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train

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The dataset generation failed

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
dataset: string
subset: string
num_docs: int64
timestamp: string
ciq_score: double
dedup_score: double
struct_score: double
kdist_score: double
dedup_details: struct<exact_score: double, near_score: double, sem_score: double, exact_dupes: int64, near_dupes: i (... 27 chars omitted)
  child 0, exact_score: double
  child 1, near_score: double
  child 2, sem_score: double
  child 3, exact_dupes: int64
  child 4, near_dupes: int64
  child 5, sem_dup_pairs: int64
struct_details: struct<mean_scr: double, mean_pc: double, mean_clean: double, mean_dbi: double>
  child 0, mean_scr: double
  child 1, mean_pc: double
  child 2, mean_clean: double
  child 3, mean_dbi: double
kdist_details: struct<jsd: double, k_mean: double, k_std: double, actual_dist: list<item: double>, ideal_dist: list (... 15 chars omitted)
  child 0, jsd: double
  child 1, k_mean: double
  child 2, k_std: double
  child 3, actual_dist: list<item: double>
      child 0, item: double
  child 4, ideal_dist: list<item: double>
      child 0, item: double
k_label: string
text: string
token_count: int64
char_count: int64
k_exact: double
source: string
k_integer: int64
is_high_quality: bool
to
{'text': Value('string'), 'char_count': Value('int64'), 'token_count': Value('int64'), 'k_exact': Value('float64'), 'k_integer': Value('int64'), 'k_label': Value('string'), 'ciq_score': Value('float64'), 'is_high_quality': Value('bool'), 'source': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              dataset: string
              subset: string
              num_docs: int64
              timestamp: string
              ciq_score: double
              dedup_score: double
              struct_score: double
              kdist_score: double
              dedup_details: struct<exact_score: double, near_score: double, sem_score: double, exact_dupes: int64, near_dupes: i (... 27 chars omitted)
                child 0, exact_score: double
                child 1, near_score: double
                child 2, sem_score: double
                child 3, exact_dupes: int64
                child 4, near_dupes: int64
                child 5, sem_dup_pairs: int64
              struct_details: struct<mean_scr: double, mean_pc: double, mean_clean: double, mean_dbi: double>
                child 0, mean_scr: double
                child 1, mean_pc: double
                child 2, mean_clean: double
                child 3, mean_dbi: double
              kdist_details: struct<jsd: double, k_mean: double, k_std: double, actual_dist: list<item: double>, ideal_dist: list (... 15 chars omitted)
                child 0, jsd: double
                child 1, k_mean: double
                child 2, k_std: double
                child 3, actual_dist: list<item: double>
                    child 0, item: double
                child 4, ideal_dist: list<item: double>
                    child 0, item: double
              k_label: string
              text: string
              token_count: int64
              char_count: int64
              k_exact: double
              source: string
              k_integer: int64
              is_high_quality: bool
              to
              {'text': Value('string'), 'char_count': Value('int64'), 'token_count': Value('int64'), 'k_exact': Value('float64'), 'k_integer': Value('int64'), 'k_label': Value('string'), 'ciq_score': Value('float64'), 'is_high_quality': Value('bool'), 'source': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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text string	char_count int64	token_count int64	k_exact float64	k_integer int64	k_label string	ciq_score float64	is_high_quality bool	source string
The Independent Jane For all the love, romance and scandal in Jane Austen’s books, what they are really about is freedom and independence. Independence of thought and the freedom to choose. Elizabeth’s refusal of Mr. Collins offer of marriage showed an independence seldom seen in heroines of the day. Her refusal of Mr....	3,665	916	1.8826	2	Basic	0.7539	true	HuggingFaceFW/fineweb-edu / sample-10BT
Taking Play Seriously By ROBIN MARANTZ HENIG Published: February 17, 2008 On a drizzly Tuesday night in late January, 200 people came out to hear a psychiatrist talk rhapsodically about play -- not just the intense, joyous play of children, but play for all people, at all ages, at all times. (All species too; the lectu...	5,255	1,313	2.05	2	Basic	0.7976	true	HuggingFaceFW/fineweb-edu / sample-10BT
