cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc4qmct
title: CCDC 140906: Experimental Crystal Structure Determination

description: Related Article: N.Choi, G.Conole, J.D.King, M.J.Mays, M.McPartlin, C.L.Stone|2000|J.Chem.Soc.,Dalton Trans.||395|doi:10.1039/a906611j
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/cc4srpb
title: CCDC 142962: Experimental Crystal Structure Determination

description: Related Article: O.Schrake, M.H.Franz, R.Wartchow, H.M.R.Hoffmann|2000|Tetrahedron|56|4453|doi:10.1016/S0040-4020(00)00330-6
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/cc4kjz5
title: CCDC 136027: Experimental Crystal Structure Determination

description: Related Article: N.L.Alvarenga, E.A.Ferro, A.G.Ravelo, M.L.Kennedy, M.A.Maestro, A.G.Gonzalez|2000|Tetrahedron|56|3771|doi:10.1016/S0040-4020(00)00301-X
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/cc4n3hc
title: CCDC 138492: Experimental Crystal Structure Determination

description: Related Article: Yang Wang, Jie Sun, Kuiling Ding|2000|Tetrahedron|56|4447|doi:10.1016/S0040-4020(00)00368-9
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/cc500ms
title: CCDC 148974: Experimental Crystal Structure Determination

description: Related Article: Pilho Kim, M.M.Olmstead, M.H.Nantz, M.J.Kurth|2000|Tetrahedron Lett.|41|4029|doi:10.1016/S0040-4039(00)00581-5
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/cc500nt
title: CCDC 148975: Experimental Crystal Structure Determination

description: Related Article: Pilho Kim, M.M.Olmstead, M.H.Nantz, M.J.Kurth|2000|Tetrahedron Lett.|41|4029|doi:10.1016/S0040-4039(00)00581-5
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/cc500pv
title: CCDC 148976: Experimental Crystal Structure Determination

description: Related Article: M.J.Haddadin, M.J.Kurth, M.M.Olmstead|2000|Tetrahedron Lett.|41|5613|doi:10.1016/S0040-4039(00)00908-4
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/cc500qw
title: CCDC 148977: Experimental Crystal Structure Determination

description: Related Article: M.J.Haddadin, M.J.Kurth, M.M.Olmstead|2000|Tetrahedron Lett.|41|5613|doi:10.1016/S0040-4039(00)00908-4
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/cc50229
title: CCDC 149019: Experimental Crystal Structure Determination

description: Related Article: N.Coskun, F.T.Tat, O.O.Guven, D.Ulku, C.Arici|2000|Tetrahedron Lett.|41|5407|doi:10.1016/S0040-4039(00)00864-9
description: Related Article: N.Coskun, F.T.Tat, O.O.Guven|2001|Tetrahedron|57|3413|doi:10.1016/S0040-4020(01)00184-3
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/cc50207
title: CCDC 149017: Experimental Crystal Structure Determination

description: Related Article: D.N.Butler, Muhong Shang, R.N.Warrener|2000|Tetrahedron Lett.|41|5985|doi:10.1016/S0040-4039(00)00956-4
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/cc503t2
title: CCDC 149073: Experimental Crystal Structure Determination

description: Related Article: Wing Hong Chan, A.W.M.Lee, Ping Fang Xia, Wai-Yeung Wong|2000|Tetrahedron Lett.|41|5725|doi:10.1016/S0040-4039(00)00949-7
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/cc4m7zy
title: CCDC 137670: Experimental Crystal Structure Determination

description: Related Article: R.Nogita, K.Matohara, M.Yamaji, T.Oda, Y.Sakamoto, T.Kumagai, Chultack Lim, M.Yasutake, T.Shimo, C.W.Jefford, T.Shinmyozu|2004|J.Am.Chem.Soc.|126|13732|doi:10.1021/ja030032x
description: Related Article: K.Matohara, C.Lim, M.Yasutake, R.Nogita, T.Koga, Y.Sakamoto, T.Shinmyozu|2000|Tetrahedron Lett.|41|6803|doi:10.1016/S0040-4039(00)01152-7
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/cc4k05v
title: CCDC 135506: Experimental Crystal Structure Determination

