cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/6ws-b04-4jx
title: Portunus (Portunus) pelagicus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/fp0-t58-6bb
title: Uca inversa (Hoffmann 1874)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/sna-3cm-ybs
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/f9d-bcs-fqy
title: Liocarcinus vernalis (Risso 1816)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/lxl-5wb-cew
title: Thalamita crenata Rüppell 1830

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/nws-acy-f40
title: Cancer pagurus Linnaeus 1758

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/l6c-pq2-hy1
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/s3c-twt-zm0
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.5281/zenodo.18235368
title: CAFE Framework - Biosignal Data for Elderly Monitoring

description: CAFE Framework - Complete Raw Data Package for F1000Research

This dataset contains the complete raw underlying data for the manuscript:"Compact Adaptive Feature Extraction (CAFE): A Bandwidth-Aware Multi-Domain Monitoring Framework for Elderly Care"

Published in: F1000Research (2025)Authors: Abdulhameed ZN, Al Mashhadany Y, Salman TM

FILES INCLUDED (13 files):

Core Data Tables:- feature_statistics.csv - Population feature statistics (Table 3)- method_comparison_results.csv - Performance comparison (Table 4)- event_detection_results.csv - Event detection summary (Table 5)- bandwidth_adaptation_data.csv - Adaptive transmission (Table 7)

Statistical Analysis:- bootstrap_resampling_results.csv - 1000 bootstrap iterations (ΔF1, 95% CI, p-value)- fall_risk_validation.csv - Binary classification metrics- roc_curve_data.csv - ROC curve coordinates (Figure 5, AUC=0.70)

Reproducibility Files:- per_window_predictions_187.csv - All predictions for independent verification- fig3a_feature_distributions.csv - Figure 3a boxplot data- fig3b_feature_stability_cv.csv - Figure 3b stability data- fig3c_feature_importance.csv - Figure 3c importance rankings- analysis_parameters.txt - Complete methodological parameters- README.txt - Comprehensive documentation

DATASET CHARACTERISTICS:- 163 subjects (128 EEG, 35 EMG/ECG/EOG)- 77 multimodal analysis windows (4-s, 50% overlap)- 187 labeled validation windows- Sampling rate: 256 Hz

KEY RESULTS:- CAFE: 70.8% F1 (5 features, 0.040 kbps)- Statistical: 69.8% F1 (8 features, 0.064 kbps)- ΔF1 = 0.93 pp, 95% CI [-4.51, 6.43], p = 0.393- Bandwidth reduction: 37.5%

LICENSE: CC BY 4.0

CITATION:Abdulhameed ZN, Al Mashhadany Y, Salman TM (2025). Compact Adaptive Feature Extraction (CAFE): A Bandwidth-Aware Multi-Domain Monitoring Framework for Elderly Care. F1000Research.
DOI: 10.3535/plm-pes-cxm
title: Metopograpsus messor (Forskål 1775)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.5281/zenodo.18282312
title: CAFE Framework - Biosignal Data for Elderly Monitoring

description: CAFE Framework - Complete Raw Data Package for F1000Research

This dataset contains the complete raw underlying data for the manuscript:"Compact Adaptive Feature Extraction (CAFE): A Bandwidth-Aware Multi-Domain Monitoring Framework for Elderly Care"

Published in: F1000Research (2025)Authors: Abdulhameed ZN, Al Mashhadany Y, Salman TM

FILES INCLUDED (13 files):

Core Data Tables:- feature_statistics.csv - Population feature statistics (Table 3)- method_comparison_results.csv - Performance comparison (Table 4)- event_detection_results.csv - Event detection summary (Table 5)- bandwidth_adaptation_data.csv - Adaptive transmission (Table 7)

Statistical Analysis:- bootstrap_resampling_results.csv - 1000 bootstrap iterations (ΔF1, 95% CI, p-value)- fall_risk_validation.csv - Binary classification metrics- roc_curve_data.csv - ROC curve coordinates (Figure 5, AUC=0.70)

Reproducibility Files:- per_window_predictions_187.csv - All predictions for independent verification- fig3a_feature_distributions.csv - Figure 3a boxplot data- fig3b_feature_stability_cv.csv - Figure 3b stability data- fig3c_feature_importance.csv - Figure 3c importance rankings- analysis_parameters.txt - Complete methodological parameters- README.txt - Comprehensive documentation

DATASET CHARACTERISTICS:- 163 subjects (128 EEG, 35 EMG/ECG/EOG)- 77 multimodal analysis windows (4-s, 50% overlap)- 187 labeled validation windows- Sampling rate: 256 Hz

KEY RESULTS:- CAFE: 70.8% F1 (5 features, 0.040 kbps)- Statistical: 69.8% F1 (8 features, 0.064 kbps)- ΔF1 = 0.93 pp, 95% CI [-4.51, 6.43], p = 0.393- Bandwidth reduction: 37.5%

