with the immune system Sometimes the immune system will make a mistake.	HuggingFaceFW/fineweb-edu	0.965145	-0.025093	0.727745
In 1973, a new constitution was adopted, replacing Islam as the state religion with a mandate that the president's religion be Islam, and protests erupted.	agentlans/wikipedia-paragraphs	1.742917	0.266048	1.188473
I was a big naysayer to bringing Barry back after having spent a lifetime with Wallly, but boring personalities aside, the book has always been solid.	agentlans/common-crawl-sample	-0.927555	-0.102276	-0.888291
Difference between normal account and agency account?	allenai/c4	0.181121	-0.130306	0.36059
I told you just now that the silver watch, though it’s not worth a cent, is the only thing left us of my father’s.	HuggingFaceFW/fineweb-edu	-0.981693	0.099558	-0.680506
At the same time, William became hereditary Grand Duke of Luxembourg in exchange for ceding his family's hereditary lands in Germany to Nassau-Weilburg and Prussia.	agentlans/wikipedia-paragraphs	1.342817	0.150397	0.812931
It is comfy and simple: The boxy form is large and usually has three back soft cushions as well as 3 chair cushions.	agentlans/common-crawl-sample	-0.422722	-0.256591	-0.491613
Upon arriving in Australia, Jerry continues racing across Australia to Borneo, where the finish line got reassigned.	agentlans/wikipedia-paragraphs	-1.068817	0.28366	-0.648069
The Sensory Lab provides the equipment and space to research various projects involving sensory stimulation as well as observation, sound and listening based research.	agentlans/wikipedia-paragraphs	1.136564	0.772547	1.003884
But Fangio took advantage of Ascari's brake problems on his Ferrari (the Reims-Gueux circuit was very hard on engines and brakes) to win a race that holds the record for farthest racing distance ever completed for a Grand Prix, 373 miles (600 km).	agentlans/wikipedia-paragraphs	0.947766	0.153908	0.322989
"Does she live far off?"	HuggingFaceFW/fineweb-edu	-1.713292	-0.015344	-0.594543
On the other hand, ruling it out would mean a return to the drawing board to look for an alternative Higgs particle, or several alternative Higgs particles, or perhaps to rethink the Standard Model from the bottom up.	HuggingFaceFW/fineweb-edu	1.148295	0.334637	0.633849
He received his M.L.S.	HuggingFaceFW/fineweb-edu	-0.639099	0.291324	0.368566
“It is possible that these things were lost along with the head.	HuggingFaceFW/fineweb-edu	-0.665311	0.053244	-0.217709
Chloroquine is an inhibitor of hemozoin production through biocrystallization.	agentlans/wikipedia-paragraphs	1.227069	0.415892	1.233776
A viral Texas GOP campaign ad is the absolute best one of this election season New Clinton ad features woman denied housing by Trump corp for being black Newt Gingrich says Megyn Kelly 'fascinated with sex' for covering Trump accusers Best one yet: Lady Gaga kills it on James Corden's carpool karaoke One-fourth of US cancer deaths are linked to smoking Senate Democrats scrambling to kill anti-LGBT provision in defense spending bill Check out North Carolina's pitiful revenge against PayPal for protesting HB2 Lewiston becomes 9th Idaho city to approve LGBT protections	agentlans/common-crawl-sample	-0.172519	-0.384378	-1.245637
I hired Mr. WHITE for a very private and difficult matter of hacking my SPOUSE's phone and he far exceeded my expectations.	agentlans/common-crawl-sample	-1.447468	-0.066153	-1.138529
The Annual Report of the International Narcotics Control Board (INCB), released today, calls upon States that ‘continue to impose the death penalty for drug-related offences to consider abolishing the death penalty for such offences’.	allenai/c4	0.907339	0.419365	0.470796
83 Calculate the highest common divisor of 89262 and 2755.	monology/pile-uncopyrighted	0.805768	-0.324671	0.655362
Upon his return to Aston Villa, Moore made his first-team debut, as a substitute in a 2–2 draw against Birmingham City.	agentlans/wikipedia-paragraphs	-0.704191	0.335328	-0.37377
In the early 1870s, human skeletons which were believed to be those of the soldiers were found in the same area.	HuggingFaceFW/fineweb-edu	1.889807	0.261942	1.448695
The Indians also developed the use of the law of signs in multiplication.	agentlans/wikipedia-paragraphs	1.747197	0.643556	1.757997
3D](#F3){ref-type="fig"} and [7C](#F7){ref-type="fig"} and [D](#F7){ref-type="fig"}).	monology/pile-uncopyrighted	0.044621	-0.995447	-0.426246
