cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15278912
title: Mapping the Invisible Internet: Framework and Dataset

description: This article describes a novel dataset that maps the network layer of the Invisible Internet Project (I2P). The data was collected using SWARM-I2P framework, which deployed I2P routers as a network of mapping agents that gather information on the network's topology and traffic over an extended period. The dataset documents over 50,000 nodes, including subsets of high-performance (FastSet) nodes and high-capacity nodes characterized by metrics such as bandwidth, latency, and uptime. It also contains detailed records of network traffic and the geographic distribution of thousands of nodes. Data was collected using a combination of methods, including querying router consoles, analysing the network database (netDb), and passive network monitoring. All node identifiers were anonymized to maintain user privacy. The data is publicly available in CSV and TXT formats on Zenodo, with mapping scripts provided on GitHub. This resource provides a foundational understanding of the decentralized routing behaviours that underpin I2P's anonymity, making it suitable for reuse in analyses of tunnel node selection, anonymity network resilience, and adversarial modelling.

Keywords: Invisible Internet Project (I2P); Tunnel Peer Discovery; Garlic Routing; Network Layer Anonymity; Overlay Network Topology; Decentralized Network Mapping; I2P Dataset 

 

1. Please cite the primary research paper

Muntaka, S. A., Abdo, J. B., Akanbi, K., Oluwadare, S., Hussein, F., Konyo, O., & Asante, M. (2025). Mapping the Invisible Internet: Framework and Dataset. arXiv preprint arXiv:2506.18159.
2. Please also cite this dataset:Muntaka, S. A., Bou Abdo, J., Akanbi, K., Oluwadare, S., Hussein, F., Konyo, O., & Asante, M. (2025). Mapping the Invisible Internet: Framework and Dataset [Data set]. Zenodo. https://doi.org/10.5281/zenodo.15369068
DOI: 10.5065/d67s7m04
title: Barrow Atqasuk Plot Microclimate. Version 1.0

description: This dataset contains data representing the microclimate of ITEX plots in Barrow and Atqasuk in a text tab delimited format. The data presented are hourly plant canopy temperature and relative humidity of up to 48 plots (24 experiment open-top chamber plots and 24 control plots) at four sites (Atqasuk Wet Meadow, Atqasuk Dry Heath, Barrow Wet Meadow, and Barrow Dry Heath). Generally the number of plots per site per treatment that data is available for is between 5 and 10 plots.
DOI: 10.5065/d6416v95
title: Barrow CO2 Fluxes (Excel). Version 1.0

description: This dataset represent six diurnal courses of carbon dioxide fluxes from the Barrow ITEX wet and dry sites in 2001 for control and experimental plots. Diurnal courses of net ecosystem carbon dioxide fluxes were assessed at approximately biweekly intervals on the study plots. There were 5 plots of each of control, experimental (ITEX chamber) on wet and dry sites 6 times over the 2001 growing seasons. NOTE: This dataset contains the data in EXCEL format.
DOI: 10.5065/d60863jc
title: US Toolik Site 1, Wrkshp Community Data. Version 1.0

description: This dataset contains reduced vegetative community data produced for the ITEX Community Synthesis Workshop. Data were collected during the 1996 field season. For more information, please see the readme file.
DOI: 10.5065/d6vh5m23
title: Atqasuk RATE Plot Data. Version 1.0

description: This dataset contains data collected on species and land cover and abundance from Webber's Research on Arctic Tundra Environments (RATE) plots in 1975 at Atqasuk, Alaska.
DOI: 10.15468/dl.suvgeu
title: Occurrence Download

description: A dataset containing 7195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Finland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (May, June, July)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (, Ardea cinerea)",
 "Year 2020-2025"
 ]
}

 The dataset includes 7195 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035330-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26180/30252685
title: Figure 1I

description: Raw data and statistics analysis files for Figure 1I
DOI: 10.26180/30252685.v1
title: Figure 1I

description: Raw data and statistics analysis files for Figure 1I
DOI: 10.5065/d6qr4vbc
title: Latnjajaure Site, CLIP 4-Temp 2 Community Data. Version 1.0

description: This dataset contains CLIP 4-Temp 2 Community data from the Latnjajaure site, Sweden in 1995, 1996, 1997, 1999 & 2000. The Community Level Interaction Program (CLIP) data comprises a block of poor, dry heath. For more information, please see the readme file.
DOI: 10.15468/dl.9c9arm
title: Occurrence Download

description: A dataset containing 2801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen)",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Passiflora foetida"
 ]
}

