Datasets:

agentlans
/

text-stats

text stringlengths 1 62.8k	fineweb float64 -3.91 3.48	nvidia float64 -7.02 7.77	length float64 -4.2 15.4	quality float64 -10.77 6.4	transformed_quality float64 -4.87 4.87
The Pacific is widening much, much more as well.	-0.263646	0.255634	-0.926689	0.597988	0.610289
Conduct that is not severe enough to create a work environment that a reasonable person would find hostile or abusive will not trigger Title VII or its Texas equivalent.	0.447675	1.381984	0.698231	0.976119	1.005859
But it turns out that much of the appeal is based on a murky understanding of the concept.	-0.494784	-0.455892	-0.158868	-0.640156	-0.668078
s production because it seems little of similar skills.	-0.621523	-1.421189	-0.767339	-1.097734	-1.119164
Additionally, measures of perceived workload and stress were collected.	-0.27523	-0.180592	-0.45825	-0.057799	-0.076621
You don't have to make home-made goodies for them to sell too, but you know I did.	-1.68468	0.535155	-0.277846	-0.718141	-0.746163
Compounds HAK-2 and HAK-5 significantly reduce LPS-induced IL-6 release in primary mouse (A) and rat astrocytes (B).	0.257178	1.606212	0.175277	1.343504	1.381647
Your information may be shared with other NBCUniversal businesses and used to better tailor our services and advertising to you.	-0.963376	2.349646	0.308845	0.883142	0.908975
The singing which causes the shattering is both the singing of a high C and the singing of the word "freedom."	0.332498	-0.051543	0.104144	0.151893	0.140872
Suppose 2*x - 41 = 9.	0.295097	-0.372293	-1.818596	1.125441	1.159186
Other cities, including New York City, are following suit by mapping their rooftop solar potential.	0.697207	1.084347	-0.035073	1.416642	1.456153
Season three would go on to be the most successful season of Lois & Clark in its run.	-1.244066	1.329446	-0.232146	0.218169	0.210856
"The outbreak has been reported to have spread to new locations, particularly in Kinshasa, where there are large population groups with inadequate safe water."	0.518005	0.566615	0.611165	0.45002	0.453383
The reconstructed, noisy maps are negatively skewed, for both the $N$-body and GRF cases.	0.344852	-2.602447	-0.173248	-1.653227	-1.650995
Pelo contrário, penso que fizeram um uso abusivo das ideias e da boa vontade do novos Estados-Membros, mais, humilharam um grande país europeu – a Polónia, país vizinho do meu – utilizando o soldador polaco como símbolo.	0.313861	-0.044565	1.085319	-0.497013	-0.524278
This species is common in the Southeast, and is not targeted for any special attention.	0.945913	0.528164	-0.202417	1.28521	1.322149
Will the Rover collect soil samples?	1.137364	0.919859	-1.251474	2.425474	2.405358
Uhlemann and Fidock say malaria fighters are in a race against time.	-1.029913	0.461758	-0.511461	-0.110985	-0.13122
On his first departure the mob had risen in London against the Catholics, and attacked chapels and houses, plundering and carrying off the contents.	1.316476	0.730955	0.509984	1.269237	1.305743
at 368, the usual discretionary limitations on declaratory actions apply unless Congress instructs differently.	-0.537082	0.102004	0.11622	-0.416159	-0.442581
(2) Believe in Jesus Christ.	-0.806449	0.028709	-1.522414	0.384252	0.384834
I knew then in my heart that you would be a part of our family.	-1.571888	0.582347	-0.604637	-0.379893	-0.406064
A faired version of the CB Hornet 160R does make sense as Suzuki has achieved great success with the Gixxer SF, which is the faired version of the Gixxer 155cc motorcycle and currently holds the distinction of being the cheapest full-faired motorcycle on sale in India.	-0.221593	1.879624	1.392416	0.389196	0.38986
The DVD includes video footage that details Tarrant County's full-scale dirty bomb disaster drill.	-0.677079	-0.622983	-0.048356	-0.985554	-1.009554
On a debian/ubuntu one: $ apt-get install python-mysqldb	0.059264	-0.546418	-0.745968	0.105299	0.092168
The characteristics of the truncated protein, including toxicity, were investigated.	0.179725	-0.191053	-0.247229	0.152346	0.141418
What is unusual about PTF 10fqs is that it has so far defied classification: it is brighter than a nova (a bright eruption on a stars surface), but fainter than a supernova (the explosion that marks the end of life for a large star).	0.905985	0.919859	1.171923	0.664258	0.680094
