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Law I — Provenance · Law II — Temporal Attestation Visit lbl.gov ↗
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Home – Lawrence Berkeley National Laboratory
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UC Names Katherine Yelick to Head Lawrence Berkeley National Laboratory
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DESI Completes Planned 3D Map of the Universe and Continues Exploring
H2 (2)
AI for Science, Energy, and Security: Supporting DOE's Genesis Mission
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Science Solutions for the World
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Innovating for Impact
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◈ Homepage — https://www.lbl.gov/Skip to main content UC Names Katherine Yelick to Head Lawrence Berkeley National Laboratory DESI Completes Planned 3D Map of the Universe and Continues Exploring AI for Science, Energy, and Security: Supporting DOE's Genesis Mission At Lawrence Berkeley National Laboratory, we are expanding the frontiers of knowledge and delivering solutions for science and humankind. Berkeley Lab’s innovative research and technologies drive real-world impact, transforming industries and improving lives. Explore breakthroughs that are shaping the future and delivering solutions for energy. Berkeley Lab’s Kristin Persson Elected to the American Academy of Arts and Sciences The National Academy of Sciences Elects Two Berkeley Lab Researchers Scientists Develop New Technology to Continuously Monitor Geothermal Energy Operations ◈ Interior Pages — 3 pages crawledBerkeley Lab’s Kristin Persson Elected to the AAAS – Berkeley Lab News Center Skip to main content All News Videos Podcasts Social Media In the News For the Media Media Contact Photos B-Roll All News Videos Podcasts Social Media In the News For the Media Media Contact Photos B-Roll Berkeley Lab’s Kristin Persson Elected to the American Academy of Arts and Sciences Article Materials Kristin Persson, a Daniel M. Tellep Distinguished Professor in Materials Science and Engineering at UC Berkeley and faculty senior scientist at Lawrence Berkeley National Laboratory (Berkeley Lab), has been elected to the American Academy of Arts and Sciences. The prestigious organization honors excellence in science, the humanities and arts, and policy and communication. The Academy, which elected its first members in 1781, recently announced a new cohort of 252 members for 2026. Persson’s work uses high-performance computing to study the physics and chemistry of materials. She is the founder and director of the Materials Project , an open-access database with millions of properties on hundreds of thousands of crystalline structures and molecules. The Materials Project is the most widely used repository of information on inorganic materials in the world, used by hundreds of thousands of people and vital for developing new materials for high-performance batteries, fuel cells, and data storage. The Materials Project’s curated datasets enable AI-powered materials design for faster scientific discoveries. Persson also served as the director of the Molecular Foundry, a nanoscience user facility at Berkeley Lab, from 2020 to 2024. She is a member of the National Academy of Engineers and Royal Swedish Academy of Sciences; a U.S. Department of Energy Office of Science Distinguished Scientist Fellow; and fellow of the Materials Research Society, American Association for the Advancement of Science, and American Physical Society. ### Lawrence Berkeley National Laboratory (Berkeley Lab) is committed to groundbreaking research focused on discovery science and solutions for abundant and reliable energy supplies. The lab’s expertise spans materials, chemistry, physics, biology, earth and environmental science, mathematics, and computing. Researchers from around the world rely on the lab’s world-class scientific facilities for their own pioneering research. Founded in 1931 on the belief that the biggest problems are best addressed by teams, Berkeley Lab and its scientists have been recognized with 17 Nobel Prizes. Berkeley Lab is a multiprogram national laboratory managed by the University of California for the U.S. Department of Energy’s Office of Science. DOE’s Office of Science is the single largest supporter of basic research in the physical sciences in the United States, and is working to address some of the most pressing challenges of our time. For more information, please visit energy.gov/science . Tags: Materials Article Awards Three Berkeley Lab Researchers Named AAAS Fellows Article Awards Two Berkeley Lab Scientists Elected to the National Academy