 The dataset includes 2801 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035331-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfcbad
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035332-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ncpgnz
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035333-250920141307145/datasets/export for details.
DOI: 10.5065/d6m043mb
title: Latnjajaure Site, CLIP 4-Fert 1 Community Data. Version 1.0

description: This dataset contains CLIP 4-Fert 1 Community data from the Latnjajaure site, Sweden in 1995, 1996, 1997, 1999 & 2000. The Community Level Interaction Program (CLIP) data comprises a block of poor, dry heath. For more information, please see the readme file.
DOI: 10.15468/dl.xy9h98
title: Occurrence Download

description: A dataset containing 474316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Malvaceae"
 ]
}

 The dataset includes 474316 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035317-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnnm42
title: Occurrence Download

description: A dataset containing 379166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Squalidae"
 ]
}

 The dataset includes 379166 records from 400 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035288-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6g73bx2
title: Latnjajaure Site, CLIP 1-Temp 1 Community Data. Version 1.0

description: This dataset contains CLIP 1-Temp 1 Community data from the Latnjajaure site, Sweden in 1995, 1996, 1997, 1999 & 2000. The Community Level Interaction Program (CLIP) data comprises a block in a mesic meadow. For more information, please see the readme file.
DOI: 10.71789/6pts-ws52
title: {{7*7}}

description: llllll
DOI: 10.5065/d6bk19km
title: Atqasuk RATE Plot Info. Version 1.0

description: This dataset contains data collected on species and land cover and abundance from Webber's Research on Arctic Tundra Environments (RATE) plots in 1975 at Atqasuk, Alaska.
DOI: 10.26180/30231259
title: SupplementaryFigure 2B

description: Raw data and statistical analysis for Supplementary Figure 2B
DOI: 10.26180/30231259.v1
title: SupplementaryFigure 2B

description: Raw data and statistical analysis for Supplementary Figure 2B
DOI: 10.5281/zenodo.17239463
title: OA vs NOA Citation Ratios

description: Automated monthly plot of citation ratios using OpenAlex data. This includes a PDF visualization and supporting CSV generated from OpenAlex (CC0) data.
description: Generated via GitHub Actions. Source code and workflow available at: https://github.com/StFroese/oa-nooa-plot
DOI: 10.5065/d66t0jwb
title: Latnjajaure Site, PAPP Cont 3 Community Data. Version 1.0

description: This dataset contains PAPP Cont 3 Community data from the Latnjajaure site, Sweden in 1995, 1996, 1997 & 1998. The Press and Pulse Program (PAPP) experiment is comprised of four replicate blocks, each of which has four plots. These plots were subject to the Control 3 treatment. For more information, please see the readme file.
DOI: 10.15468/dl.kzqnuq
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pedicularis kansuensis"
 ]
}

 The dataset includes 823 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035335-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76b63r
title: Occurrence Download

description: A dataset containing 158803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Geometry POLYGON((-175.50561 60.21883,-175.39335 54.09113,-160.20061 46.74859,-136.68112 52.70448,-106.07299 6.70422,-90.14599 15.08285,-93.37756 16.8581,-97.99408 18.17879,-100.76399 21.29273,-104.89336 31.97393,-109.43567 46.58387,-118.93322 56.7694,-130.49546 63.70818,-148.66469 64.43041,-175.50561 60.21883))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nudibranchia"
 ]
}