Filters rely solely on the characteristics of the data and, since they are independent of any learning scheme, they require less computational effort.	0.905985	0.500202	0.547477	0.743121	0.763112
This is a signal that air moves well through the large airways and that your child can do the usual activities and go to sleep without trouble.	1.062361	0.444284	0.461918	0.877503	0.903121
They are hot all month with hundreds of blown glass pumpkins, gourds, fruits and vegetables for you to pick.	-0.206462	-0.142233	0.079718	-0.324777	-0.349795
This half term our learning will be linked to the big story of the Bible.	0.955806	0.993346	-0.423802	1.801234	1.840805
:p i don't play shooters very often lately though, have to be in the mood.	-1.958913	-1.227216	-0.406871	-2.227316	-2.161847
The name Babylon is the Greek form of Babel of Babili, which means "the gate of the god" in Semitic, which again is the translation of the original Sumerian name Ka-dimirra... [continue reading] Sumer (Sumerian: ki-en-ĝir "Land of the Lords of Brightness", Akkadian: Šumeru; possibly Biblical Shinar) was a civilization and historical region in southern Mesopotamia, Iraq.	2.373673	-1.140552	1.910299	-0.280916	-0.305082
As a second cannon shot is heard, Mary takes her final farewells and prays for the welfare of England.	0.734901	-0.626463	0.004119	0.08215	0.068152
Golden flowers and solid spines are amongst the features of this beautiful cactus.	-0.206462	-1.469652	-0.277846	-1.13011	-1.150473
So is it fine if i go ahead delete such answers (mine)?	-1.39277	-1.739464	-0.767339	-1.950105	-1.918888
Please use this test or ask the librarian for help when choosing a book to read by yourself.	0.575269	0.650524	-0.130499	1.044074	1.076342
For once, the curtain is being pulled back to reveal the wizard behind the work.	-1.47393	1.171867	-0.309089	-0.03477	-0.05292
Thanks for sharing Katja!	-2.27791	-0.246834	-1.640834	-0.905274	-0.931454
There is current ongoing research in this field.	-0.038252	-0.883737	-0.926689	-0.117047	-0.137416
Genetic counseling is recommended for families at risk.	0.313861	0.774675	-0.767339	1.351951	1.390353
William R. Herzog II (2010) has written: In the hierarchy of rural life, then, there are two thresholds at which peasants may lose their previous status, and it is at these moments that they will resist their decline most fiercely.	1.014434	0.91636	1.158864	0.754879	0.775472
Thus, Section 702[1] of the APA acts to waive sovereign immunity for the Plaintiffs' USHA and constitutional claims.	0.295097	0.201505	0.175277	0.274218	0.269653
In reality, a turbine only produces 30 percent of this amount, though it produces different levels of electricity 70 to 85 percent of the time [source: BWEA].	1.612489	-0.142233	0.602211	0.757555	0.778192
"I love the idea that I can spread this beautiful compost on my garden," said Peterson-Nafziger, as she dumped a few rinds on her compost heap.	0.059264	1.728879	0.461918	1.097729	1.131232
(quoting Commonwealth v. Hoch, 936 A.2d 515, 517-18 (Pa.Super.	-1.244066	0.535155	-0.624004	-0.147719	-0.168958
FireEye also works if someone brings a keydrive with malware into the network directly without first passing through the FireEye Scanner.	0.069509	0.479232	0.402364	0.166933	0.156664
Analysis of the PPP activity ---------------------------- PPP activity was determined by following the procedure as described[@b23].	0.58658	0.262619	0.351061	0.435445	0.43796
I also suggest making these consequences progressive.	-0.855192	-1.435037	-0.811066	-1.262862	-1.278599
It's these characteristics that are only letting the e-books down too, he claims.	-1.341544	0.367413	-0.293388	-0.57079	-0.59865
Suppose -2m - k - 4 = 2, k + 10 = -4m. What is the lowest common multiple of (m/5)/(w/(-80)) and 3?	1.658919	0.091532	-0.008838	1.375202	1.413928
ENTOMBED MINERS RESCUED THE nine miners who had been entombed for a week in the Foster Tunnel of the Lehigh Coal & Navigation Company, at Coaldale, Pennsylvania, were taken out alive.	1.674227	2.876214	0.813211	3.029707	2.893146
[This lack of maintenance was not unusual in Eastern Bloc countries and evidence of this kind of neglect is still visible in parts across the former East Germany to this day].	0.647974	0.517678	0.74844	0.423902	0.426166
Simeon is a good example.	0.042105	-0.075963	-1.640834	1.043434	1.075683