How do you get HIV? HIV can be passed on when infected bodily fluid, such as blood or semen, is passed into an uninfected person. Semen is the liquid which is released from a man's penis during sex which carries sperm. It can be infected with HIV or AIDS when someone is HIV positive or is carrying the AIDS virus. This ...	628	157	1.7215	2	Basic	0.7628	true	HuggingFaceFW/fineweb-edu / sample-10BT
CTComms sends on average 2 million emails monthly on behalf of over 125 different charities and not for profits. Take the complexity of technology and stir in the complexity of the legal system and what do you get? Software licenses! If you've ever attempted to read one you know how true this is, but you have to know a...	17,410	4,352	2.35	2	Basic	0.8502	true	HuggingFaceFW/fineweb-edu / sample-10BT
Hold the salt: UCLA engineers develop revolutionary new desalination membrane Process uses atmospheric pressure plasma to create filtering 'brush layer' Desalination can become more economical and used as a viable alternate water resource. By Wileen Wong Kromhout Originally published in UCLA Newsroom Researchers from t...	5,785	1,446	3.0027	3	Mid-Complexity	0.9557	true	HuggingFaceFW/fineweb-edu / sample-10BT
Not Just for Kids The Hunt for Falling Leaves... Nature's Color on the Ground by Mary Catherine Ball Being a reporter, I am always looking for an adventure. Last week, I found one. I left work to go on a simple journey, but it turned out to be much more. First, I crossed a mud-ridden stream. Then, I came face to face w...	3,204	801	1.4809	1	Simple	0.6737	false	HuggingFaceFW/fineweb-edu / sample-10BT
The Solar and Heliospheric Observatory (SOHO) spacecraft is expected to discover its 1,000TH comet this summer. The SOHO spacecraft is a joint effort between NASA and the European Space Agency. It has accounted for approximately one-half of all comet discoveries with computed orbits in the history of astronomy. "Before...	2,909	727	3.1072	3	Mid-Complexity	0.9165	true	HuggingFaceFW/fineweb-edu / sample-10BT
Bolivia: Coca-chewing protest outside US embassy Indigenous activists in Bolivia have been holding a mass coca-chewing protest as part of campaign to end an international ban on the practice. Hundreds of people chewed the leaf outside the US embassy in La Paz and in other cities across the country. Bolivia wants to ame...	2,246	561	3.0283	3	Mid-Complexity	0.9753	true	HuggingFaceFW/fineweb-edu / sample-10BT
Breaking the COX code Using the team approach Editor’s Note: This story, first published in 2004, has been updated. Prostaglandins, which were first isolated from the prostate gland in 1936, are very rapidly metabolized, or broken down, making measurement in the blood difficult. Researchers at Vanderbilt led by John Oa...	2,653	663	2.6807	3	Mid-Complexity	0.9107	true	HuggingFaceFW/fineweb-edu / sample-10BT
Discover the cosmos! Each day a different image or photograph of our fascinating universe is featured, along with a brief explanation written by a professional astronomer. 2012 June 23 Explanation: As seen from Frösön island in northern Sweden the Sun did set a day after the summer solstice. From that location below th...	920	230	2.2567	2	Basic	0.8144	true	HuggingFaceFW/fineweb-edu / sample-10BT
Network With Us Join us on Facebook to get the latest news and updates. Lauren Boulden's Story Using Think-Alouds to Get Inside Langston Hughes' Head Over my past few years of teaching, there have been multiple occasions where I have been stumped on how to present a particular concept to my students. I've always been a...	2,914	728	2.301	2	Basic	0.861	true	HuggingFaceFW/fineweb-edu / sample-10BT
King James II of England (who was also James VII of Scotland) inherited the throne in 1685 upon the death of his brother, Charles II. James II was unpopular because of his attempts to increase the power of the monarchy and restore the Catholic faith. Deposed in the "Glorious Revolution" of 1688-89, he fled to France. H...	2,176	544	2.2698	2	Basic	0.8013	true	HuggingFaceFW/fineweb-edu / sample-10BT
RWJF Priority: Use pricing strategies—both incentives and disincentives—to promote the purchase of healthier foods Prices can significantly affect family food choices and are emerging as an important strategy in the movement to reverse the childhood obesity epidemic. For example, when healthy foods like fruits and vege...	845	211	3.7878	4	Complex	0.8451	true	HuggingFaceFW/fineweb-edu / sample-10BT