LICENSE: CC BY 4.0

CITATION:Abdulhameed ZN, Al Mashhadany Y, Salman TM (2025). Compact Adaptive Feature Extraction (CAFE): A Bandwidth-Aware Multi-Domain Monitoring Framework for Elderly Care. F1000Research.
DOI: 10.3535/0bx-wdb-frv
title: Metopograpsus messor (Forskål 1775)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/wgm-zsq-x9g
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/jrk-bza-d09
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/ww8-pqm-j03
title: Macropodia rostrata (Linnaeus 1761)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/j71-dwc-59b
title: Inachus dorsettensis (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/0vz-gps-7z5
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/qwp-8h1-q4d
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/rna-5f1-2m1
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/evf-74e-ewj
title: Liocarcinus pusillus (Leach 1815)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/h1d-nxm-t3z
title: Cancer pagurus Linnaeus 1758

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/j2y-2k2-hmg
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/5jb-flt-70n
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/bf4-ajs-c4b
title: Macropodia rostrata (Linnaeus 1761)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/v5w-1pv-e8m
title: Macropodia tenuirostris (Leach 1814)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/3gj-llt-969
title: Liocarcinus pusillus (Leach 1815)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/3ha-j1v-a19
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/31t-1z2-ewr
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/cs3-frb-c86
title: Ebalia cranchii Leach 1817

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/ww6-0xy-gzl
title: Thalamita crenata Rüppell 1830

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/hcr-3gy-j39
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/ngt-jcn-ng3
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/4lp-dc0-lsr
title: Liocarcinus vernalis (Risso 1816)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/c04-fkb-jv6
title: Hyas araneus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/xst-eh4-r04
title: Hyas coarctatus Leach 1815

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/dax-ydl-bad
title: Ebalia cranchii Leach 1817

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/3ne-cvm-xzx
title: Coenobita scaevola (Forskaal 1775)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/wpd-nnd-12f
title: Coenobita scaevola (Forskaal 1775)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/9q3-q87-sp2
title: Carcinus maenas (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/l7w-9mh-v4r
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/hwv-rdd-7yw
title: Hyas araneus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/902-4ah-h70
title: Thalamitoides spinigera Nobili 1905

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/9fr-m15-h1j
title: Macropodia tenuirostris (Leach 1814)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/z8n-bbz-qcb
title: Liocarcinus pusillus (Leach 1815)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/md6-se6-ebd
title: Macrophthalmus (Mareotis) depressus Rueppell 1830

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/yt5-nkv-t6t
title: Alpheus lottini Guerin 1829

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/182-es7-376
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/vlh-73s-yxy
title: Liocarcinus pusillus (Leach 1815)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/spe-11r-3hp
title: Macropodia rostrata (Linnaeus 1761)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/1hl-6zv-xy3
title: Gonodactylus botti Manning 1975

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/1r1-lcs-esz
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3886/e244342
title: NNDSS - Table 1C. Arboviral diseases, St. Louis encephalitis virus disease to West Nile virus disease

description: NNDSS - Table 1C. Arboviral diseases, St. Louis encephalitis virus disease to West Nile virus disease - 2021. In this Table, provisional cases* of notifiable diseases are displayed for United States, U.S. territories, and Non-U.S. residents.

Notice: Due to data processing issues at CDC, data for the following jurisdictions may be incomplete for week 7: Alaska, Arizona, California, Connecticut, Delaware, Florida, Hawaii, Louisiana, Maryland, Michigan, Missouri, North Dakota, New Hampshire, New York City, Oregon, Pennsylvania, and Rhode Island.

Note:
This table contains provisional cases of national notifiable diseases from the National Notifiable Diseases Surveillance System (NNDSS). NNDSS data from the 50 states, New York City, the District of Columbia and the U.S. territories are collated and published weekly on the NNDSS Data and Statistics web page (https://wwwn.cdc.gov/nndss/data-and-statistics.html). Cases reported by state health departments to CDC for weekly publication are provisional because of the time needed to complete case follow-up. Therefore, numbers presented in later weeks may reflect changes made to these counts as additional information becomes available. The national surveillance case definitions used to define a case are available on the NNDSS web site at https://wwwn.cdc.gov/nndss/. Information about the weekly provisional data and guides to interpreting data are available at: https://wwwn.cdc.gov/nndss/infectious-tables.html.

Footnotes:
U: Unavailable — The reporting jurisdiction was unable to send the data to CDC or CDC was unable to process the data.
-: No reported cases — The reporting jurisdiction did not submit any cases to CDC.
N: Not reportable — The disease or condition was not reportable by law, statute, or regulation in the reporting jurisdiction.
NN: Not nationally notifiable — This condition was not designated as being nationally notifiable.
NP: Nationally notifiable but not published.
NC: Not calculated — There is insufficient data available to support the calculation of this statistic.
Cum: Cumulative year-to-date counts.
Max: Maximum — Maximum case count during the previous 52 weeks.
* Case counts for reporting years 2020 and 2021 are provisional and subject to change. Cases are assigned to the reporting jurisdiction submitting the case to NNDSS, if the case's country of usual residence is the U.S., a U.S. territory, unknown, or null (i.e. country not reported); otherwise, the case is assigned to the 'Non-U.S. Residents' category. Country of usual residence is currently not reported by all jurisdictions or for all conditions. For further information on interpretation of these data, see https://wwwn.cdc.gov/nndss/document/Users_guide_WONDER_tables_cleared_final.pdf.
†Previous 52 week maximum and cumulative YTD are determined from periods of time when the condition was reportable in the jurisdiction (i.e., may be less than 52 weeks of data or incomplete YTD data).
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description: (Downloaded 1/16/2026)
DOI: 10.3535/7cp-1v1-rsn
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/gkh-vzv-qxw
title: Corystes cassivelaunus (Pennant 1777)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3886/e244342v1
title: NNDSS - Table 1C. Arboviral diseases, St. Louis encephalitis virus disease to West Nile virus disease