description: Related Article: P.K.Baker, M.G.B.Drew, A.W.Johans, L.A.Latif|2000|J.Organomet.Chem.|602|115|doi:10.1016/S0022-328X(00)00136-4
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/cc4m800
title: CCDC 137671: Experimental Crystal Structure Determination

description: Related Article: R.Nogita, K.Matohara, M.Yamaji, T.Oda, Y.Sakamoto, T.Kumagai, Chultack Lim, M.Yasutake, T.Shimo, C.W.Jefford, T.Shinmyozu|2004|J.Am.Chem.Soc.|126|13732|doi:10.1021/ja030032x
description: Related Article: K.Matohara, C.Lim, M.Yasutake, R.Nogita, T.Koga, Y.Sakamoto, T.Shinmyozu|2000|Tetrahedron Lett.|41|6803|doi:10.1016/S0040-4039(00)01152-7
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/cc4k06w
title: CCDC 135507: Experimental Crystal Structure Determination

description: Related Article: P.K.Baker, M.G.B.Drew, A.W.Johans, L.A.Latif|2000|J.Organomet.Chem.|602|115|doi:10.1016/S0022-328X(00)00136-4
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/cc4k07x
title: CCDC 135508: Experimental Crystal Structure Determination

description: Related Article: P.K.Baker, M.G.B.Drew, A.W.Johans, L.A.Latif|2000|J.Organomet.Chem.|602|115|doi:10.1016/S0022-328X(00)00136-4
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/cc4k08y
title: CCDC 135509: Experimental Crystal Structure Determination

description: Related Article: P.K.Baker, M.G.B.Drew, A.W.Johans, L.A.Latif|2000|J.Organomet.Chem.|602|115|doi:10.1016/S0022-328X(00)00136-4
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: 10.22008/fk2/iw73uu/94ueez
title: KAN_U_hour.csv

description: Uploaded with pyDataverse 2025-12-03 16:57
DOI: 10.22008/fk2/iw73uu/lzbs4d
title: KAN_L_month.csv

description: Uploaded with pyDataverse 2025-12-03 16:58
DOI: 10.22008/fk2/iw73uu/riwkie
title: KAN_L_hour.csv

description: Uploaded with pyDataverse 2025-12-03 16:58
DOI: 10.22008/fk2/iw73uu/j213jm
title: KAN_L_month.nc

description: Uploaded with pyDataverse 2025-12-03 16:58
DOI: 10.22008/fk2/iw73uu/u1gwtg
title: KAN_L_hour.nc

description: Uploaded with pyDataverse 2025-12-03 16:59
DOI: 10.5281/zenodo.18674201
title: Resilient Edge: Architectural Optimization for Real-Time Network Fault Diagnosis on Resource-Constrained Embedded Systems

description: Experimental Dataset & Codebase: TinyML for Embedded Network Fault Diagnosis

This repository contains the complete curated training datasets, Python machine learning pipeline, and C++ hardware deployment code from a longitudinal experimental campaign evaluating the "Resilient Edge" TinyML framework on severely resource-constrained ESP32 microcontrollers. The codebase and data were generated to validate a novel Decision Tree Distillation technique and physics-based feature extraction pipeline designed for noisy and attenuated 2.4 GHz wireless environments.

Note: The standalone, comprehensive raw telemetry dataset corresponding to this work is available at DOI: 10.5281/zenodo.18470802.

📄 ASSOCIATED MANUSCRIPT

This dataset and codebase support the findings presented in the research article:

"Resilient Edge: Architectural Optimization for Real-Time Network Fault Diagnosis on Resource-Constrained Embedded Systems"

📂 REPOSITORY STRUCTURE

Resilient_Edge_TinyML_Codebase/
│
├── 01_Raw_Data/                   (Original Server Logs - ESP32 to Gateway)
├── 02_Processed_Data/             (Curated CSVs after ETL processing)
├── 03_Models/                     (Compiled .pkl binaries & .h C-headers)
├── 04_ESP32_Hardware_Code/        (Arduino sketch for TinyML deployment)
│   └── TinyML-Experiment/
│       ├── TinyML-Experiment.ino
│       └── model.h
├── 05_Python_Codebase/            (Modular ML Pipeline & Reproducibility)
│   ├── 01_ETL_Pipeline_load_inspect.py
│   ├── ... 
│   └── 15_Energy_Comparison.py
├── 06_Exported_Figures/           (High-resolution manuscript plots)
└── README.md


📊 KEY DATA / COLUMN DEFINITIONS



R_i: Extracted resistance/congestion feature from the wireless channel.

