cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29968414.v1
title: “Genie Replication Package: Resolution of Kryptos K4 via Berlin Clock Route and Substitution Funnel”

description: Research DescriptionThis work presents a replication-ready implementation of the <b>Genie Engine</b>, an algorithmic framework designed to evaluate candidate solutions for the final section (K4) of the <i>Kryptos</i> sculpture at CIA Headquarters. The Kryptos sculpture, created by artist Jim Sanborn in 1990, contains four encrypted panels; the first three have been solved, while K4 (97 characters) has remained unsolved for over three decades.The Genie framework operationalizes a set of structured constraints drawn from both artistic and statistical cues:<b>Berlin Clock Route Hypothesis</b>The ciphertext is arranged in bands (4–4–11–4), cycling in a boustrophedon pattern inspired by the Berlin Clock.An offset of 21 aligns cribs with cipher windows.Substitution alphabets vary according to a periodic state schedule (k mod 3).<b>Crib Anchoring</b>Known plaintext fragments revealed by the artist (“EASTNORTHEAST”, “BERLINCLOCK”) are enforced as anchors.Bucket consistency ensures that the same ciphertext symbol maps to the same plaintext character within the same row-state.<b>Evaluation Metrics (Genie Match Test)</b><b>Motif Hits</b>: Rewards coherent instructional motifs (BEARING, DEGREES, GRID, etc.).<b>Tail Repeat Alignment</b>: Rewards repeated ciphertext symbols mapping consistently at the tail (with emphasis on E/R/S letters).<b>MDL Proxy</b>: Encodes a minimum-description-length bias favoring reuse of common English letters (E, R, S, T, N, O, G) while penalizing rarities.Final score = 3·H(P) + 2·T(P) + M(P).<b>Empirical Validation</b>The assembled plaintext reads:<br><i>“TO SET THE EAST-NORTHEAST HOUR BY BEARING BERLIN CLOCK DEGREES GRID POINT NORTHWEST TO FIND GROSSER STERN.”</i>Across 10,000 randomized decodes (under the same structural constraints), no candidate matched or exceeded the Genie baseline score (p ≤ 0.0001).Comparative testing shows “GROSSER STERN” closure yields superior alignment and compression relative to alternatives (e.g., “VICTORY COLUMN”).ContributionsProvides a <b>self-contained Python package</b> enabling independent replication and stress-testing of the solution.Demonstrates a statistical pathway for ruling out random coincidence, offering a strong empirical argument for solution validity.Frames the K4 plaintext not merely as an arbitrary phrase, but as a coherent <i>instructional directive</i> consistent with the sculpture’s prior panels.Broader ImpactThe Genie Package offers a transparent methodology for cryptanalysis of constrained historical ciphers. Its approach balances structural hypothesis (Berlin Clock route), empirical crib-seeding, and statistical validation, bridging artistic interpretation and computational cryptography. This contributes both to the cultural-historical record of Kryptos research and to broader questions of how cryptographic artifacts may encode layered meaning.
DOI: 10.5281/zenodo.16929248
title: Prediction of Merger Centroid Offsets Driven by AGN Jet Power - Weber

description: We present a theoretical prediction connecting Active Galactic Nucleus (AGN) jet power to centroid offsets observed in galaxy mergers. Our analysis suggests that the dynamical displacement of merger centroids grows with AGN jet power according to a simple scaling relation:

Δr∝Pjet1/3.\Delta r \propto P_{\rm jet}^{1/3}.Δr∝Pjet1/3.

This relation predicts:





Low-power Seyfert AGN (1041–104310^{41}–10^{43}1041–1043 erg/s) will induce offsets of order ~1–5 kpc.




Intermediate-power radio galaxies (1044–104510^{44}–10^{45}1044–1045 erg/s) will drive offsets of ~10–50 kpc.




High-power quasars (1046–104710^{46}–10^{47}1046–1047 erg/s) can produce offsets of ~100–300 kpc.



Significance





Provides a direct, testable scaling law linking AGN feedback energy to a measurable geometric displacement.




Suggests that AGNs are not only sources of energetic outflows but also dynamical drivers of merger structure.




Offers a new observational tracer: merger centroid offsets can be used to infer jet power, and vice versa.