 The dataset includes 158803 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035294-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6319t4b
title: SFO Atqasuk Fluxes (Excel). Version 1.0

description: This dataset represents six diurnal courses of carbon dioxide fluxes from the Atqasuk ITEX wet and dry sites in 2001 for control and experimental plots. For more information, please see the read-me file. NOTE: This dataset contains the data in EXCEL format.
DOI: 10.5065/d6z899n1
title: US Toolik Site 2, Species Data. Version 1.0

description: This dataset contains the species data from the US TOOL2 site, Alaska in 1995. For more information, please see the readme file.
DOI: 10.5065/d6th8jx9
title: Atqasuk CO2 Fluxes (Excel). Version 1.0

description: This dataset represent six diurnal courses of carbon dioxide fluxes from the Atqasuk ITEX wet and dry sites in 2001 for control and experimental plots. Diurnal courses of net ecosystem carbon dioxide fluxes were assessed at approximately biweekly intervals on the study plots. There were 5 plots of each of control, experimental (ITEX chamber) on wet and dry sites 6 times over the 2001 growing season. NOTE: This dataset contains the data in EXCEL format.
DOI: 10.15468/dl.pxya94
title: Occurrence Download

description: A dataset containing 33434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "Year is 1912"
 ]
}

 The dataset includes 33434 records from 217 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035306-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6pr7t60
title: Simulations with ArcVeg: Broad Growth Form Data. Version 1.0

description: This dataset contains CCA results with eigen- and p-values using Broad Growth Form. All data comes from the simulations with ArcVeg. For more information, see the readme file.
DOI: 10.5065/d6k072hd
title: Moist Site Eriophorum vaginatum leaf data. Version 1.0

description: This dataset contains Eriophorum vaginatum leaf length data collected for the Toolik Snowfence Experiment from 1995 to 2001 at the moist tussock site. In each plot, the length of the leaves of six tagged Eriophorum vaginatum tillers were measured. Because leaves senesce from the tip, both total leaf length and green leaf length were measured. Data were collected every 10 days over the growing season in 1995-1999 and 2000. In 2001, data were collected only at peak season. These data were not collected in 1999. For more information, please see the readme file.
DOI: 10.15468/dl.mpau3g
title: Occurrence Download

description: A dataset containing 113231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cistus monspeliensis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 113231 records from 324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035320-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccrm85s
title: CCDC 703705: Experimental Crystal Structure Determination

description: Related Article: L.Benhamou, A.Machkour, O.Rotthaus, M.Lachkar, R.Welter, D.Mandon|2009|Inorg.Chem.|48|4777|doi:10.1021/ic802359z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccrm86t
title: CCDC 703706: Experimental Crystal Structure Determination

description: Related Article: L.Benhamou, A.Machkour, O.Rotthaus, M.Lachkar, R.Welter, D.Mandon|2009|Inorg.Chem.|48|4777|doi:10.1021/ic802359z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccrm87v
title: CCDC 703707: Experimental Crystal Structure Determination

description: Related Article: L.Benhamou, A.Machkour, O.Rotthaus, M.Lachkar, R.Welter, D.Mandon|2009|Inorg.Chem.|48|4777|doi:10.1021/ic802359z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.bkztme
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fungi)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 -75,7.5 -75,7.5 -67.5,0 -67.5,0 -75))"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042597-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccrm88w
title: CCDC 703708: Experimental Crystal Structure Determination

description: Related Article: L.Benhamou, A.Machkour, O.Rotthaus, M.Lachkar, R.Welter, D.Mandon|2009|Inorg.Chem.|48|4777|doi:10.1021/ic802359z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccrv9ql
title: CCDC 710480: Experimental Crystal Structure Determination

description: Related Article: Chi Minh Tuong, W.K.Hammons, A.L.Howarth, K.E.Lutz, A.D.Maduvu, L.B.Haysley, B.R.T.Allred, L.K.Hoyt, M.S.Mashuta, M.E.Noble|2009|Inorg.Chem.|48|5027|doi:10.1021/ic9002093
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.13140/rg.2.2.12565.45288
title: RG - Achievement June 20th
DOI: 10.5517/ccrv9rm
title: CCDC 710481: Experimental Crystal Structure Determination

description: Related Article: Chi Minh Tuong, W.K.Hammons, A.L.Howarth, K.E.Lutz, A.D.Maduvu, L.B.Haysley, B.R.T.Allred, L.K.Hoyt, M.S.Mashuta, M.E.Noble|2009|Inorg.Chem.|48|5027|doi:10.1021/ic9002093
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccrv9tp
title: CCDC 710483: Experimental Crystal Structure Determination