This section provides primary sources that document how Indian and European men and one English and one Indian woman have described the practice of sati, or the self-immolation of Hindu widows. Although they are all critical of self-immolation, Francois Bernier, Fanny Parks, Lord William Bentinck, and Rev. England pres...	5,947	1,486	3.3406	3	Mid-Complexity	0.9219	true	HuggingFaceFW/fineweb-edu / sample-10BT
March 30, 2012 CDC Releases New Report on Autism Prevalence in U.S. Researchers at the Johns Hopkins Bloomberg School of Public Health contributed to a new Centers for Disease Control and Prevention (CDC) report that estimates the prevalence of Autism Spectrum Disorders (ASD) as affecting 1 in 88 U.S. children overall,...	5,674	1,418	4.0577	4	Complex	0.7734	true	HuggingFaceFW/fineweb-edu / sample-10BT
- Yes, this is a good time to plant native grass seed in the ground. You may have to supplement with irrigation if the rains stop before the seeds have germinated and made good root growth. - Which grasses should I plant? The wonderful thing about California is that we have so many different ecosystems; the challenging...	2,238	559	2.056	2	Basic	0.7938	true	HuggingFaceFW/fineweb-edu / sample-10BT
I’m struggling a bit to teach my children to pack for themselves. I want them to learn how to be self-reliant, but I also want to make sure they have everything they need for the day. If I don’t triple check every detail, they’re likely to be fully prepared for snack time but missing important papers or sports equipmen...	2,866	716	1.9172	2	Basic	0.7868	true	HuggingFaceFW/fineweb-edu / sample-10BT
Newegg.com - A great place to buy computers, computer parts, electronics, software, accessories, and DVDs online. With great prices, fast shipping, and top-rated customer service - once you know, you Newegg. If you are reading this message, Please click this link to reload this page.(Do not use your browser's "Refresh"...	2,436	609	1.8174	2	Basic	0.7378	true	HuggingFaceFW/fineweb-edu / sample-10BT
exactly located (exactlyLocated) The actual, minimal location of an Object. This is a subrelation of the more general Predicate SUMO / BASE-ONTOLOGY Related WordNet synsets - the precise location of something; a spatially limited location; "she walked to a point where she could survey the whole street" Agar obj is part...	914	228	1.8163	2	Basic	0.6771	false	HuggingFaceFW/fineweb-edu / sample-10BT
Reishiki - the external expression of respect In Iaido dojo you will practice with a wooden sword (Bokken), or a training sword (Iaito), or even a real Japanese sword with a cutting blade (Katana). There will be numerous people practicing, all in one room. Following the rules of etiquette ensures that no one gets injur...	2,083	520	1.9913	2	Basic	0.7798	true	HuggingFaceFW/fineweb-edu / sample-10BT
- Enter a word for the dictionary definition. From The Collaborative International Dictionary of English v.0.48: Nectarine \Nec`tarine"\ (n[e^]k`t[~e]r[=e]n"), n. [Cf. F. nectarine. See Nectar.] (Bot.) A smooth-skinned variety of peach. [1913 Webster] Spanish nectarine, the plumlike fruit of the West Indian tree Chry...	448	112	1	1	Simple	0.5287	false	HuggingFaceFW/fineweb-edu / sample-10BT
Throughout life there are many times when outside influences change or influence decision-making. The young child has inner motivation to learn and explore, but as he matures, finds outside sources to be a motivating force for development, as well. Along with being a beneficial influence, there are moments when peer pr...	5,393	1,348	1.9595	2	Basic	0.7898	true	HuggingFaceFW/fineweb-edu / sample-10BT
Ptosis Correction Surgery: Ptosis Correction Surgery India offers information on Ptosis Correction Surgery in India, Ptosis Correction Surgery cost India, Ptosis Correction Surgery hospital in India, Delhi, Mumbai, Chennai, Hyderabad & Bangalore, Ptosis Correction Surgeon in India. Ptosis is the medical term for droopi...	3,909	977	3.2107	3	Mid-Complexity	0.9164	true	HuggingFaceFW/fineweb-edu / sample-10BT
Vol. 17 Issue 6 One-Legged (Single Limb) Stance Test The One-Legged Stance Test (OLST)1,2 is a simple, easy and effective method to screen for balance impairments in the older adult population. You may be asking yourself, "how can standing on one leg provide you with any information about balance, after all, we do not ...	10,101	2,525	3.1404	3	Mid-Complexity	0.9214	true	HuggingFaceFW/fineweb-edu / sample-10BT
