cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16866883
title: Data & Repro Pack (REALDATA; v1.2.1): a brane‑world two‑link test (λ → {f_br, ΔN_eff})

description: Zenodo v1.2.1 — Data & Repro Pack (REALDATA; evidence panel + λ–ΔN_eff scatter + LISA strip)--------------------------------------------------------------------------------------------This pack contains all core, reproducible artifacts for“The Maldonado two‑link test (λ → {f_br, ΔN_eff})” — a single early‑universe parameter controlling(i) the break frequency f_br in the SGWB and (ii) a small early‑radiation excess ΔN_eff.

Key invariants:  • f_br(λ) ∝ λ^(1/4)  • C/ρ_γ0 = (7/8)*(4/11)^(4/3)*ΔN_eff

What’s new in this v1.2.1 drop  • Evidence panel: ΔAIC/ΔBIC bars + a clearly labeled BIC→Bayes approximation panel.  • LISA forecast strip: a vertical band at f_br (median ± 1σ) over a wide frequency axis.  • λ_phys – ΔN_eff scatter (single-plot quick-look) in Corner_LambdaPhys_DNeff_20250817.pdf.  • Harmonized BestFit JSON with calibrated f_br ↔ T_x ↔ λ_phys mapping.

Files in this pack (core selection):  • PRD_Letter_FINAL_20250819.pdf  • TwoPager_FINAL_20250819.pdf  • Handout_PRD_OnePage_FINAL_20250819.pdf  • Handout_TwoPager_OnePage_FINAL_20250819.pdf  • Slide_Maldonado_TwoLink_Summary_20250819.pdf  • Evidence_Summary_20250819.csv, Evidence_Summary_20250819.txt  • Evidence_BarChart_20250819.png  • BBN_Safety_Speedup_20250819.png  • PTA_Overlay_fbr_20250819.png  (and/or PTA_Overlay_CORRECTED_20250819.png if present)  • LISA_Overlay_fbr_20250819.png (and/or LISA_Overlay_CORRECTED_20250819.png if present)  • LISA_ForecastStrip_20250817.png  • Corner_LambdaPhys_DNeff_20250817.pdf  • BestFit_JOINT_REALDATA_20250819.json  • TwoLink_Summary_20250819.md  • Holographic_Dictionary_Maldonado_Link_20250819.md  • Criteria_Checklist_Update_20250819.md  • maldonado_two_link_repro_v1.py

Reproduction  1) Read f_br, λ_phys, and ΔN_eff from BestFit_JOINT_REALDATA_20250819.json to regenerate the summary figures.  2) Use maldonado_two_link_repro_v1.py to rebuild the Evidence panels and overlays from the CSV/TXT in this pack.  3) For PTA/LISA context, overlay your preferred sensitivity curves (if you have ESA-style CSV), or use the provided quick-look PNGs.

Licensing  • Data & figures: CC BY 4.0 recommended for the record.  • Code: MIT or Apache 2.0 recommended (license header included inside the script if you choose).

Citation  Please cite the Zenodo DOI for this version and the concept DOI for the whole series.

Contact  Ricardo Maldonado — Independent Researcher — sales@rank.vegas
DOI: 10.5281/zenodo.16907982
title: Data & Repro Pack (REALDATA; v1.2.1): a brane‑world two‑link test (λ → {f_br, ΔN_eff})

description: Zenodo v1.2.1 — Data & Repro Pack (REALDATA; evidence panel + λ–ΔN_eff scatter + LISA strip)--------------------------------------------------------------------------------------------This pack contains all core, reproducible artifacts for“The Maldonado two‑link test (λ → {f_br, ΔN_eff})” — a single early‑universe parameter controlling(i) the break frequency f_br in the SGWB and (ii) a small early‑radiation excess ΔN_eff.

Key invariants:  • f_br(λ) ∝ λ^(1/4)  • C/ρ_γ0 = (7/8)*(4/11)^(4/3)*ΔN_eff

What’s new in this v1.2.1 drop  • Evidence panel: ΔAIC/ΔBIC bars + a clearly labeled BIC→Bayes approximation panel.  • LISA forecast strip: a vertical band at f_br (median ± 1σ) over a wide frequency axis.  • λ_phys – ΔN_eff scatter (single-plot quick-look) in Corner_LambdaPhys_DNeff_20250817.pdf.  • Harmonized BestFit JSON with calibrated f_br ↔ T_x ↔ λ_phys mapping.