L_i: Extracted inductance/attenuation feature.

J_i: Extracted jitter/jerk feature from packet dynamics.

latency_us: On-device inference latency measured in microseconds (µs).

fault_class: Ground truth label for the diagnosed network state.


🛠 USAGE

The included Python scripts in the 05_Python_Codebase/ folder are numbered sequentially (01 to 15). Running these scripts in order will process the datasets, train the AI models, and automatically reproduce the Speed vs. Accuracy Pareto optimization figures found in the associated manuscript.

To replicate the hardware benchmarks (e.g., the 0.26 µs inference latency), compile and flash the TinyML-Experiment.ino file directly to an ESP32 microcontroller.

Environment: Python 3.x, Scikit-Learn, Pandas, Matplotlib, Seaborn, Arduino IDE (v1.8+ or v2.x with ESP32 Core).
DOI: 10.5281/zenodo.18674202
title: Resilient Edge: Architectural Optimization for Real-Time Network Fault Diagnosis on Resource-Constrained Embedded Systems

description: Experimental Dataset & Codebase: TinyML for Embedded Network Fault Diagnosis

This repository contains the complete curated training datasets, Python machine learning pipeline, and C++ hardware deployment code from a longitudinal experimental campaign evaluating the "Resilient Edge" TinyML framework on severely resource-constrained ESP32 microcontrollers. The codebase and data were generated to validate a novel Decision Tree Distillation technique and physics-based feature extraction pipeline designed for noisy and attenuated 2.4 GHz wireless environments.

Note: The standalone, comprehensive raw telemetry dataset corresponding to this work is available at DOI: 10.5281/zenodo.18470802.

📄 ASSOCIATED MANUSCRIPT

This dataset and codebase support the findings presented in the research article:

"Resilient Edge: Architectural Optimization for Real-Time Network Fault Diagnosis on Resource-Constrained Embedded Systems"

📂 REPOSITORY STRUCTURE

Resilient_Edge_TinyML_Codebase/
│
├── 01_Raw_Data/                   (Original Server Logs - ESP32 to Gateway)
├── 02_Processed_Data/             (Curated CSVs after ETL processing)
├── 03_Models/                     (Compiled .pkl binaries & .h C-headers)
├── 04_ESP32_Hardware_Code/        (Arduino sketch for TinyML deployment)
│   └── TinyML-Experiment/
│       ├── TinyML-Experiment.ino
│       └── model.h
├── 05_Python_Codebase/            (Modular ML Pipeline & Reproducibility)
│   ├── 01_ETL_Pipeline_load_inspect.py
│   ├── ... 
│   └── 15_Energy_Comparison.py
├── 06_Exported_Figures/           (High-resolution manuscript plots)
└── README.md


📊 KEY DATA / COLUMN DEFINITIONS



R_i: Extracted resistance/congestion feature from the wireless channel.

L_i: Extracted inductance/attenuation feature.

J_i: Extracted jitter/jerk feature from packet dynamics.

latency_us: On-device inference latency measured in microseconds (µs).

fault_class: Ground truth label for the diagnosed network state.


🛠 USAGE

The included Python scripts in the 05_Python_Codebase/ folder are numbered sequentially (01 to 15). Running these scripts in order will process the datasets, train the AI models, and automatically reproduce the Speed vs. Accuracy Pareto optimization figures found in the associated manuscript.

To replicate the hardware benchmarks (e.g., the 0.26 µs inference latency), compile and flash the TinyML-Experiment.ino file directly to an ESP32 microcontroller.