Testable with upcoming deep-imaging surveys (JWST, LSST, Euclid, SKA), which will be able to resolve AGN offsets in merging systems.



Related Work

This prediction builds on earlier work exploring AGN feedback and offsets:





Cavaliere & D’Elia (2002), Heinz et al. (1998): frameworks for AGN feedback.




Hopkins et al. (2006): merger-driven black hole and AGN co-evolution.




Willott et al. (1999): jet power–radio luminosity relation.




Comerford & Greene (2014): observational evidence of offset AGN in mergers.



Conclusion

This work provides a scalable theoretical framework for understanding how AGN jet activity contributes to large-scale structural displacements in galaxy mergers. It offers an accessible prediction for observers to test, potentially deepening our understanding of AGN feedback in galaxy evolution.
DOI: 10.5281/zenodo.16929249
title: Prediction of Merger Centroid Offsets Driven by AGN Jet Power - Weber

description: We present a theoretical prediction connecting Active Galactic Nucleus (AGN) jet power to centroid offsets observed in galaxy mergers. Our analysis suggests that the dynamical displacement of merger centroids grows with AGN jet power according to a simple scaling relation:

Δr∝Pjet1/3.\Delta r \propto P_{\rm jet}^{1/3}.Δr∝Pjet1/3.

This relation predicts:





Low-power Seyfert AGN (1041–104310^{41}–10^{43}1041–1043 erg/s) will induce offsets of order ~1–5 kpc.




Intermediate-power radio galaxies (1044–104510^{44}–10^{45}1044–1045 erg/s) will drive offsets of ~10–50 kpc.




High-power quasars (1046–104710^{46}–10^{47}1046–1047 erg/s) can produce offsets of ~100–300 kpc.



Significance





Provides a direct, testable scaling law linking AGN feedback energy to a measurable geometric displacement.




Suggests that AGNs are not only sources of energetic outflows but also dynamical drivers of merger structure.




Offers a new observational tracer: merger centroid offsets can be used to infer jet power, and vice versa.




Testable with upcoming deep-imaging surveys (JWST, LSST, Euclid, SKA), which will be able to resolve AGN offsets in merging systems.



Related Work

This prediction builds on earlier work exploring AGN feedback and offsets:





Cavaliere & D’Elia (2002), Heinz et al. (1998): frameworks for AGN feedback.




Hopkins et al. (2006): merger-driven black hole and AGN co-evolution.




Willott et al. (1999): jet power–radio luminosity relation.




Comerford & Greene (2014): observational evidence of offset AGN in mergers.



Conclusion

This work provides a scalable theoretical framework for understanding how AGN jet activity contributes to large-scale structural displacements in galaxy mergers. It offers an accessible prediction for observers to test, potentially deepening our understanding of AGN feedback in galaxy evolution.
DOI: 10.15468/dl.68wrgk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ectopleura crocea",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032843-250811113504898/datasets/export for details.
DOI: 10.15468/dl.f4w862
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ectopleura crocea",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032844-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16928314
title: Thaumatin commissioning Xray diffraction data from Diamond Light Source beamline I03

description: Example commissioning datasets from Diamond Light Source beamline I03, collected on crystals of thaumatin, for the purpose of testing data analysis routines.

thau_2_1 contains the first 100 images of a rotation Xray diffraction data collection, each of 0.1 degree oscillation, collected on 12th June 2025.

thau_3_113 and thau_3_114 are two grid scans taken across a crystal, separated by 90 degrees of rotation. The raw image data for both grid scans is contained within thau_3_113_000001.h5 and thau_3_113_000002.h5. This data was collected on 26th June 2025.
DOI: 10.5281/zenodo.16928315
title: Thaumatin commissioning Xray diffraction data from Diamond Light Source beamline I03

description: Example commissioning datasets from Diamond Light Source beamline I03, collected on crystals of thaumatin, for the purpose of testing data analysis routines.

thau_2_1 contains the first 100 images of a rotation Xray diffraction data collection, each of 0.1 degree oscillation, collected on 12th June 2025.