of Engineering Article Awards Former Berkeley Lab Scientist John Clarke Wins 2025 Nobel Prize in Physics Scientists Develop New Technology to Continuously Monitor Geothermal Energy Operations – Berkeley Lab News Center Skip to main content All News Videos Podcasts Social Media In the News For the Media Media Contact Photos B-Roll All News Videos Podcasts Social Media In the News For the Media Media Contact Photos B-Roll Scientists Develop New Technology to Continuously Monitor Geothermal Energy Operations Article Earth Systems Scientists and industry operators like Fervo Energy are developing enhanced geothermal systems (EGS), engineered reservoirs in Earth’s subsurface, to access the constant heat deep underground, where higher temperatures at greater depths can be used to produce affordable, round-the-clock energy. EGS reservoirs can create microseismic events — typically of very low magnitude and rarely felt at Earth’s surface — that can help scientists better understand how rock fractures form to advance geothermal energy production. For seven months, from late July 2025 to February, Lawrence Berkeley National Laboratory (Berkeley Lab) geophysicists continuously monitored microseismic activity nearly 7,000 feet underground — where temperatures reach 338°F — at Fervo Energy’s Utah EGS site, Cape Station. With this effort, a significant breakthrough has been achieved by the Berkeley Lab team in the detailed, long-term monitoring of geothermal reservoirs under high-temperature conditions, with the next highest temperature recorded in the area being 302°F. “Such high-temperature measurements are critical for geothermal energy production, and as far as we know, this is the world’s longest recorded measurement at this temperature,” said Nori Nakata , a Berkeley Lab staff scientist who developed the high-temperature seismometer with Paul Cook , at the laboratory’s Geosciences Measurement Facility (GMF). “If we can advance the science needed to achieve round-the-clock monitoring of EGS operations, it will help expand EGS effectively and safely.” Scaling enhanced geothermal systems with continuous monitoring Since 2023, Fervo Energy’s Cape Station has served as a hub for research advancing geothermal development in southwest Utah, a region where hot subsurface conditions mirror those found throughout the geothermal-rich American West. The Houston-based Fervo Energy, a leading geothermal company and a 2018 participant in Berkeley Lab’s Cyclotron Road entrepreneurial fellowship program, plans to begin delivering the first 100 MW of what will become 500 MW of continuous geothermal power from Cape Station by 2026. Heat exists almost everywhere underground, but many rocks lack the permeability needed for fluid to flow and transfer heat effectively. In EGS, water moves through fractures deep underground, absorbing heat that’s converted to electricity. Most of the sensors used to monitor these flow paths operate at depths less than 131 feet where temperatures are cooler, but researchers are increasingly developing technologies capable of withstanding extreme heat at greater depths, where conditions are most favorable for geothermal energy production. As Nakata notes, “Continuous seismic recording is important to expanding EGS operations. For one, it improves what we know about how rock fractures develop. For example, with more information about microseismicity at greater depths, we can control fluid injection and circulation within the reservoir so it efficiently produces the steam that is converted to electricity.” Continuous monitoring at lower depths also helps by providing a larger catalog of small seismic events, helping scientists better understand and manage induced seismicity. With more data, researchers can improve control of reservoir development and reduce the likelihood of larger events that could be felt at Earth’s surface.   Advancing reliable tools for next-generation geothermal Measuring just under 10 feet long, the seismometer developed at Berkeley Lab’s GMF was deployed 6,995 feet underground on July 27, 2025, through a borehole at Cape Station. Situated beside the U.S. Department of Energy’s Frontier Observatory for Research in Geothermal Energy (FORGE), this site offers Fervo valuable data on reservoir characteristics to better manage and reduce the risk of induced seismic activity. Utah, meanwhile, is among eight states producing geothermal energy, with its first plant dating back to 1984. Fervo continues to carry out regular seismic monitoring to evaluate potential seismic risks. “Developing sensors that can reliably operate at high temperatures is a game-changer for geothermal energy,” says Sireesh Dadi, Manager of Data