Files in this pack (core selection):  • PRD_Letter_FINAL_20250819.pdf  • TwoPager_FINAL_20250819.pdf  • Handout_PRD_OnePage_FINAL_20250819.pdf  • Handout_TwoPager_OnePage_FINAL_20250819.pdf  • Slide_Maldonado_TwoLink_Summary_20250819.pdf  • Evidence_Summary_20250819.csv, Evidence_Summary_20250819.txt  • Evidence_BarChart_20250819.png  • BBN_Safety_Speedup_20250819.png  • PTA_Overlay_fbr_20250819.png  (and/or PTA_Overlay_CORRECTED_20250819.png if present)  • LISA_Overlay_fbr_20250819.png (and/or LISA_Overlay_CORRECTED_20250819.png if present)  • LISA_ForecastStrip_20250817.png  • Corner_LambdaPhys_DNeff_20250817.pdf  • BestFit_JOINT_REALDATA_20250819.json  • TwoLink_Summary_20250819.md  • Holographic_Dictionary_Maldonado_Link_20250819.md  • Criteria_Checklist_Update_20250819.md  • maldonado_two_link_repro_v1.py

Reproduction  1) Read f_br, λ_phys, and ΔN_eff from BestFit_JOINT_REALDATA_20250819.json to regenerate the summary figures.  2) Use maldonado_two_link_repro_v1.py to rebuild the Evidence panels and overlays from the CSV/TXT in this pack.  3) For PTA/LISA context, overlay your preferred sensitivity curves (if you have ESA-style CSV), or use the provided quick-look PNGs.

Licensing  • Data & figures: CC BY 4.0 recommended for the record.  • Code: MIT or Apache 2.0 recommended (license header included inside the script if you choose).

Citation  Please cite the Zenodo DOI for this version and the concept DOI for the whole series.

Contact  Ricardo Maldonado — Independent Researcher — sales@rank.vegas
DOI: 10.15468/dl.xbd3mh
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balanus glandula",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 271 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030466-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uuetcg
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balanus glandula",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 93 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030467-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkwxe4
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus wolongensis"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030465-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n4345
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030469-250811113504898/datasets/export for details.
DOI: 10.15468/dl.s4kqra
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030468-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16923711
title: A Multimodal Dataset for Identifying Opportune Moments in Smart Home Environments

description: Abstract

As smart speakers become increasingly integrated into everyday life, there is growing interest in leveraging them to proactively deliver personalized services in smart home environments. In particular, delivering such proactive services at opportune moments, times when users are most receptive and willing to interact with provided service, can enhance user experience and engagement. However, delivering such services at inappropriate times can disturb users. Despite several studies on identifying opportune moments for proactive services, there is still a lack of publicly available datasets specifically designed to identify opportune moments in real-world home settings. To address this, we present a dataset, a real-world contextual dataset collected from 27 participants with diverse age groups over a three-week in-the-wild field study. The dataset was collected using a proactive service, SpeechMaster, implemented on commercial smart speakers. Our dataset consists of 2905 cases including contextual factors such as temporal, spatial, and behavioral contexts, and surrounding image and sound recordings. We believe that our dataset will advance the understanding and detection of opportune moments in smart home environments, grounded in rich contextual data collected in real-world scenarios. 

For those who need access to the image and sound data, please refer to the following link:https://gofile.me/7muuE/QBgcZ8zVE
DOI: 10.15468/dl.ehwjse
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chen caerulescens",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030470-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8rejr
title: Occurrence Download

description: A dataset containing 602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is CAN.4.2.3_1",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 602 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030472-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7cpmd
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balanus glandula",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030473-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8k44s
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030474-250811113504898/datasets/export for details.
DOI: 10.15468/dl.mpbg5w
title: Occurrence Download

description: A dataset containing 159939 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "StateProvince is one of (Boyacá)",
 "TaxonKey is one of (Plantae [GBIF Backbone Taxonomy], Espeletia boyacensis [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 159939 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030360-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16923712
title: Causes of death of professional wrestlers
DOI: 10.5281/zenodo.16923713
title: Causes of death of professional wrestlers
DOI: 10.22002/sfvzq-51639
title: intact HIV VLP -- R9 vector

description: Raw data files of intact HIV VLP -- R9 vector
description: <strong>Tilt Series Date:</strong> 2009-04-28</p>
<strong>Data Taken By:</strong> Zhiheng Yu</p>
<strong>Species / Specimen:</strong> mature HIV-1</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-66.0°, 66.0°), step: 2°, constant angular increment, dosage: 130.0 eV/Å²,  defocus: 9.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> </p>
description: Files available via S3 at ://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zyh2009-04-28-9/rawdata/</p>viron0904_samp1_sq16_h04_41k.st,  Tilt Series (Pixel Size 0.52 nm), 604.1 MB  
        
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        > <i class="download icon"></i> Download </a></p>

        viron0904_samp1_sq16_h04_41k_full.rec,  Reconstruction (Pixel Size 1.04 nm), 2.6 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        sq16h04_part01_slicer000.tif,  476.6 kB  
        