That should be enough to say that I quite recommend this series, though if you need more enticement read the plot summary I linked to.	-1.427333	1.494085	0.371772	-0.190195	-0.212707
Dharma, Karma and Reincarnation Dharma means righteousness, divine law, ethics, religion, duty, justice and truth.	1.46017	2.195268	0.151912	2.760721	2.683777
He clearly thought he was just doing what came naturally, given his calling as a parish priest, and his efforts were not blessed with all the trendy terminology that seems an essential part of the emerging, emergent, fresh expressions scene today.	-0.195168	-0.525531	1.260819	-1.385958	-1.396392
While most Jacobites in Ireland were indeed Catholics, many English and Scottish Jacobites were Protestants and were motivated by loyalty to the principle of monarchy (considering James to have been illegally deposed in a coup) or to the Stuart dynasty in particular, rather than by religion.	2.032121	-0.107356	1.520778	0.514173	0.521732
However, most surgeons who perform the DA-THA utilize the standing AP pelvis radiograph to position the acetabular component.	0.313861	-0.469822	0.27646	-0.302281	-0.32722
Would you allow someone else to put your child or best friend down in front of you or him/her?	-0.621523	1.38899	-0.102637	0.667342	0.683192
<b:style src="./Node.css"/> <b:style src="./Node_Expander.css"/> <b:style src="./Folder.css"/> <b:define name="selected" type="bool"/> <b:define name="collapsed" type="bool"/> <b:define name="disabled" type="bool"/> <li class="Basis-TreeNode"> <div{content} class="Basis-TreeNode-Title"> <div class="Basis-TreeNode_Expander Basis-TreeNode_Expander__{collapsed}" event-click="toggle" /> <span class="Basis-TreeNode-Caption Basis-TreeNode-FolderCaption Basis-TreeNode-FolderCaption_{collapsed} Basis-TreeNode-Caption__{disabled} Basis-TreeNode-Caption__{selected}" event-click="select"> {title} </span> </div> <ul{childNodesElement} class="Basis-TreeNode-Content Basis-TreeNode-Content__{collapsed}"/> </li>	0.787872	-1.393491	3.019714	-2.442832	-2.338431
Jesus could very well have sanctioned him to perform these miracles.	-0.399944	-0.292147	-0.511461	-0.207944	-0.230569
God's Word Version of Jabez's prayer..."Please bless me and give me more territory.	-1.252311	1.227889	-0.262461	0.152034	0.141028
All we can say is that the experience inspires and brings about Hope, Faith and Love.	-0.494784	-0.961873	-0.232146	-0.98822	-1.012122
And when you need to customize or do something that isn't automatic, there are overrides for most behaviors, and even many low-level hook points that allow you to plug-in custom functionality with relatively little effort.	0.179725	0.060119	1.098914	-0.528919	-0.556339
Darwin and Wallace defended a programme of theoretical research by appeal to the superior coherence and fecundity of their programme.	1.210397	0.444284	0.361449	1.058829	1.091427
Driving to Meybod, Narrin Castle, oldest mudbrick structure in Iran.	0.133509	-0.963608	-0.511461	-0.315912	-0.340446
In women, the artery branches into vessels that run into the vagina.	0.126842	1.290922	-0.511461	1.44267	1.483167
Here are some key things you should know about sub-Saharan Africa: - Population growth.	1.263941	-0.596885	-0.202417	0.653849	0.669208
Medication is not always the answer, sometimes all that is needed is empathic listening and empathic attunement, so that the client feels safe and can just be, without having to do anything, where they can be listened to, without judgement, and feel understood.	0.69178	1.10535	1.345632	0.528525	0.537026
- Using a tissue when coughing or sneezing, then cleaning your hands.	1.476599	-0.393196	-0.493512	1.169383	1.204065
Equally choosing to distinguish the diphthong æ from the hiatus ae in a usefully transparent way, rather than writing both as ae, but at the same time not distinguishing the diphthong from the hiatus oe and writing both non-transparently as oe, would be also inconsistent.	1.237298	-0.469822	1.409664	-0.318762	-0.343471
RedSwoosh launched in 2000 from a small office space in Westwood, Calif.	-0.621523	0.933855	-0.440927	0.531859	0.540608
570 What is 56 minutes before 10:01 PM?	-0.49059	-1.046903	-1.162707	-0.44468	-0.471231
Markers, plaques, and gun positions give details of troop positions and describe the action in which various units participated.	0.483065	1.648266	0.308845	1.46603	1.507271
