cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18675241
title: The Theory Of Everything

description: We present a unified epistemological framework challenging four foundational paradigms of modern science: Maxwell’s electromagnetic symmetry, classical thermodynamics, Darwinian evolution as the sole mechanism of morphological diversity, and Pasteur’s biogenesis. The framework is grounded in five years of kitchen-scale and microscopic experimentation (~$1,000 USD in equipment plus a functional kitchen) producing three classes of anomalous results. First, rectangular neodymium magnets tested across 64 orientation combinations yield a 7:1 attraction-to-repulsion ratio (56 attractive, 8 repulsive), while spherical magnets with complete rotational freedom produce 100% attraction across 50 trials — contradicting the 1:1 symmetry predicted by Maxwell’s equations and confirmed a priori by four independent AI systems (ChatGPT, Claude, Gemini, Grok). Second, milk at ~80°C with an active thermal gradient (flame ON) exhibits violent convection, while milk at ~95°C without a gradient (flame OFF) exhibits zero convection — a 15°C temperature advantage insufficient to compensate for gradient absence, falsifying W = ∫cₘdT and requiring a novel state variable: thermal gradient potential. Third, fluid flow toward heat sources against both gravity and Marangoni effect predictions is documented across multiple substrates and geometries. These three results converge on a Universal Attractive Bias operating across magnetic, thermal, and gravitational phenomena, formalized as Gravity = Magnetism + Heat. Fourth, 4.5 years of systematic microscopy (1000–2000x magnification, 50+ samples) documents substrate-dependent differentiation of Structured Vesicular Entities (SVEs) into reproducible morphologies — calcium carbonate producing humanoid features, Himalayan salt producing geometric architectures — challenging Pasteur’s 1859 refutation of spontaneous generation, which tested contamination prevention rather than differentiation under environmental stability. The SVE framework unifies cosmological structure (fractal scale-invariance from microscopic to galactic), biological origins (substrate-mediated morphological differentiation), and consciousness (as fundamental physical property, not biological emergent). Independent convergence by multiple AI systems on equivalent theoretical structures — including ChatGPT generating an ~100% conceptually overlapping cosmology from ludic framing alone in under 50 minutes — is interpreted as pattern-recognition convergence on underlying physical reality rather than artifact. All experimental protocols are reproducible with accessible equipment. Complete data, video archive, and supplementary materials available at: Google Drive Archive (sub-folder “TOE”).
DOI: 10.5281/zenodo.18675240
title: The Theory Of Everything

description: We present a unified epistemological framework challenging four foundational paradigms of modern science: Maxwell’s electromagnetic symmetry, classical thermodynamics, Darwinian evolution as the sole mechanism of morphological diversity, and Pasteur’s biogenesis. The framework is grounded in five years of kitchen-scale and microscopic experimentation (~$1,000 USD in equipment plus a functional kitchen) producing three classes of anomalous results. First, rectangular neodymium magnets tested across 64 orientation combinations yield a 7:1 attraction-to-repulsion ratio (56 attractive, 8 repulsive), while spherical magnets with complete rotational freedom produce 100% attraction across 50 trials — contradicting the 1:1 symmetry predicted by Maxwell’s equations and confirmed a priori by four independent AI systems (ChatGPT, Claude, Gemini, Grok). Second, milk at ~80°C with an active thermal gradient (flame ON) exhibits violent convection, while milk at ~95°C without a gradient (flame OFF) exhibits zero convection — a 15°C temperature advantage insufficient to compensate for gradient absence, falsifying W = ∫cₘdT and requiring a novel state variable: thermal gradient potential. Third, fluid flow toward heat sources against both gravity and Marangoni effect predictions is documented across multiple substrates and geometries. These three results converge on a Universal Attractive Bias operating across magnetic, thermal, and gravitational phenomena, formalized as Gravity = Magnetism + Heat. Fourth, 4.5 years of systematic microscopy (1000–2000x magnification, 50+ samples) documents substrate-dependent differentiation of Structured Vesicular Entities (SVEs) into reproducible morphologies — calcium carbonate producing humanoid features, Himalayan salt producing geometric architectures — challenging Pasteur’s 1859 refutation of spontaneous generation, which tested contamination prevention rather than differentiation under environmental stability. The SVE framework unifies cosmological structure (fractal scale-invariance from microscopic to galactic), biological origins (substrate-mediated morphological differentiation), and consciousness (as fundamental physical property, not biological emergent). Independent convergence by multiple AI systems on equivalent theoretical structures — including ChatGPT generating an ~100% conceptually overlapping cosmology from ludic framing alone in under 50 minutes — is interpreted as pattern-recognition convergence on underlying physical reality rather than artifact. All experimental protocols are reproducible with accessible equipment. Complete data, video archive, and supplementary materials available at: Google Drive Archive (sub-folder “TOE”).
DOI: 10.6084/m9.figshare.28719581
title: Supplemental Materials.pdf