Hypertension is often diagnosed during a visit to your doctor. Blood pressure is measured using a cuff around your arm and a device called a sphygmomanometer. Your doctor may ask you to sit quietly for five minutes before checking your blood pressure. If your blood pressure reading is high, you will probably be asked t...	993	248	1.2129	1	Simple	0.6527	false	HuggingFaceFW/fineweb-edu / sample-10BT
Engineer your first step to a four-year degree at Edmonds Community College Engineers Make a Difference Engineering is the art of applying scientific and mathematical principles, experience, judgment, and common sense to make things that benefit people. Engineers solve problems. They improve and develop products to mee...	864	216	2.9414	3	Mid-Complexity	0.9428	true	HuggingFaceFW/fineweb-edu / sample-10BT
Information for Students Welcome to the Flint Regional Science Fair! We look forward to seeing you at the Fair in March. Taking part in a science fair is fun, educational, and rewarding. This part of our web site provides information and links that can help you get started, conduct your research and enter the Flint Reg...	1,040	260	2.8	3	Mid-Complexity	0.898	true	HuggingFaceFW/fineweb-edu / sample-10BT
Linn, Amy. Illuminating News: What You Don't Know About Lightning Might Come As Shock. Providence Sunday Journal. August 21, 1988. Abstract: This article explains some common misconceptions about lightning. For example, one misconception is that lightning never strikes the same place twice. This is untrue. Once lightni...	531	132	1.7645	2	Basic	0.7123	true	HuggingFaceFW/fineweb-edu / sample-10BT
Problems of Philosophy Chapter 5 - Knowledge by Acquaintance and Knowledge by Description After distinguishing two types of knowledge, knowledge of things and knowledge of truths, Russell devotes this fifth chapter to an elucidation of knowledge of things. He further distinguishes two types of knowledge of things, know...	11,230	2,807	2.3791	2	Basic	0.8745	true	HuggingFaceFW/fineweb-edu / sample-10BT
What are managed lanes? Highway facilities or a set of lanes where operational strategies are proactively implemented and managed in response to changing conditions. Transportation agencies are faced with growing challenges of congestion and a limited ability to expand freeway capacity due to construction costs, right-...	1,483	370	4.1487	4	Complex	0.7609	true	HuggingFaceFW/fineweb-edu / sample-10BT
Dengue Fever in India 04 March 2013 Dengue fever is a growing concern in India. In 2012, 247 deaths were recorded as a result of dengue fever nationwide. Latest data on disease prevalence released by the Health Ministry shows a significant rise in the incidence of dengue fever from 18 860 cases in 2011, to 49 606 in ye...	771	192	3.2532	3	Mid-Complexity	0.9206	true	HuggingFaceFW/fineweb-edu / sample-10BT
Intellectual knowledge appears to be innate and privy to the few, but in fact, access to information, development of intellectual work skills, time investment, and the maintenance of intellectual appearances are key to being perceived as an intellectual. To make education more equitable, professors must go beyond knowl...	1,585	396	2.622	3	Mid-Complexity	0.887	true	HuggingFaceFW/fineweb-edu / sample-10BT
(Phys.org)—Controlling "mixing" between acceptor and donor layers, or domains, in polymer-based solar cells could increase their efficiency, according to a team of researchers that included physicists from North Carolina State University. Their findings shed light on the inner workings of these solar cells, and could l...	4,356	1,089	2.8848	3	Mid-Complexity	0.9364	true	HuggingFaceFW/fineweb-edu / sample-10BT
Heel Bursitis is another type of heel pain. The sufferer of this kind of heel pain experiences pain at the back of the heel when the patient moves his joint of the ankle. In the heel bursitis type of heel pain there is swelling on the sides of the Achilles’ tendon. In this condition the sufferer may experience pain in ...	2,890	722	2.2909	2	Basic	0.8269	true	HuggingFaceFW/fineweb-edu / sample-10BT
EVEN a material 10 billion times as strong as steel has a breaking point. It seems neutron stars may shatter under extreme forces, explaining puzzling X-ray flares. Neutron stars are dense remnants of stars gone supernova, packing the mass of the sun into a sphere the size of a city. Their cores may be fluid, but their...	2,402	600	2.3516	2	Basic	0.8573	true	HuggingFaceFW/fineweb-edu / sample-10BT
When he shot President Lincoln, John Wilkes Booth was 26 years old, and one of the nation’s most famous actors. (Charles DeForest Fredericks/National Portrait Gallery) John Wilkes Booth, a Maryland native, spent the war performing in theatrical productions. But the conflict was never far from his mind. In a letter to h...	10,335	2,583	2.0589	2	Basic	0.785	true	HuggingFaceFW/fineweb-edu / sample-10BT