This is the same surfactant that many shampoos use.	-0.473881	-0.340935	-0.856183	-0.079177	-0.098372
Accordingly, any communications scheme for multiplexed systems must include not only the hardware components for implementing the actual data link, but also a communications protocol for use with the hardware, for allowing data transferred on the link to be associated with a particular sender or receiver.	1.451919	-0.201513	1.594861	-0.061708	-0.080757
The George has yet to supply us with with a public email address.	-1.122873	-0.121307	-0.566656	-0.603873	-0.632059
"Then all I can say is, you're a durned fool," exploded Ballard angrily.	-2.484743	0.374401	-0.440927	-1.363484	-1.374517
They started Nov. 29 from Hercules Inlet, traveled south along the 82nd meridian and reached the South Pole in 58 days.	0.713425	-0.377519	0.209706	0.12605	0.113943
In addition to the marriage age, the law addresses marital rape and abuse.	0.399768	-0.210229	-0.406871	0.413587	0.415267
Eastman Kodak continues to receive negative ratings as they fail to respond to poor customer service and complaints made on their products.	-1.184235	0.23468	0.422451	-1.018334	-1.041423
They found it difficult to cleanly isolate this property as an aspect.	-0.866011	-0.591665	-0.475776	-0.830157	-0.857738
So we went and got some.	-0.972291	-0.138746	-1.68293	0.228169	0.221248
To upgrade Windows package to version 8.1 the following configuration setting must be added to configuration file (config.xml).	-0.4162	0.44079	0.29812	-0.175155	-0.197497
He is also noted for his 154 Sonnets, A Lover's Complaint, and other poems.	0.381585	0.786917	-0.390128	1.168547	1.203172
Later it is stated that the Seat of Seeing was on the Hill of the Eye of the Men of Númenor.	0.675434	0.643531	-0.130499	1.116966	1.150815
By this time it had a house called New Hall.	-0.520083	-0.424546	-1.026614	-0.069603	-0.088715
It carried out a desk review to analyse the policy, programmes and projects on managing knowledge of climate change in Nepal.	0.975487	-0.354001	0.27646	0.305942	0.303053
Protect your hands in the cold with these super-cool Dragon Scale Fingerless Gloves!	-1.450558	-0.692559	-0.247229	-1.515428	-1.522235
Its HHMI-funded initiatives include: - The Science Education Partnerships program, a K-12 science outreach effort that improves science and math education for teachers throughout the state and also provides alternative ways for children and families to make science an interesting part of family activities; - Undergraduate summer research programs with formalized mentoring of students, a peer-reviewed undergraduate research journal, and research opportunities for students at Pacific Northwest schools and schools populated with traditionally underrepresented groups in science; and - The SMILE STARS (Study Techniques, Academics, and Research Skills) program, which offers an eight-week intensive summer bridge program for selected high school graduates before their first year at OSU.	2.373673	1.073846	3.227932	0.59231	0.604205
Many of those who subsequently became implicated as the investigation progressed did indeed consider themselves to be witches, in the sense of being village healers who practised magic, probably in return for payment, but such men and women were common in 16th-century rural England, an accepted part of village life.	1.873114	-0.177105	1.651122	0.250216	0.244383
You channel energy positively or negatively.	-0.839641	-1.268799	-1.026614	-0.980092	-1.004106
12 Dispatch: EB from 107th and Silver Spring, I have vehicle 4442, 63 on 63, badge 2037.	-1.310605	-1.033024	-0.187764	-1.71107	-1.703662
(1924), p. 1103.	-0.797627	-0.323512	-2.08548	0.482751	0.488216
It has happened before.	-0.802328	0.262619	-1.726507	0.703553	0.721255
The Democrats, as much as I hated them before 2009, have given me plenty of new reasons to be disgusted.	-1.078952	0.96185	0.029719	-0.110992	-0.131228
I think it's possible that someone, or more than one person, was the real-life inspiration for these words—otherwise, why would you instruct a man to marry an ideal woman who couldn't exist?	0.569596	0.96185	0.867988	0.632123	0.646111
The biotest was carried out for 7, 9 and 12 days at room temperature.	0.035211	1.522115	-0.493512	1.54015	1.58188
Genes alone, however, cannot explain the current obesity crisis.	0.985275	0.898865	-0.585523	1.855825	1.891328