Acquisition and Advanced Analytics at Fervo Energy. “We’re advancing tools for microseismic monitoring, pressure sensing, and strain sensing that help us better understand reservoir behavior in real time.” Berkeley Lab’s GMF develops and deploys customized geoscience instruments designed to operate in harsh, remote environments for extended periods — such as this seismometer, which is sealed to prevent water seepage and designed without extra components that could fail under intense heat. Geophysicists in Berkeley Lab’s Energy Geosciences Division began studying geothermal energy at The Geysers Field nearly 50 years ago. Since then, they have led collaborations to develop, sustain, and monitor EGS, and to align research with technology and materials advances that have transformed the geothermal landscape. Recently, the team has contributed its expertise to field-scale demonstrations at sites such as Cape Station and Utah FORGE. In other projects funded by DOE, Berkeley Lab researchers are also supporting EGS tests in superhot conditions that exceed 700°F. The team has also developed widely used software to simulate reservoir processes that may help identify promising EGS sites and track reservoir performance over time. By combining advanced modeling with sensors designed to withstand extreme underground heat, scientists are gaining critical insights into how rocks and fluids behave — knowledge essential to expanding geothermal energy. The team is also applying advanced data processing and artificial intelligence to fuse diverse datasets, uncover patterns that would otherwise remain hidden, and support better decision making in reservoir management. “We want to know the true conditions inside a geothermal reservoir, but that’s difficult to see directly,” says Nakata. “For EGS to become a major U.S. energy source, we need a clear understanding of rock stress, permeability, fluid pathways, and fracture growth. These factors are critical both to generate electricity and to avoid unwanted induced seismicity.” This research is supported by the Office of Geothermal at the U.S. Department of Energy. ### Lawrence Berkeley National Laboratory (Berkeley Lab) is committed to groundbreaking research focused on discovery science and solutions for abundant and reliable energy supplies. The lab’s expertise spans materials, chemistry, physics, biology, earth and environmental science, mathematics, and computing. Researchers from around the world rely on the lab’s world-class scientific facilities for their own pioneering research. Founded in 1931 on the belief that the biggest problems are best addressed by teams, Berkeley Lab and its scientists have been recognized with 17 Nobel Prizes. Berkeley Lab is a multiprogram national laboratory managed by the University of California for the U.S. Department of Energy’s Office of Science. DOE’s Office of Science is the single largest supporter of basic research in the physical sciences in the United States, and is working to address some of the most pressing challenges of our time. For more information, please visit energy.gov/science .   Tags: Earth Systems Podcast Earth Systems Fervo Energy: Pioneering Next-Generation Geothermal Power Video Earth Systems Conventional vs. Enhanced Geothermal: What’s the Difference? Podcast Earth Systems Expert Interview: Eva Schill on the Prom The National Academy of Sciences Elects Two Berkeley Lab Researchers – Berkeley Lab News Center Skip to main content All News Videos Podcasts Social Media In the News For the Media Media Contact Photos B-Roll All News Videos Podcasts Social Media In the News For the Media Media Contact Photos B-Roll The National Academy of Sciences Elects Two Berkeley Lab Researchers Article Awards Two Lawrence Berkeley National Laboratory (Berkeley Lab) scientists have been elected to the National Academy of Sciences (NAS) in recognition of their distinguished and continuing achievements in original research. They are part of a cohort of 120 new members and 25 international members. The National Academy of Sciences is a private, nonprofit institution that was established under a congressional charter signed by President Abraham Lincoln in 1863. It recognizes achievement in science by election to membership, and — alongside the National Academy of Engineering and the National Academy of Medicine — provides science, engineering, and health policy advice to the federal government and other organizations. The 2026 electees bring the total number of active members to 2,705 with 557 international members. Gary Karpen is a biologist senior faculty scientist in Berkeley Lab’s Biological Systems and Engineering Division and a Professor of Cell and Developmental