description: Supplemental Material
DOI: 10.6084/m9.figshare.28719581.v6
title: Supplemental Materials.pdf

description: Supplemental Material
DOI: 10.6084/m9.figshare.28719581.v5
title: Supplemental Materials.pdf

description: Supplemental Material
DOI: 10.15468/dl.sm3zrp
title: Occurrence Download

description: A dataset containing 55711 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Imperata cylindrica"
 ]
}

 The dataset includes 55711 records from 623 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027551-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxjd5q
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapinoma melanocephalum",
 "Country is Kiribati",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014475-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzx5qt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Plethodon elongatus)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014476-250802193616735/datasets/export for details.
DOI: 10.15468/dl.qzrcht
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Plethodon elongatus)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014478-250802193616735/datasets/export for details.
DOI: 10.15468/dl.52q3ur
title: Occurrence Download

description: A dataset containing 4575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mycerobas carnipes)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 4575 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014479-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4a3b4
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC5098"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014480-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nt9fe
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapinoma melanocephalum",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 256 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014482-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwa8x4
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrrhulina vittata)",
 "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 27 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014481-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbkhys
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((11.51282 -34.48665,44.26582 -34.48665,44.26582 -21.39105,11.51282 -21.39105,11.51282 -34.48665))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Drosophila suzukii"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014483-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16743573
title: Dynamic Sparsity: Challenging Common Sparsity Assumptions for Learning World Models in Robotic Reinforcement Learning Benchmarks

description: The dataset contains data collected for 1 million time steps across different RL environments in Mujoco Playground using trained-agents with actions sampled from the learnt Gausian distribution. Here only the data for the following environments are released as an example - CartpoleBalance, CheetahRun, FingerSpinEach environment specific folder contains .npz file which has the following keys described in the table below (here num_timesteps=1e6)




Key
Definition


states
True state values, including initial and terminal states, with shape (num_timesteps x state_dimension)


actions
Action values with shape (num_timesteps x action_dimension)


state_jacobians
Jacobian matrices representing the derivative of the next true state with respect to the current state, with shape (num_timesteps x state_dimension x state_dimension)


action_jacobians
Jacobian matrices representing the derivative of the next true state with respect to the action, with shape (num_timesteps x state_dimension x action_dimension)


obs
Observation values with shape (num_timesteps x obs_dim)




rewards

Reward values with shape (num_timesteps x 1)




dones

Done Indicator Vector: A binary vector of shape (num_timesteps, 1) indicating episode terminations. A value of 1 marks a timestep where an episode ends. The corresponding index after this in the states data represents the terminal state. At this terminal index, all keys except for "observation" are set to -1.




total_steps_collected

The total number of timesteps collected
DOI: 10.5281/zenodo.16743574
title: Dynamic Sparsity: Challenging Common Sparsity Assumptions for Learning World Models in Robotic Reinforcement Learning Benchmarks

description: The dataset contains data collected for 1 million time steps across different RL environments in Mujoco Playground using trained-agents with actions sampled from the learnt Gausian distribution. Here only the data for the following environments are released as an example - CartpoleBalance, CheetahRun, FingerSpinEach environment specific folder contains .npz file which has the following keys described in the table below (here num_timesteps=1e6)