On January 9th, citizens living in southern Sudan will vote on a referendum to secede from the northern part of the country. A clock in the town of Juba, the political center of southern Sudan, counts down to this referendum, symbolical of the locals’ excitement to part from the hegemonic north. Nearby, the Darfur geno...	6,131	1,532	3.0622	3	Mid-Complexity	0.9353	true	HuggingFaceFW/fineweb-edu / sample-10BT
Hanukkah begins this year on December 1st, at sundown. Be honest. When I say “Hanukkah,” the first thing you think of is the Adam Sandler song, talking about “eight crazy nights.” If you are a little more connected to Jewish culture, you may also think about a dreidel or potato latkes (pancakes). While it’s commonly ca...	2,236	559	1.7238	2	Basic	0.7533	true	HuggingFaceFW/fineweb-edu / sample-10BT
by Piter Kehoma Boll Let’s expand the universe of Friday Fellow by presenting a plant for the first time! And what could be a better choice to start than the famous Grandidier’s Baobab? Belonging to the species Adansonia grandidieri, this tree is one of the trademarks of Madagascar, being the biggest species of this ge...	2,022	505	3.3222	3	Mid-Complexity	0.9029	true	HuggingFaceFW/fineweb-edu / sample-10BT
Ki Tisa (Mitzvot) For more teachings on this portion, see the archives to this blog, below at March 2006. This week’s parasha is best known for the dramatic and richly meaningful story of the Golden Calf and the Divine anger, of Moses’ pleading on behalf of Israel, and the eventual reconciliation in the mysterious meet...	9,399	2,349	3.0079	3	Mid-Complexity	0.9506	true	HuggingFaceFW/fineweb-edu / sample-10BT
“A remote Indian village is responding to global warming-induced water shortages by creating large masses of ice, or “artificial glaciers,” to get through the dry spring months. (See a map of the region.) Located on the western edge of the Tibetan plateau, the village of Skara in the Ladakh region of India is not a com...	999	249	2.1831	2	Basic	0.7842	true	HuggingFaceFW/fineweb-edu / sample-10BT
America's oil and natural gas industry is committed to protecting the environment and to continuously improving its hurricane preparation and response plans. After any hurricane or tropical storm, the goal is to return to full operations as quickly and as safely as possible. For the 2012 hurricane season, the industry ...	14,557	3,639	3.1842	3	Mid-Complexity	0.9231	true	HuggingFaceFW/fineweb-edu / sample-10BT
This section provides a short description of all the major characters in the book. This can be printed out as a study guide for students, used as a "key" for leading a class discussion, or you can jump to the quiz/homework section to find worksheets that incorporate these descriptions into a variety of question formats...	900	225	2.1304	2	Basic	0.7942	true	HuggingFaceFW/fineweb-edu / sample-10BT
Fun Learning with Printable Flash Cards Here you will find our selection of free printable flash cards for preschool learning (and beyond!). Flash cards are a great way for kids to learn the basic elements and memorize them through short repeat sessions. You’ll find helping them learn their first abc, animal names and ...	1,311	327	2.3337	2	Basic	0.8446	true	HuggingFaceFW/fineweb-edu / sample-10BT
• Incubation: 18-20 days • Clutch Size: 4 eggs • Young Fledge: 16-21 days after hatching • Typical Foods: insects, aquatic invertebrates and seeds Female red phalaropes are stunning -- they are a rich chestnut color with a dark crown and white face. However, virtually all Ohio birds are in drab non-breeding plumage. Ha...	729	182	3.148	3	Mid-Complexity	0.9019	true	HuggingFaceFW/fineweb-edu / sample-10BT
Learn something new every day More Info... by email A predicate is part of a sentence or clause in English and is one of two primary components that serves to effectively complete the sentence. Sentences consist of two main components: subjects and predicates. Subjects are the primary “thing” in a sentence which the re...	2,800	700	2.6054	3	Mid-Complexity	0.8862	true	HuggingFaceFW/fineweb-edu / sample-10BT
History of Initiative & Referendum in Arizona \|Laws • History\| \|List of measures\| The History of Initiative & Referendum in Arizona began when acquired statewide initiative, referendum, and recall rights at the time of statehood in 1912. The first initiative in the state was for women's suffrage. It was a landslide vic...	8,032	2,008	2.372	2	Basic	0.832	true	HuggingFaceFW/fineweb-edu / sample-10BT