Physiology in the Department of Molecular and Cell Biology at UC Berkeley. Karpen studies how the structure, organization, and maintenance of genetic material impact inheritance and cell function. His lab focuses on chromatin — a packaged form of DNA strands wrapped around proteins that comprises our chromosomes — with a particular emphasis on centromeres, rarely expressed sequences called heterochromatin, DNA repair, and regulatory RNAs. His research reveals insights into fundamental aspects of nuclear organization and genome regulation that are shared across the tree of life, broadening our understanding of cancer and other diseases, birth defects, and aging. Kam-Biu Luk is a Professor Emeritus of physics at UC Berkeley and a retired senior faculty scientist in Berkeley Lab’s Physics Division. He is an experimental particle physicist whose research has focused on neutrinos: nearly massless, electrically neutral elementary particles that can pass through matter virtually undetected. Neutrinos are created during radioactive decay processes, including the fusion process occurring in stars and the fission process that powers nuclear reactors. Luk initiated and co-led the Daya Bay Reactor Neutrino Experiment, a project based in China with more than 200 international collaborators. In 2012, the Daya Bay experiment discovered a new form of a phenomenon called “neutrino oscillation” in which neutrinos change from one type to another. For this discovery, Luk and his collaborator Yifan Wang received the 2014 American Physical Society Division of Particles and Fields W.K.H. Panofsky Prize for outstanding work in experimental particle physics, and he was also the co-recipient of the 2016 Breakthrough Prize. Luk is currently participating in the Deep Underground Neutrino Experiment (DUNE) hosted by Fermi National Accelerator Laboratory, which will investigate any potential difference in behavior between neutrinos and antineutrinos that may shed light on the evolution of the universe, especially why antimatter is absent in the present universe. ### Lawrence Berkeley National Laboratory (Berkeley Lab) is committed to groundbreaking research focused on discovery science and solutions for abundant and reliable energy supplies. The lab’s expertise spans materials, chemistry, physics, biology, earth and environmental science, mathematics, and computing. Researchers from around the world rely on the lab’s world-class scientific facilities for their own pioneering research. Founded in 1931 on the belief that the biggest problems are best addressed by teams, Berkeley Lab and its scientists have been recognized with 17 Nobel Prizes. Berkeley Lab is a multiprogram national laboratory managed by the University of California for the U.S. Department of Energy’s Office of Science. DOE’s Office of Science is the single largest supporter of basic research in the physical sciences in the United States, and is working to address some of the most pressing challenges of our time. For more information, please visit energy.gov/science . Tags: Awards Cosmic Frontiers Human Health Article Awards Three Berkeley Lab Researchers Named AAAS Fellows Article Mysteries of Matter Physicists Announce First Results from Daya Bay’s Final Dataset Article Human Health First ‘Telomere to Telomere’ Human Genome Reveals Secrets of the Centromere
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Law I — Provenance · Law III — Reverse Ontology · source: https://www.lbl.gov/ Visit Source ↗
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accessModeSufficientgap
acquireLicensePagegap
temporalCoveragegap
thumbnailgap
commentCountgap
displayLocationgap
archivedAtgap
digitalSourceTypegap
assessesgap
licensegap
CreativeWorkancestor +1schema.org/CreativeWork ↗11/111 (9%)
The most generic kind of creative work, including books, movies, photographs, software programs, etc.
wordCountpublisherthumbnailUrlheadlineauthordatePublishedinLanguageaboutpositionisPartOf
fundingprovidergenreaccessModeSufficientacquireLicensePagetemporalCoveragethumbnailcommentCountdisplayLocationarchivedAt
Thingancestor +2schema.org/Thing ↗7/13 (53%)
The most generic type of item.
sameAsnamemainEntityOfPagepotentialActiondescriptionurlimage
additionalTypeidentifierownersubjectOfalternateNamedisambiguatingDescription
SoftwareApplicationsibling via CreativeWorkschema.org/SoftwareApplication ↗23 exclusive
A software application.
fileSizecountriesSupportedfeatureListprocessorRequirementsstorageRequirementsreleaseNotessoftwareRequirementsoperatingSystem
MediaObjectsibling via CreativeWorkschema.org/MediaObject ↗18 exclusive
A media object, such as an image, video, audio, or text object embedded in a web page or a downloadable dataset i.e. DataDownload. Note that a creative work may