Key
Definition


states
True state values, including initial and terminal states, with shape (num_timesteps x state_dimension)


actions
Action values with shape (num_timesteps x action_dimension)


state_jacobians
Jacobian matrices representing the derivative of the next true state with respect to the current state, with shape (num_timesteps x state_dimension x state_dimension)


action_jacobians
Jacobian matrices representing the derivative of the next true state with respect to the action, with shape (num_timesteps x state_dimension x action_dimension)


obs
Observation values with shape (num_timesteps x obs_dim)




rewards

Reward values with shape (num_timesteps x 1)




dones

Done Indicator Vector: A binary vector of shape (num_timesteps, 1) indicating episode terminations. A value of 1 marks a timestep where an episode ends. The corresponding index after this in the states data represents the terminal state. At this terminal index, all keys except for "observation" are set to -1.




total_steps_collected

The total number of timesteps collected
DOI: 10.15468/dl.r8t8wp
title: Occurrence Download

description: A dataset containing 526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Plethodon elongatus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 526 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014484-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdfq7g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Plethodon elongatus)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014485-250802193616735/datasets/export for details.
DOI: 10.15468/dl.ada9fd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tapinoma melanocephalum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014487-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12679537
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.wr9ywq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Plethodon elongatus)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014486-250802193616735/datasets/export for details.
DOI: 10.15468/dl.7pr2mh
title: Occurrence Download

description: A dataset containing 18007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myadestes unicolor)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 18007 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014488-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11583/dtu.29094524
title: Data for: "Quantitative mapping of smooth topographic landscapes generated using thermal-scanning probe lithography"

description: Source data for the publication "Quantitative mapping of smooth topographic landscapes generated using thermal-scanning probe lithography".Scanning probe microscopy (SPM) is a powerful technique for mapping nanoscale surface properties through tip–sample interactions. Thermal scanning-probe lithography (tSPL) is an advanced SPM variant that uses a silicon tip on a heated cantilever to sculpt and measure the topography of polymer films with nanometer precision. The surfaces produced by tSPL—smooth topographic landscapes—allow mathematically defined contours to be fabricated on the nanoscale, enabling sophisticated functionalities for photonic, electronic, chemical, and biological technologies. Evaluating the physical effects of a landscape requires fitting arbitrary mathematical functions to SPM datasets, however, this capability does not exist in standard analysis programs. Here, we provide an open-source software package (<i>FunFit</i>) to fit analytical functions to SPM data and develop a fabrication and characterization protocol based on this analysis. We demonstrate the benefit of this approach by patterning periodic and quasiperiodic landscapes in a polymer resist with tSPL, which we transfer to hexagonal boron nitride (hBN) flakes with high fidelity via reactive ion etching. The topographic landscapes in polymers and hBN are measured with tSPL and atomic force microscopy (AFM), respectively. Within the<i> FunFit</i> program, the datasets are corrected for artefacts, fit with analytical functions, and compared, providing critical feedback on the fabrication procedure. This approach can improve analysis, reproducibility, and process development for a broad range of SPM experiments. The protocol can be performed within a working day by a trained graduate student or researcher, where fabrication and characterization take a few hours and software analysis takes a few minutes.<br>Source_data_Fig_5_9: contains the source NanoFrazor topography data (.top) and AFM data (.spm) used in Figures 5-9.Source_data_Fig_10: contains the source AFM data (.spm) used in Figure 10.The <i>FunFit</i> software is available at: GitHub - Snunder/FunFit: FunFit software for preprocessing and fitting topography data to analytical functions. (licensed under GPL 3.0)Change log<br>Version 1: Initial upload.<br>Version 2: Removal of DOI-link "is supplemented by”.