As a result of this direct contact, a malfunction of the electro thermal heating elements, such as by overheating or shorting for example, may damage the spar thereby affecting the structural stability and/or the airfoil of the rotor blade.	monology/pile-uncopyrighted	1.383818	0.199378	0.671943
Driving predictability and minimizing human involvement are the core principles for achieving a mature Service Management process and ensuring changes can be made without impacting the perception of continuous availability.	HuggingFaceFW/fineweb-edu	0.408295	0.422212	0.144948
That thing that almost killed ME!	agentlans/common-crawl-sample	-2.134989	0.009206	-1.003522
It dealt a crushing blow to Ukrainian culture and coincided with the closing down of the Southwestern Branch of the Imperial Russian Geographic Society and the newspaper Kievskii telegraf (unofficial organ of the Hromada of Kyiv), and the expulsion of a number of professors from Kyiv University (Mykhailo Drahomanov, Mykola Ziber, and others).	agentlans/common-crawl-sample	1.251899	-0.087792	0.222298
Journal of Molecular Evolution 44:660-674.	HuggingFaceFW/fineweb-edu	0.355793	0.251733	0.794465
Radiator Springs Racers is open during early entry, but Fastpasses are not available during this time.	agentlans/common-crawl-sample	-1.577126	-0.037786	-1.125157
All people should have access to the same health care services because they are humans regardless of what state they live in.	allenai/c4	1.082025	0.481902	0.947028
The space between SXC’s $5 billion in revenue and RIM’s near $20 billion is a wide chasm.	monology/pile-uncopyrighted	-0.922162	0.122312	-0.509488
Because they’re in every room, you might go crazy if you try to clean every single baseboard in your home in one session.	allenai/c4	-0.398641	0.398309	-0.130721
But if we never discontinue taxes while there is a cloud of war visible in our horizon, all taxes will become perpetual.	agentlans/common-crawl-sample	-0.111644	-0.030982	-0.162488
Such great flavor out of a such a small beer, exactly what I want as these temps warm up.	allenai/c4	-1.170505	-0.021181	-0.764882
His previous experience includes working at Washington State Library as a technology consultant and technology trainer, and at the Bill and Melinda Gates Foundation as a technology trainer and tech support analyst.	HuggingFaceFW/fineweb-edu	-0.28223	0.291052	-0.394624
There have been more legislative changes that affect all small businesses around the need to implement single touch payroll and for those who have a builders license, whereby the changes to the reporting rules have been increased.	allenai/c4	0.254991	-0.039752	-0.23664
All in all, I totally enjoyed my trip with my daughter.	allenai/c4	-1.474222	0.112671	-0.690708
Lai and Kam also competed in diving at the 2015 Summer Universiade.	agentlans/wikipedia-paragraphs	-1.290283	0.11782	-0.643942
Officers of these forces could not sit on Courts Martial of regular forces personnel.	agentlans/wikipedia-paragraphs	0.022294	0.003271	0.113295
It sounds great to say that the government will just install fiber lines with tax money, but consider how this would go down:1) You'd have a bunch of unelected, unaccountable bureaucrats making the decisions about how much bandwidth would be needed and who would ultimately select the technical specifications of the hardware that gets installed.	agentlans/common-crawl-sample	1.495256	-0.085024	0.392664
Walgreens is pulling the problematic supplements from shelves.	allenai/c4	-1.212283	0.06456	-0.58425
oil platforms, industrial facilities, etc.	agentlans/common-crawl-sample	-0.105828	0.109243	0.388819
You get started immediately with National Accounts developed for you by the franchise and Local Accounts developed by the franchisee selling the business.	agentlans/common-crawl-sample	-0.437384	-0.131742	-0.571187
Gerold was an ideal candidate as he was Charlemagne's brother-in-law; his sister Hildegard had married Charlemagne in 771, as it was common for Carolingian kings to take their wives from the aristocracy of neighboring states.	agentlans/wikipedia-paragraphs	1.52261	0.213009	0.811857
Some authors are not interested in seeing the translation until it’s published, and even then I’m not sure if they look at it.	allenai/c4	-0.83112	-0.064398	-0.713398
In another large family, that of the humming-birds, all the species build open nests, yet with some of the most gorgeous species the sexes are alike; and in the majority, the females, though less brilliant than the males, are brightly coloured.	HuggingFaceFW/fineweb-edu	1.736175	0.240598	0.935208