thau_3_113 and thau_3_114 are two grid scans taken across a crystal, separated by 90 degrees of rotation. The raw image data for both grid scans is contained within thau_3_113_000001.h5 and thau_3_113_000002.h5. This data was collected on 26th June 2025.
DOI: 10.15468/dl.jxysqq
title: Occurrence Download

description: A dataset containing 30197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hura crepitans"
 ]
}

 The dataset includes 30197 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032845-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zwah9
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ectopleura crocea",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032846-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/aloft/data101
title: Airborne Lightning Observatory for FEGS and TGFs (ALOFT) Campaign Dataset Collection
DOI: 10.15468/dl.u5s8hr
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanotaenia affinis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032847-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29968279
title: Kryptos.pdf

description: AbstractThis paper introduces a mechanism-based framework for narrative cryptanalysis, integrating the Kryptos K4 solution with the recursive “Genosophus/Genie” engine used in prior resistant ciphers. Kryptos, a copper sculpture installed at CIA Headquarters in 1990, encodes four panels of ciphertext. While K1–K3 were solved in the 1990s, K4 has resisted solution despite confirmed cribs (“EASTNORTHEAST,” “BERLINCLOCK”). We present a reproducible plaintext that integrates these cribs into a coherent instruction:<b>“TO SET THE EAST-NORTHEAST HOUR BY BEARING BERLIN CLOCK DEGREES GRID POINT NORTHWEST TO FIND GROSSER STERN.”</b>The methodology extends beyond crib substitution by applying recursive motif alignment, entropy reduction, and statistical funneling—the core principles of the Genie engine. Genie operates through iterative rule application (EMIT → WAIT → LOOP → HOLD), motif density scoring, and rare-event anchoring, gradually transforming apparent randomness into stable syntactic structures. This recursive funneling was previously validated on resistant historical ciphers, including a 1939 text, where plaintext instructions emerged from seemingly chaotic binary.We formalize this approach mathematically using entropy reduction, motif-weighted scoring functions, and crib-constrained null models. Simulation experiments (10,000 randomized decodes) yielded no comparable results, placing the probability of the observed plaintext at ≤ 0.0001. The recovered line integrates with K1–K3 thematically (illusion → concealment → excavation → revelation) and geographically resolves at Berlin’s Großer Stern plaza.We argue that Kryptos K4 exemplifies “narrative cryptography”: a mode of encryption where closure is achieved not only through plaintext recovery but through thematic, structural, and geographical convergence. The Genosophus/Genie methodology demonstrates that recursive constraint funnels can decode resistant ciphers, providing both a reproducible mechanism and a broader theoretical model for cryptanalysis at the intersection of language, mathematics, and narrative design.
DOI: 10.6084/m9.figshare.29968279.v1
title: Kryptos.pdf

description: AbstractThis paper introduces a mechanism-based framework for narrative cryptanalysis, integrating the Kryptos K4 solution with the recursive “Genosophus/Genie” engine used in prior resistant ciphers. Kryptos, a copper sculpture installed at CIA Headquarters in 1990, encodes four panels of ciphertext. While K1–K3 were solved in the 1990s, K4 has resisted solution despite confirmed cribs (“EASTNORTHEAST,” “BERLINCLOCK”). We present a reproducible plaintext that integrates these cribs into a coherent instruction:<b>“TO SET THE EAST-NORTHEAST HOUR BY BEARING BERLIN CLOCK DEGREES GRID POINT NORTHWEST TO FIND GROSSER STERN.”</b>The methodology extends beyond crib substitution by applying recursive motif alignment, entropy reduction, and statistical funneling—the core principles of the Genie engine. Genie operates through iterative rule application (EMIT → WAIT → LOOP → HOLD), motif density scoring, and rare-event anchoring, gradually transforming apparent randomness into stable syntactic structures. This recursive funneling was previously validated on resistant historical ciphers, including a 1939 text, where plaintext instructions emerged from seemingly chaotic binary.We formalize this approach mathematically using entropy reduction, motif-weighted scoring functions, and crib-constrained null models. Simulation experiments (10,000 randomized decodes) yielded no comparable results, placing the probability of the observed plaintext at ≤ 0.0001. The recovered line integrates with K1–K3 thematically (illusion → concealment → excavation → revelation) and geographically resolves at Berlin’s Großer Stern plaza.We argue that Kryptos K4 exemplifies “narrative cryptography”: a mode of encryption where closure is achieved not only through plaintext recovery but through thematic, structural, and geographical convergence. The Genosophus/Genie methodology demonstrates that recursive constraint funnels can decode resistant ciphers, providing both a reproducible mechanism and a broader theoretical model for cryptanalysis at the intersection of language, mathematics, and narrative design.
DOI: 10.14288/1.0449809
title: Evidence for ancient selective sweeps followed by differentiation among three species of Sphyrapicus sapsuckers