description: NNDSS - Table 1C. Arboviral diseases, St. Louis encephalitis virus disease to West Nile virus disease - 2021. In this Table, provisional cases* of notifiable diseases are displayed for United States, U.S. territories, and Non-U.S. residents.

Notice: Due to data processing issues at CDC, data for the following jurisdictions may be incomplete for week 7: Alaska, Arizona, California, Connecticut, Delaware, Florida, Hawaii, Louisiana, Maryland, Michigan, Missouri, North Dakota, New Hampshire, New York City, Oregon, Pennsylvania, and Rhode Island.

Note:
This table contains provisional cases of national notifiable diseases from the National Notifiable Diseases Surveillance System (NNDSS). NNDSS data from the 50 states, New York City, the District of Columbia and the U.S. territories are collated and published weekly on the NNDSS Data and Statistics web page (https://wwwn.cdc.gov/nndss/data-and-statistics.html). Cases reported by state health departments to CDC for weekly publication are provisional because of the time needed to complete case follow-up. Therefore, numbers presented in later weeks may reflect changes made to these counts as additional information becomes available. The national surveillance case definitions used to define a case are available on the NNDSS web site at https://wwwn.cdc.gov/nndss/. Information about the weekly provisional data and guides to interpreting data are available at: https://wwwn.cdc.gov/nndss/infectious-tables.html.

Footnotes:
U: Unavailable — The reporting jurisdiction was unable to send the data to CDC or CDC was unable to process the data.
-: No reported cases — The reporting jurisdiction did not submit any cases to CDC.
N: Not reportable — The disease or condition was not reportable by law, statute, or regulation in the reporting jurisdiction.
NN: Not nationally notifiable — This condition was not designated as being nationally notifiable.
NP: Nationally notifiable but not published.
NC: Not calculated — There is insufficient data available to support the calculation of this statistic.
Cum: Cumulative year-to-date counts.
Max: Maximum — Maximum case count during the previous 52 weeks.
* Case counts for reporting years 2020 and 2021 are provisional and subject to change. Cases are assigned to the reporting jurisdiction submitting the case to NNDSS, if the case's country of usual residence is the U.S., a U.S. territory, unknown, or null (i.e. country not reported); otherwise, the case is assigned to the 'Non-U.S. Residents' category. Country of usual residence is currently not reported by all jurisdictions or for all conditions. For further information on interpretation of these data, see https://wwwn.cdc.gov/nndss/document/Users_guide_WONDER_tables_cleared_final.pdf.
†Previous 52 week maximum and cumulative YTD are determined from periods of time when the condition was reportable in the jurisdiction (i.e., may be less than 52 weeks of data or incomplete YTD data).
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description: (Downloaded 1/16/2026)
DOI: 10.3535/qzj-nxq-rft
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/ne3-4px-njm
title: Pagurus bernhardus (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/q9f-b8y-jwq
title: Macrobrachium lar (Fabricius 1798)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/09p-a3r-xt3
title: Macrobrachium lar (Fabricius 1798)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/94y-7v9-096
title: Macrobrachium lar (Fabricius 1798)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/33z-trz-3n5
title: Macrobrachium lar (Fabricius 1798)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/28w-tjv-x69
title: Macrobrachium lar (Fabricius 1798)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/yqr-kp5-7l6
title: Macrobrachium lar (Fabricius 1798)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/ll1-1en-7zg
title: Macrobrachium australe (Guerin-Meneville 1838)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/sqf-mbl-c0x
title: Macrobrachium australe (Guerin-Meneville 1838)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/5pn-a6w-31j
title: Macrobrachium lamarrei (H. Milne-Edwards 1837)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/pmh-qt5-sp8
title: Macrobrachium superbum (Heller 1862)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/reg-6r8-pyk
title: Macrobrachium hirtimanus (Olivier 1811)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/0v7-jsn-pxy
title: Macrobrachium pilimanus (de Man 1879)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/131-f1p-v7f
title: Macrobrachium pilimanus (de Man 1879)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/kel-nc7-m98
title: Macrobrachium lar (Fabricius 1798)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/cws-px0-dak
title: Macrobrachium pilimanus (de Man 1879)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/m8b-ewh-hp5
title: Macrobrachium australe (Guerin-Meneville 1838)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.