End of preview.

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

ConvergeIQ — Dataset Quality Report

ConvergeIQ Report

📌 Overview

ConvergeIQ is a dataset quality evaluation framework designed to measure:

Information quality
Structural integrity
Deduplication efficiency
Cognitive complexity distribution
Noise cleanliness
Paragraph coherence
Synthetic depth balance

This report evaluates the dataset:

Field	Value
Dataset	`HuggingFaceFW/fineweb-edu`
Subset	`sample-10BT`
Documents Evaluated	`100,000`
Evaluation Timestamp	`2026-05-08 17:47 UTC`
Framework Version	`ConvergeIQ v1.0`

🧠 Final Quality Score

Metric	Score
CIQ Final Score	0.8708 / 1.0
Grade	A
Quality Percentage	87.1%

📊 Core Metrics

Metric	Count	Percentage	Description
Total Records	100,000	100%	Total evaluated dataset entries
Skipped (Empty/Short)	0	0.0%	Invalid or extremely short samples removed
High Quality (`CIQ ≥ 0.70`)	93,282	93.3%	Samples passing quality threshold
Complex (`K ≥ 4`)	10,221	10.2%	Higher-order reasoning or expert-level records
Exact Duplicate Records	11	0.011%	Identical duplicated entries
Near Duplicate Records	57	0.057%	Slightly modified duplicated entries
Semantic Duplicate Pairs	0	0.0%	Meaning-level duplicate detections

🏗️ Factor Score Breakdown

Factor	Score	Interpretation
Deduplication Score	0.9997	Exceptional duplicate removal quality
Structural Integrity Score	0.8602	Strong formatting and document consistency
K-Distribution Score	0.7561	Moderate alignment with ideal reasoning distribution
Final CIQ Score	0.8708	Overall high-quality dataset

🔍 Deduplication Analysis

Sub-Metric	Score
Exact Deduplication	1.000
Near Deduplication	0.999
Semantic Deduplication	1.000

Interpretation

The dataset demonstrates near-perfect deduplication quality:

Extremely low exact duplicates
Minimal near-duplicate contamination
No semantic duplicate clusters detected

This indicates excellent dataset diversity and low redundancy.

🧱 Structural Quality Metrics

Metric	Mean Score	Description
Sentence Completion Rate (SCR)	0.824	Measures sentence completeness
Paragraph Coherence (PC)	0.800	Measures logical paragraph flow
Clean Ratio	0.985	Measures textual cleanliness/noise removal
Boundary Integrity (DBI)	0.898	Measures chunk/document boundary preservation

🧠 Complexity Distribution (`K`-Factor Analysis)

Distribution Summary

Level	Classification	Records	Percentage	Visualization
`K=1`	Simple	5,088	5.1%	█
`K=2`	Basic	40,693	40.7%	████████
`K=3`	Mid-Complexity	43,998	44.0%	█████████
`K=4`	Complex	9,869	9.9%	██
`K=5`	Expert	352	0.4%	▏

K-Distribution Statistical Metrics

Metric	Value
Mean K-Score	2.597
K-Score Standard Deviation	0.688
Jensen–Shannon Divergence (JSD)	0.2439

Interpretation

The dataset is heavily concentrated in:

K=2 (Basic reasoning)
K=3 (Intermediate reasoning)

while having relatively fewer:

K=4 (Complex reasoning)
K=5 (Expert-level reasoning)

This suggests the dataset is well-balanced for general-purpose language modeling, though it could benefit from more advanced reasoning samples for frontier-scale training.

📈 Goldilocks Alignment Analysis

The framework compares actual complexity distribution against an ideal “Goldilocks” distribution.