durationassociatedArticleheightstartTimeplayerTypesha256uploadDateineligibleRegion
VisualArtworksibling via CreativeWorkschema.org/VisualArtwork ↗13 exclusive
A work of art that is primarily visual in character.
weightheightcoloristartworkSurfaceartistartformdepthartEdition
CreativeWorkSeasonsibling via CreativeWorkschema.org/CreativeWorkSeason ↗10 exclusive
A media season, e.g. TV, radio, video game etc.
endDateseasonNumberactorepisodestartDatetrailernumberOfEpisodespartOfSeries
Coursesibling via CreativeWorkschema.org/Course ↗10 exclusive
A description of an educational course which may be offered as distinct instances which take place at different times or take place at different locations, or b
numberOfCreditssyllabusSectionseducationalCredentialAwardedhasCourseInstancetotalHistoricalEnrollmentfinancialAidEligiblecoursePrerequisitesoccupationalCredentialAwarded
MusicCompositionsibling via CreativeWorkschema.org/MusicComposition ↗10 exclusive
A musical composition.
recordedAsfirstPerformancelyricsmusicArrangementlyricistcomposeriswcCodemusicCompositionForm
TVSeriessibling via CreativeWorkschema.org/TVSeries ↗10 exclusive
CreativeWorkSeries dedicated to TV broadcast and associated online delivery.
containsSeasonmusicByactornumberOfSeasonsepisodetrailertitleEIDRnumberOfEpisodes
Reviewsibling via CreativeWorkschema.org/Review ↗9 exclusive
A review of an item - for example, of a restaurant, movie, or store.
itemReviewedassociatedClaimReviewpositiveNotesreviewAspectnegativeNotesassociatedMediaReviewreviewRatingassociatedReview
Clipsibling via CreativeWorkschema.org/Clip ↗9 exclusive
A short TV or radio program or a segment/part of a program.
endOffsetmusicBypartOfSeasonclipNumberactorpartOfSeriespartOfEpisodestartOffset
Episodesibling via CreativeWorkschema.org/Episode ↗9 exclusive
A media episode (e.g. TV, radio, video game) which can be part of a series or season.
durationmusicBypartOfSeasonactortrailerepisodeNumberpartOfSeriesproductionCompany
Messagesibling via CreativeWorkschema.org/Message ↗9 exclusive
A single message from a sender to one or more organizations or people.
toRecipientccRecipientdateReceivedrecipientdateReaddateSentbccRecipientmessageAttachment
HowTosibling via CreativeWorkschema.org/HowTo ↗8 exclusive
Instructions that explain how to achieve a result by performing a sequence of steps.
prepTimetoolstepyieldsupplyestimatedCosttotalTimeperformTime
Moviesibling via CreativeWorkschema.org/Movie ↗8 exclusive
A movie.
durationmusicByactortrailertitleEIDRsubtitleLanguageproductionCompanydirector
ExercisePlansibling via CreativeWorkschema.org/ExercisePlan ↗8 exclusive
Fitness-related activity designed for a specific health-related purpose, including defined exercise routines as well as activity prescribed by a clinician.
exerciseTypeworkloadintensityrepetitionsactivityFrequencyrestPeriodsadditionalVariableactivityDuration
HowToDirectionsibling via CreativeWorkschema.org/HowToDirection ↗8 exclusive
A direction indicating a single action to do in the instructions for how to achieve a result.
duringMediaprepTimetoolsupplybeforeMediatotalTimeperformTimeafterMedia
RealEstateListingchild / upgradeschema.org/RealEstateListing ↗+2 props
A [[RealEstateListing]] is a listing that describes one or more real-estate [[Offer]]s (whose [[businessFunction]] is typically to lease out, or to sell). The
datePostedleaseLength
MedicalWebPagechild / upgradeschema.org/MedicalWebPage ↗+1 props
A web page that provides medical information.
medicalAudience
QAPagechild / upgradeschema.org/QAPage ↗+0 props
A QAPage is a WebPage focussed on a specific Question and its Answer(s), e.g. in a question answering site or documenting Frequently Asked Questions (FAQs).
ContactPagechild / upgradeschema.org/ContactPage ↗+0 props
Web page type: Contact page.
AboutPagechild / upgradeschema.org/AboutPage ↗+0 props
Web page type: About page.
ProfilePagechild / upgradeschema.org/ProfilePage ↗+0 props
Web page type: Profile page.
CollectionPagechild / upgradeschema.org/CollectionPage ↗+0 props
Web page type: Collection page.
ItemPagechild / upgradeschema.org/ItemPage ↗+0 props
A page devoted to a single item, such as a particular product or hotel.
CheckoutPagechild / upgradeschema.org/CheckoutPage ↗+0 props
Web page type: Checkout page.
SearchResultsPagechild / upgradeschema.org/SearchResultsPage ↗+0 props
Web page type: Search results page.
FAQPagechild / upgradeschema.org/FAQPage ↗+0 props
A [[FAQPage]] is a [[WebPage]] presenting one or more "[Frequently asked questions](https://en.wikipedia.org/wiki/FAQ)" (see also [[QAPage]]).
◈ Structural Negative Type Space — Constitutional Law VI
◈ Action Branch