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        > <i class="download icon"></i> Download </a></p>

        sq16h04_part01_slicer002.tif,  476.6 kB  
        
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        > <i class="download icon"></i> Download </a></p>

        sq16h04_part02_slicer002.tif,  476.6 kB  
        
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        > <i class="download icon"></i> Download </a></p>

        sq16h04_part03-5_slicer002.tif,  839.5 kB  
        
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        > <i class="download icon"></i> Download </a></p>

        sq16h04_part06_slicer000.tif,  476.6 kB  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/6j8vr-tnw44
title: YB1507(FtsZG109S oe)

description: Raw data files of YB1507(FtsZG109S oe)
description: <strong>Tilt Series Date:</strong> 2006-01-28</p>
<strong>Data Taken By:</strong> Zhuo Li</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (0.0°, 0.0°), step: °, constant angular increment, dosage: 0.0 eV/Å²,  defocus: 0.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> UCSF Tomo</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> </p>
description: Files available via S3 at ttps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2006-01-28-2/3dimage_654/</p>cc1507i2hjan290634k01.rec,  Reconstruction (Pixel Size 0.0 nm), 59.4 MB  
        
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        > <i class="download icon"></i> Download </a></p>

        dcc1507i2hjan290634k01.rec_0015.mrc,  Reconstruction (Pixel Size 0.0 nm), 59.4 MB  
        
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        > <i class="download icon"></i> Download </a></p>

        dcc1507i2hjan290634k01.am,  Segmentation, 2.2 MB  
        
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        > <i class="download icon"></i> Download </a></p>

        dcc1507i2hjan290634k01_FL.am,  Segmentation, 958.8 kB  
        
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        > <i class="download icon"></i> Download </a></p>

        dcc1507i2hjan290634k01_FL.surf,  Segmentation, 2.0 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2006-01-28-2/file_1399/dcc1507i2hjan290634k01_FL.surf"
        > <i class="download icon"></i> Download </a></p>

        dcc1507i2hjan290634k01IM.am,  Segmentation, 1.4 MB  
        
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        dcc1507i2hjan290634k01IM.surf,  Segmentation, 316.4 kB  
        
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        > <i class="download icon"></i> Download </a></p>
DOI: 10.15468/dl.u3866b
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((-79.43037 0.92466,-77.43286 0.04204,-75.29599 -1.72321,-73.71656 -2.60583,-71.85841 -3.76717,-71.39387 -3.30264,-70.69706 -4.41753,-69.28562 -4.41401,-68.77463 -2.83459,-68.77463 -0.41899,-68.35655 0.88172,-67.10229 2.08951,-66.31258 4.08703,-66.26613 6.40972,-68.26364 7.52461,-71.56186 8.82531,-71.84058 9.70793,-71.00441 11.89126,-70.53987 12.91325,-73.00192 13.00615,-75.97497 12.12353,-77.18276 10.91573,-77.78666 8.68595,-78.66928 6.64199,-78.94801 4.27284,-79.69127 1.95015,-79.43037 0.92466))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudomonotes"
 ]
}

 The dataset includes 37 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030475-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2sb35
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bugula neritina",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 73 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030477-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scd8se
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030476-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jd5se4
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030478-250811113504898/datasets/export for details.
DOI: 10.15468/dl.d2wnmk
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030479-250811113504898/datasets/export for details.
DOI: 10.22002/yhbzh-kwr07
title: FzlC

description: Raw data files of FzlC
description: <strong>Tilt Series Date:</strong> 2008-11-21</p>
<strong>Data Taken By:</strong> Zhuo Li</p>
<strong>Species / Specimen:</strong> Caulobacter crescentus</p>
<strong>Strain:</strong> NA1000</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-63.0°, 63.0°), step: 1°, constant angular increment, dosage: 180.0 eV/Å²,  defocus: -12.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> webload</p>
<strong>Processing Software Used:</strong> RAPTOR</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2008-11-21-6/rawdata/</p>08nov21a_box290_006.st,  Tilt Series (Pixel Size 0.644 nm), 1.1 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        08nov21a_box290_006_full.rec,  Reconstruction (Pixel Size 1.288 nm), 1.3 GB  
        
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        > <i class="download icon"></i> Download </a></p>

        08nov21a_box290_0061K_full.rec,  Reconstruction (Pixel Size 1.288 nm), 906.0 MB  
        
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        > <i class="download icon"></i> Download </a></p>

        08nov21a_box290_0061K.rec,  Reconstruction (Pixel Size 1.288 nm), 391.1 MB  
        
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        > <i class="download icon"></i> Download </a></p>

        zap014.png,  1.8 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2008-11-21-6/file_2514/zap014.png"
        > <i class="download icon"></i> Download </a></p>

        zap015.png,  300.8 kB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/zla2008-11-21-6/file_2515/zap015.png"
        > <i class="download icon"></i> Download </a></p>