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Scripts and metadata associated with publication Evidence for ancient selective sweeps followed by differentiation among three species of &lt;em&gt;Sphyrapicus&lt;/em&gt; sapsuckers. Scripts detail the steps taken to process, align, and QC raw WGS reads, calculate differentiation statistics, and generate figures (maps, PCAs, Manhattan plots, scatter plots, phylogenetic trees, Genotype x Individual plots). Metadata for samples used in the analyses includes sample IDs, museum voucher IDs (where applicable), species, collection date and location, and sample sex. &lt;/p&gt;
DOI: 10.15468/dl.c5x3hy
title: Occurrence Download

description: A dataset containing 200897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Dioscorea communis"
 ]
}

 The dataset includes 200897 records from 1627 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032757-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2kng3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"2420813","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"within","geometry":"POLYGON((-6.000000 30.000000, -6.000000 47.000000, 42.000000 47.000000, 42.000000 30.000000, -6.000000 30.000000))"},{"type":"in","key":"BASIS_OF_RECORD","values":["HumanObservation","MachineObservation"],"matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2010","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002503-250426092105405/datasets/export for details.
DOI: 10.3535/ntz-q2g-fyp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/atn-t2n-8pe
title: †Lepidocyclina (Nephrolepidina) angulosa (Prever, 1909)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ra2-g4h-489
title: †Lepidocyclina sumatrensis var. inornata Rutten, 1914

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/27q-bxg-dg7
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vvd-htr-gze
title: †Lepidocyclina ocalana Cushman, 1920

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xsz-k5f-yyg
title: †Globigerinelloides Cushman & Ten Dam, 1948

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/88v-jvq-4hg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/we7-hmn-btg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5tw-hvg-h8t
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mte-ebx-ker
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ma-953-ycc
title: †Microdoma Meek & Worthen, 1866

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9gn-439-dlt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16905318
title: vitality-call

description: automatic anonymization and uplaod to zenodo
DOI: 10.3535/97y-nzd-hzs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kpq-ppc-hpw
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16905320
title: vitality-call

description: automatic anonymization and uplaod to zenodo
DOI: 10.3535/7vl-p7c-p8l
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mll-hdv-xzp
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vx1-yzg-rxe
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/39r-bed-67b
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jd4-lv3-9se
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c0w-yxq-d0a
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6qn-wty-539
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k9c-c31-dkm
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wc3-tmm-y33
title: Operculina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wk6-89y-09r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/434-gxh-pf8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/48d-4zb-rnh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2ec-l0d-nbz
title: Bacillariophyceae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dnm-f3z-f3w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kwz-57c-7lw
title: †Orbitolina concava (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0x2-gtj-z6v
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/blv-elb-yzq
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ppf-dbm-ajw
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s1x-fnw-8hv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57837/actris-ares/fck5-0673
title: ACTRIS-EARLINET 2025 particle depolarization ratio profiles at 355nm over POT Potenza-Italy

description: ACTRIS-EARLINET 2025 particle depolarization ratio profiles at 355nm over POT Potenza-Italy.
This dataset collects all the particle depolarization ratio profiles at 355nm collected in 2025 at the aerosol remote sensing POT station (Potenza – Italy). Related files also contain volume depolarization ratio profiles at the same wavelength. This dataset is incremental: data collected in 2025 are added as soon as a new observation is collected in 2025 and added to the ACTRIS/EARLINET database.
DOI: 10.3535/6ft-max-qt8
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wwz-dlb-wpr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/482-qwk-nsm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aas-3mf-2e5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hqy-36q-8k3
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pg0-zx0-wcm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.