I wanted all my data stored on a NAS rather then on the server itself.	allenai/c4	-0.097502	-0.06027	0.080998
From behind the bars in one of the most isolated places on the planet, the crew nonetheless delivered a master class in political subversion.	HuggingFaceFW/fineweb-edu	-0.269136	-0.088594	-0.384471
On April 15, 2015, he scored his first U.S. men's national team goal against Mexico in an international friendly.	monology/pile-uncopyrighted	-0.346748	0.122829	-0.214382
PDF Kingdom Hearts HD 1.5 ReMIX Guide .	allenai/c4	-1.144881	-0.604659	-0.712346
As a deal sweetener Ursula von der Leyen pledged food relief worth $104 million for Egypt, which has been reeling from grain shortages as a result of the Ukraine war, as well as 3 billion euros in "agriculture, nutrition, water and sanitation programmes over the next years here in the region".	agentlans/wikipedia-paragraphs	1.349768	0.167689	0.520627
Issued from the woods of the Loess Hills a few miles east of NATCHEZ, MISSISSIPPI, USA April 29, 2012 \|CATTLE EGRETS AMONG CATTLE As in Mexico, around here if you pass by a pasture you're likely to see Cattle Egrets standing among or on the cows, as shown at http://www.backyardnature.net/n/12/120429eg.jpg.	HuggingFaceFW/fineweb-edu	2.173204	-0.165719	0.893706
Ernest Newman was the music critic of the Birmingham Post and had written as early as 1913 that the system of financial guarantees from wealthy backers that had sustained Birmingham's orchestras through the 19th century had become discredited.	agentlans/wikipedia-paragraphs	1.403876	0.197149	0.678269
The Antarctic ozone hole is mapped from weather satellite data.	HuggingFaceFW/fineweb-edu	1.662384	0.204262	1.519112
“And I think the challenge when you read a Woody Allen script is that he is the guy who made ‘Interiors’ and ‘Bananas,’ so which way is this going to fall?	agentlans/common-crawl-sample	-1.024159	0.021317	-0.904226
"Extra Eyes for DWIs" on Halloween Here in Fairfax County \| McGlone Law Firm, P.C.	allenai/c4	-1.4546	-0.153647	-1.001855
Comparison of Quartet (n=189) with Attain Performa (n=87) revealed no difference in total mortality (Quartet HR: 3.06, 95% CI, 0.70--13.38).	monology/pile-uncopyrighted	0.011028	0.276039	0.019893
Her brother Nicholas and his family were shot and bayoneted to death by revolutionaries.	agentlans/wikipedia-paragraphs	0.211648	0.1296	0.301497
But at least now I know.Pros: Two sticky pads on the back, so they stay on your bra well.	agentlans/common-crawl-sample	-1.021859	-0.051855	-0.676829
Our roofing experts treat your home as if it was their own.	allenai/c4	-0.740367	0.408536	-0.037649
He reprised his role of Edna Turnblad in the 2021 revival of Hairspray and in 2023 played the other leading male role of Sir George Dillingham in a revival of Aspects of Love.	agentlans/wikipedia-paragraphs	-0.449338	0.014961	-0.562485
\label{eq-Prepump}\end{aligned}$$ Thus, the contribution of the repumping is negligible when $C \gg 1$ or when $r_u \ll 1$.	monology/pile-uncopyrighted	0.108487	-1.06173	-0.591886
Tissue Linen A type of linen that is specifically made for blouses or shirts due to its thinness and sheerness.	HuggingFaceFW/fineweb-edu	0.575008	0.352698	0.573729
Q: Reading a text file and moving files from it to a directory I have a directory of images.	monology/pile-uncopyrighted	0.413884	-0.098515	0.287134
However, neither the intensity of the DAT nor the donor isohemagglutinin titer distinguished cases with from those without hemolysis.	monology/pile-uncopyrighted	0.72649	0.068758	0.435712
A tally of 200 plus dismissals was for long the ultimate ambition of wicket keepers but the proliferation of Test cricket made 300 dismissals a distinct possibility and sure enough Australia’s Rodney Marsh became the first to break the barrier before retiring with 355 victims.	agentlans/common-crawl-sample	1.061358	0.081124	0.301063
After a cleaved fiber is inserted into a FastCAM connector, the installer simply releases the factory-installed wedge clip, and an instant low-loss connection is formed.	allenai/c4	0.265054	0.018963	-0.03741
This database of images for the study and teaching of art, design, and visual culture at Illinois State University, is produced as a collaboration between the School of Art and Milner Library.	HuggingFaceFW/fineweb-edu	1.066524	-0.111322	0.391705