End of preview. Expand in Dataset Viewer.

Text statistics

This dataset is a combination of the following datasets:

The main purpose is to collect the large data into one place for easy training and evaluation.

Data Preparation and Transformation

Quality Score Normalization

The dataset was enhanced with additional columns, and quality scores (n = 909 533) were normalized using Ordered Quantile normalization through the bestNormalize package in R. This transformation mapped original values to a standardized normal distribution, resulting in a new variable, transformed_quality, included in both training and test datasets to enhance statistical modeling capabilities.

Readability Score Calculation

U.S. reading grade levels were transformed using the Box-Cox method (bestNormalize package) with λ = 0.8766912. A custom function standardized the results and inverted the scale to generate 'readability' scores, where higher values indicate easier readability.

The standardized Box-Cox transformation was applied to 919 663 non-missing observations, yielding the following statistics:

λ (lambda) = 0.8766912
Mean (before standardization) = 7.908629
Standard deviation (before standardization) = 3.339119

These transformations improved the dataset's suitability for subsequent statistical analyses.

Dataset size

The full datasets were shuffled and randomly split into train and test splits.

Dataset	Train split	Test split
quality	809 533	100 000
readability	869 663	50 000
sentiment	128 690	10 000

Downloads last month: 75

Size of downloaded dataset files:

453 MB

Size of the auto-converted Parquet files:

675 MB

Number of rows:

1,967,886

Models trained or fine-tuned on agentlans/text-stats