No structural connection to the Action branch. Graph position measurement. schema.org/Action ↗ · Law III — meaning is yours.

◈ BioChemEntity Branch

No structural connection to the BioChemEntity branch. Graph position measurement. schema.org/BioChemEntity ↗ · Law III — meaning is yours.

◈ Event Branch

No structural connection to the Event branch. Graph position measurement. schema.org/Event ↗ · Law III — meaning is yours.

◈ Intangible Branch

No structural connection to the Intangible branch. Graph position measurement. schema.org/Intangible ↗ · Law III — meaning is yours.

◈ MedicalEntity Branch

No structural connection to the MedicalEntity branch. Graph position measurement. schema.org/MedicalEntity ↗ · Law III — meaning is yours.

◈ Organization Branch

No structural connection to the Organization branch. Graph position measurement. schema.org/Organization ↗ · Law III — meaning is yours.

◈ Person Branch

No structural connection to the Person branch. Graph position measurement. schema.org/Person ↗ · Law III — meaning is yours.

◈ Place Branch

No structural connection to the Place branch. Graph position measurement. schema.org/Place ↗ · Law III — meaning is yours.

◈ Product Branch

No structural connection to the Product branch. Graph position measurement. schema.org/Product ↗ · Law III — meaning is yours.

◈ Taxon Branch

No structural connection to the Taxon branch. Graph position measurement. schema.org/Taxon ↗ · Law III — meaning is yours.