description: Related Article: Chi Minh Tuong, W.K.Hammons, A.L.Howarth, K.E.Lutz, A.D.Maduvu, L.B.Haysley, B.R.T.Allred, L.K.Hoyt, M.S.Mashuta, M.E.Noble|2009|Inorg.Chem.|48|5027|doi:10.1021/ic9002093
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.13140/rg.2.2.15186.89288
title: Table B. Maintenance packet information
DOI: 10.13140/rg.2.2.22422.06729
title: Israeli June R values again above 1
DOI: 10.5517/ccsr3by
title: CCDC 737190: Experimental Crystal Structure Determination

description: Related Article: M.Fondo, N.Ocampo, A.M.Garcia-Deibe, J.Sanmartin|2009|Inorg.Chem.|48|4971|doi:10.1021/ic900292h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccsr3cz
title: CCDC 737191: Experimental Crystal Structure Determination

description: Related Article: M.Fondo, N.Ocampo, A.M.Garcia-Deibe, J.Sanmartin|2009|Inorg.Chem.|48|4971|doi:10.1021/ic900292h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.17381912
title: TABLE 1 in Indoreonectes mahadeoensis, a new species of river loach from headwaters of the Narmada River, India (Teleostei: Nemacheilidae)

description: TABLE 1. Morphometric data of the holotype (WII/NWR/Type_F 04) and nine paratypes (WII/NWR/Type_F 05) of Indoreonectes mahadeoensis sp. nov. Data of holotype included in the calculation of mean; SD, standard deviation; and range.
CharactersIndoreonectes mahadeoensis sp. nov. (n=10)HolotypeMeanSDRangeTotal length (mm)64.148.67.438.3–64.1Standard length (SL, mm)53.040.46.530.7–53.0Head length (HL, mm)11.69.71.48.1–11.6% inSLHead length32.125.12.921.4–32.1Predorsal length60.258.84.655.4–70.9Dorsal-fin origin to caudal-fin base49.447.03.043.4–54.3Prepectoral length21.923.92.021.1–27.4Prepelvic length50.751.34.740.8–59.2Preanus length72.972.61.969.4–75.7Preanal-fin length79.979.54.272.5–88.1Body depth (at dorsal-fin origin)15.215.32.012.6–17.2Body depth (at anus)14.914.31.312.6–17.1Body width (at dorsal-fin origin)13.410.71.88.4–13.6Body width (at anus)8.16.70.95.6–8.1Height of dorsal fin19.219.41.517.7–22.8Length of dorsal-fin base12.111.31.89.3–4.5Length of pectoral fin22.421.11.718.8–23.1Length of pelvic fin19.119.82.416.6–26.0Length of anal fin17.118.32.415.9–23.4Length of anal-fin base8.99.01.37.3–11.8Length of caudal fin21.123.72.221.1–29.3Depth of caudal peduncle13.413.61.512.0–17.2Length of caudal peduncle13.713.20.711.7–14.0% inHLHead depth59.548.46.841.2–59.5Head width73.357.28.245.8–73.3Snout length45.742.15.837.3–56.8Eye diameter20.318.31.916.5–21.8Interorbital width45.738.34.031.4–45.7Width of mouth54.351.66.843.2–59.1
description: Published as part of Ghosh, Meghma, Bhat, Anuradha & Johnson, Jeyaraj Antony, 2025, Indoreonectes mahadeoensis, a new species of river loach from headwaters of the Narmada River, India (Teleostei: Nemacheilidae), pp. 541 in Zootaxa 5693 (4) on page 541, DOI: 10.11646/zootaxa.5693.4.5, http://zenodo.org/record/17324217
DOI: 10.5517/ccsr3d0
title: CCDC 737192: Experimental Crystal Structure Determination

description: Related Article: M.Fondo, N.Ocampo, A.M.Garcia-Deibe, J.Sanmartin|2009|Inorg.Chem.|48|4971|doi:10.1021/ic900292h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccsr3f1
title: CCDC 737193: Experimental Crystal Structure Determination

description: Related Article: M.Fondo, N.Ocampo, A.M.Garcia-Deibe, J.Sanmartin|2009|Inorg.Chem.|48|4971|doi:10.1021/ic900292h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccsr3vg
title: CCDC 737206: Experimental Crystal Structure Determination

description: Related Article: T.Cadenbach, C.Gemel, T.Bollermann, R.A.Fischer|2009|Inorg.Chem.|48|5021|doi:10.1021/ic802283r
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.