Environment: Python 3.x, Scikit-Learn, Pandas, Matplotlib, Seaborn, Arduino IDE (v1.8+ or v2.x with ESP32 Core).
DOI: 10.22008/fk2/iw73uu/p43dej
title: KAN_L_day.csv

description: Uploaded with pyDataverse 2025-12-03 16:59
DOI: 10.22008/fk2/iw73uu/uvgguo
title: KAN_L_day.nc

description: Uploaded with pyDataverse 2025-12-03 16:59
DOI: 10.22008/fk2/iw73uu/h852ro
title: SDL_month.csv

description: Uploaded with pyDataverse 2025-12-03 17:00
DOI: 10.22008/fk2/iw73uu/ak2xyp
title: SDL_day.nc

description: Uploaded with pyDataverse 2025-12-03 17:00
DOI: 10.22008/fk2/iw73uu/q1aelz
title: SDL_day.csv

description: Uploaded with pyDataverse 2025-12-03 17:00
DOI: 10.22008/fk2/iw73uu/ma4zk3
title: SDL_hour.nc

description: Uploaded with pyDataverse 2025-12-03 17:01
DOI: 10.22008/fk2/iw73uu/rqpgde
title: SDL_month.nc

description: Uploaded with pyDataverse 2025-12-03 17:01
DOI: 10.22008/fk2/iw73uu/tbfafh
title: SDL_hour.csv

description: Uploaded with pyDataverse 2025-12-03 17:01
DOI: 10.22008/fk2/iw73uu/zwmook
title: QAS_A_month.nc

description: Uploaded with pyDataverse 2025-12-03 17:02
DOI: 10.22008/fk2/iw73uu/2wqjjk
title: QAS_A_day.csv

description: Uploaded with pyDataverse 2025-12-03 17:02
DOI: 10.22008/fk2/iw73uu/4qhirc
title: QAS_A_month.csv

description: Uploaded with pyDataverse 2025-12-03 17:02
DOI: 10.22008/fk2/iw73uu/qvkqkj
title: QAS_A_hour.nc

description: Uploaded with pyDataverse 2025-12-03 17:03
DOI: 10.22008/fk2/iw73uu/9ejeic
title: QAS_A_day.nc

description: Uploaded with pyDataverse 2025-12-03 17:03
DOI: 10.22008/fk2/iw73uu/4yf9h0
title: QAS_A_hour.csv

description: Uploaded with pyDataverse 2025-12-03 17:03
DOI: 10.22008/fk2/iw73uu/uqc8vx
title: UPE_U_hour.csv

description: Uploaded with pyDataverse 2025-12-03 17:03
DOI: 10.22008/fk2/iw73uu/0eq2y2
title: UPE_U_hour.nc

description: Uploaded with pyDataverse 2025-12-03 17:04
DOI: 10.22008/fk2/iw73uu/5duvda
title: UPE_U_day.nc

description: Uploaded with pyDataverse 2025-12-03 17:04
DOI: 10.15468/dl.05maxv
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020535-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6crg6d
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera franchetii X.F.Gao & Schrire"
 ]
}

 The dataset includes 56 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031513-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4kyjn
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051093-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yjk5r
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera frutescens L.f."
 ]
}

 The dataset includes 333 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031524-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbngwu
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029954-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v7kq9
title: Occurrence Download

description: A dataset containing 1370157300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1370157300 records from 10971 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240208-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/gdp-79f-n6n
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gjj-0e5-sva
title: Ellipsocephalus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6n4-eqg-wwc
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mne-vs8-tsr
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r9v-efe-acz
title: †Pinacoceras metternichi (Hauer, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w0a-vem-ave
title: Amarassites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g5n-ja6-7rp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ak-325-9e7
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n4k-4g0-6bb
title: Arcestes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/34k-pr6-dyf
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mwn-vcc-e49
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6mx-qwn-f95
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yyw-vl5-6bj
title: Favites pentagona (Esper, 1790)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zq6-qg3-j1b
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6vw-hz4-57s
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ajx-sgv-hvr
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vx0-m5a-mlt
title: Porifera Grant, 1836

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