◈ Gap List (49 properties unmapped)
significantLinkmainContentOfPagereviewedByspeakablelastReviewedspecialtyrelatedLinkfundingprovidergenreaccessModeSufficientacquireLicensePagetemporalCoveragethumbnailcommentCountdisplayLocationarchivedAtdigitalSourceTypeassesseslicensekeywordshasPartfunderaccessModeaggregateRatingmaterialaccessibilityControlrecordedAtmaintainertimeRequired
+19 more gaps not shown
◈ Source Schema.org — Raw Extraction (4 blocks)
Block 1 · @type: unknown
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      "datePublished": "2022-05-13T16:42:36+00:00",
      "dateModified": "2026-05-08T16:49:27+00:00",
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◈ Source: https://www.lbl.gov/ · Law I — Provenance
Block 2 · @type: unknown
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Block 4 · @type: unknown
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schema.org v2.0.0 · source: https://www.lbl.gov/ schema.org/WebPage ↗
Semantic Words 40 words · frequency ranked · Law III
40 words · top 5: berkeley · lab · energy · science · geothermal · click to expand
Top 40 words by frequency from https://www.lbl.gov/ + 3 interior pages (2,331 words total). Stop-words stripped. Ranked by repetition.
#1berkeley47x · 3.13%
#2lab43x · 2.86%
#3energy34x · 2.26%
#4science24x · 1.6%
#5geothermal24x · 1.6%
#6national21x · 1.4%
#7research18x · 1.2%
#8media18x · 1.2%
#9news15x · 1.0%
#10materials15x · 1.0%
#11academy14x · 0.93%
#12laboratory13x · 0.86%
#13sciences12x · 0.8%
#14scientists12x · 0.8%
#15researchers11x · 0.73%
#16earth11x · 0.73%
#17egs11x · 0.73%
#18world9x · 0.6%
#19article9x · 0.6%
#20lawrence8x · 0.53%
#21physics8x · 0.53%
#22office8x · 0.53%
#23systems8x · 0.53%
#24fervo8x · 0.53%
#25reservoir8x · 0.53%
#26elected7x · 0.47%
#27american7x · 0.47%
#28department7x · 0.47%
#29heat7x · 0.47%
#30underground7x · 0.47%
#31persson6x · 0.4%
#32videos6x · 0.4%
#33podcasts6x · 0.4%
#34social6x · 0.4%
#35photos6x · 0.4%
#36roll6x · 0.4%
#37scientist6x · 0.4%
#38members6x · 0.4%
#39awards6x · 0.4%
#40monitoring6x · 0.4%
Law III — frequency measured, meaning is the reader's · source: https://www.lbl.gov/
Text Topology Fingerprint v1.0.0 · long · 16,733 chars · Law III
Six-layer pre-linguistic shape measurement. Deterministic. Same input, same output, always. Hash: f85db046465595880eda8ebf460a8410...
◈ Signal Matrix
0.399
TTR
0.263
HAPAX
0.737
REP
0.397
BIGRAM
0.658
H2T
0.250
CPRT
2.485
SKEW
6.589
KURT
1.210
C/P
1.409
PENT
0.500
S1P
0.004
NASC
TTR=type-token ratio · HAPAX=hapax ratio · REP=repetition score · BIGRAM=bigram repetition · H2T=hapax-to-type · CPRT=capital token ratio · SKEW=sentence skewness · KURT=sentence kurtosis · C/P=comma-period ratio · PENT=punct entropy · S1P=single-sent para ratio · NASC=non-ASCII ratio
◈ Topology Position
Latin dominant · moderate lexical diversity · mixed register · moderate clause complexity · moderate topic focus · strong uncommon edge signal
◈ Six Measurement Layers
Layer 1 — Character
0.0040
Non-ASCII Ratio
0.0 = Latin-dominant · 1.0 = fully non-Latin script
Layer 1 — Character
3.1665
Character Entropy
Shannon entropy of character distribution.
Layer 1 — Character
'e' (1849x)
Most Frequent
Highest-frequency character. Law V — common edge.
Layer 2 — Token
0.3989
Type-Token Ratio
Unique tokens / total tokens. Lexical diversity signal.
Layer 2 — Token
0.2627
Hapax Ratio
Tokens appearing exactly once. Law VI — uncommon edge.
Layer 6 — Document
0.6585
Hapax to Type
Hapax count / unique token count.
Layer 3 — Punctuation
1.2095
Comma/Period Ratio
Clause complexity per sentence.
Layer 3 — Punctuation
1.4094
Punct Entropy
Shannon entropy across punctuation types.
Layer 4 — Sentence
79
Sentence Count
Total detected sentences across all crawled pages.
Layer 4 — Sentence
2.4846
Skewness
Positive = long-tail. Negative = conversational.
Layer 5 — Paragraph
0.5000
Single Sent Ratio
High = web copy. Low = academic prose.
Layer 6 — Document
0.7373
Repetition Score
Tokens appearing more than once / total.
◈ Token Length Distribution
1-3
31%
4-6
28%
7-10
34%
11-15
7%
16-20
0%
21+
0%
◈ Density Gradient — TTR per Document Tenth
Front-loaded = abstract/preamble · Flat = consistent prose · Back-loaded = building complexity
◈ Lexical Richness Curve — Rolling Window TTR
0.541.0
Window=50 tokens · Step=25 · 96 data points
topology_fingerprint.py v1.0.0 · sha256: f85db04646559588... · Law III + Law VI
Ratio Signals 8 deterministic measurements · the gap is the signal
Eight deterministic measurements. Law I: every value traces to its source stage.
schema density
0.8250
Schema props extracted / top semantic words.
nav ratio
0.0000
Nav URLs / total internal URLs.
content to structure ratio
0.0445
Total words / raw HTML bytes. Content density.
external tld diversity
0
Unique TLD count in outbound links.
self declaration coherence
0.1813
Fuzzy overlap across title / H1 / meta / schema name.
schema to nav alignment
0.0000
Schema type tokens vs nav link text overlap.
javascript surface ratio
0.0000
Fraction of interior pages JS-gated.
URL Depth Distribution
depth_0: 6 · depth_1: 16 · depth_2: 3 · depth_3plus: 10
Internal URLs by path depth. Depth 0 = root.
Tech Stack · Security · Freshness SecurityLabel.MODERATE · FreshnessLabel.UNKNOWN
Sitemap: ✗Robots.txt: ✗Schema.org: ✓Open Graph: ✓Canonical: ✓HTTPS: ✓HSTS: ✓CSP: ✓
Security
SecurityLabel.MODERATE
Freshness
FreshnessLabel.UNKNOWN
Server
cloudflare
cmsWordPress
cdnCloudflare
web_servercloudflare
analytics['Google Analytics', 'Google Tag Manager']
frameworks['react']
Ledger Appends 13 ledgers · graph edge traversal · Law V+VII
Build: national-transit-v1.0.0 Spec: Root-LD v1.0 Status: LIVE Minted: 2026-05-12
lbl.gov · gdr-956102dc
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