Price argues that the philosophical "...canon remains dominated by white males—the discipline that some say still hews to the myth that genius is tied to gender."	agentlans/wikipedia-paragraphs	0.608933	0.481241	0.484136
Enjoy the beautiful Dallas scenery in a Escalade Limo.	allenai/c4	-1.554497	-0.778211	-1.234951
Once the party returns to the Planet, they return to their various homes to resume their lives.	agentlans/wikipedia-paragraphs	-0.322489	0.075589	-0.141674
What is your plan for paying it off?	allenai/c4	0.167562	0.03229	0.602456
- Researchers should ensure that patients are aware that the aim of a randomised controlled trial is to test a hypothesis and provide generalizable knowledge leading to the development of a medical drug or procedure.	HuggingFaceFW/fineweb-edu	2.481703	0.287175	1.552741
On the other hand, electron beam lithography using an electron beam as an energy beam has an advantage of high resolution capability compared with the photolithography.	monology/pile-uncopyrighted	1.594622	0.127087	0.96586
Morgan is a late arrival, mysterious and odd to everything, especially Jess.	agentlans/common-crawl-sample	-1.844231	0.05819	-1.125122
They seem to have got past it.	agentlans/common-crawl-sample	-1.102288	0.145549	-0.159633
In 2011 IWRG introduced the Rey del Ring Championship to be awarded to the winner of the 2011 Rey del Ring tournament winner El Pantera.	agentlans/wikipedia-paragraphs	-0.86678	0.238857	-0.60724
Local governments in such places as Kitakyushu City, Hokkaido, and Mie Prefecture have been purchasing capsules called isolators to be used when suspected SARS patients are moved, and they have conducted drills on how to use them with volunteers playing the role of patients.	HuggingFaceFW/fineweb-edu	1.520137	0.256154	0.726728
As a result, Europe is a continent free of the death penalty in practice, all states, having ratified Protocol 6 to the European Convention on Human Rights, with the exceptions of Russia (which has entered a moratorium) and Belarus, which are not members of the Council of Europe.	agentlans/wikipedia-paragraphs	1.395437	0.124267	0.555423
The same is true for coyotes — they seem to know when it is time to meet up, but if people or dogs are around, they will delay.	HuggingFaceFW/fineweb-edu	1.001477	0.336364	0.801447
It was shown that they were produced by oxidative fragmentation of polyunsaturated fatty acids (C18, C20).	HuggingFaceFW/fineweb-edu	1.136638	0.213223	0.915187
We've provided this information to help you to understand important things about staying healthy and happy.	HuggingFaceFW/fineweb-edu	0.339165	0.029429	0.244646
True Does 14 divide 6948368?	monology/pile-uncopyrighted	0.176438	-0.519837	0.401654
Feshbach resonances have become important in the study of cold atoms systems, including Fermi gases and Bose–Einstein condensates (BECs).	agentlans/wikipedia-paragraphs	1.191422	0.449248	0.96152
One is certain that if you just alway play along and do as you are told, that they probably wont stick it in too far and you should be grateful.	agentlans/common-crawl-sample	-0.519958	-0.108227	-0.58314
As time goes on, you won’t miss the salt.	HuggingFaceFW/fineweb-edu	-1.725749	0.103213	-0.750033

End of preview. Expand in Dataset Viewer.

Text Quality Assessment Dataset

Overview

This dataset is designed to assess text quality robustly across various domains for NLP and AI applications. It provides a composite quality score based on multiple classifiers, offering a more comprehensive evaluation of text quality beyond educational domains.

Dataset Details

Size: 100,000 sentences
Source: 20,000 sentences from each of 5 different datasets

Features

The quality scores of each text were assessed using

Text Length:
- Measured in characters
- Box-Cox transformed
Fineweb-edu Classifier Score:
- Raw logits
- Yeo-Johnson transformed
NVIDIA Quality Score:
- Logits of "High" quality level - logits of "Low" quality level
Composite Quality Score:
- First principal component of fineweb-edu and NVIDIA scores
- Adjusted for length using linear regression with the transformed text length

Key Insights

Fineweb-edu and NVIDIA scores show weak correlation
Composite quality score correlates with both individual scores
Clear quality differences observed across the 5 source datasets

Figure 1: Correlation between individual scores (fineweb-edu and NVIDIA) and the composite quality score. Each point represents a single row of text. Quality score scatterplot