Ideal Distribution

K-Level	Target Ratio
K=1	10%
K=2	20%
K=3	40%
K=4	20%
K=5	10%

Actual Distribution

K-Level	Actual Ratio
K=1	5.1%
K=2	40.7%
K=3	44.0%
K=4	9.9%
K=5	0.4%

Observation

The dataset underrepresents:

Expert-level reasoning
Multi-step analytical samples
Deep synthesis tasks

and overrepresents:

Basic instructional content
Medium-complexity educational text

🧪 Synthetic Depth vs Logical Density

The SynD vs LogD scatter analysis reveals:

Strong diversity in reasoning depth
Balanced synthetic generation patterns
Limited clustering artifacts
Healthy variance across document styles

This indicates robust heterogeneity suitable for pretraining and fine-tuning pipelines.

✅ Strengths

Near-perfect deduplication quality
High structural integrity
Excellent text cleanliness
Strong paragraph coherence
Large percentage of high-quality records
Robust medium-complexity reasoning coverage

⚠️ Areas for Improvement

Increase Advanced Reasoning Data

The dataset contains limited:

Expert reasoning chains
Long-form analytical writing
Scientific derivations
Multi-hop logical tasks

Recommended actions:

Add synthetic reasoning traces
Include theorem proving samples
Add research-style documents
Increase chain-of-thought diversity

Improve Complexity Diversity

Target improvements:

Current	Desired
K4 = 9.9%	≥ 18%
K5 = 0.4%	≥ 8%

🚀 Recommended Use Cases

Use Case	Suitability
General LLM Pretraining	✅ Excellent
Educational AI	✅ Excellent
Chat Assistant Fine-Tuning	✅ Strong
Reasoning-Centric Models	⚠️ Moderate
Frontier Reasoning Systems	⚠️ Needs more K4/K5 data
Synthetic Data Generation	✅ Strong
Multilingual Expansion	✅ Compatible

🛠️ Suggested Next Steps

For Better Frontier-Scale Training

Add:

Long chain-of-thought reasoning
Mathematical proofs
Agentic workflows
Research paper synthesis
Debate and critique samples
Multi-document reasoning

Improve:

Expert-level complexity ratio
Logical depth variance
Long-context coherence

📂 File Structure

project/
│
├── assets/
│   └── convergeiq_report.png
│
├── reports/
│   └── convergeiq_results.json
│
├── README.md
│
└── LICENSE

📜 Example JSON Output

{
  "ciq_score": 0.8708,
  "dedup_score": 0.9997,
  "struct_score": 0.8602,
  "kdist_score": 0.7561
}

🧩 Metric Definitions

Metric	Meaning
CIQ	Core Information Quality
SCR	Sentence Completion Rate
PC	Paragraph Coherence
DBI	Document Boundary Integrity
K-Score	Cognitive Complexity Level
JSD	Jensen-Shannon Divergence

📖 Citation

@software{convergeiq2026,
  title={ConvergeIQ: Dataset Quality Evaluation Framework},
  year={2026},
  version={1.0}
}

📄 License

This project is released under the MIT License.

✨ Final Verdict

ConvergeIQ reports that the dataset achieves:

Excellent cleanliness
Exceptional deduplication
Strong structural quality
Good reasoning diversity

The dataset is highly suitable for:

General-purpose LLM training
Educational assistants
Synthetic data augmentation
Instruction tuning pipelines

However, to support frontier reasoning systems and next-generation agentic models, the dataset should include significantly more:

Expert-level reasoning
Long-form analytical synthesis
Multi-step cognitive tasks
High-complexity problem solving

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Total file size:

506 MB

ConvergeIQ — Dataset Quality Report

📌 Overview

🧠 Final Quality Score

📊 Core Metrics

🏗️ Factor Score Breakdown

🔍 Deduplication Analysis

Interpretation

🧱 Structural Quality Metrics

🧠 Complexity Distribution (K-Factor Analysis)

Distribution Summary

K-Distribution Statistical Metrics

Interpretation

📈 Goldilocks Alignment Analysis

Ideal Distribution

Actual Distribution

Observation

🧪 Synthetic Depth vs Logical Density

✅ Strengths

⚠️ Areas for Improvement

Increase Advanced Reasoning Data

Improve Complexity Diversity

🚀 Recommended Use Cases

🛠️ Suggested Next Steps

For Better Frontier-Scale Training

Add:

Improve:

📂 File Structure

📜 Example JSON Output

🧩 Metric Definitions

📖 Citation

📄 License

✨ Final Verdict

🧠 Complexity Distribution (`K`-Factor Analysis)