cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14035292
title: EBAII n1 scRNAseq : Training intermediate Seurat (v5) objects

description: Intermediate Seurat (v5) objects produced for the EBAII n1 single cell RNAseq training.



01_TD3A_S5_Metrics.Tech_31053.4587.RDS : Technical metrics (nFeature, nCount, ...)

02_TD3A_S5_Metrics.All_31053.4587.RDS : Biological metrics (%mito, %ribo, %stress)

03_TD3A_S5_CC_31053.4587.RDS : Estimated cell cycles scores and phase

04_TD3A_S5_Metrics.Filtered_12508.4278.RDS : Cells and features filtered according to metrics

05_TD3A_S5_Doublets.filtered_12508.4035.RDS : Cell doublets removed

06_TD3A_S5_LogNorm_12508.4035.RDS : LogNormalization applied

07_TD3A_S5_Scaled.2k_12508.4035.RDS : Scaling using 2000 HVGs

08_TD3A_S5_Scaled.2k_Reg.PCrb_12508.4035.RDS : Same with regression for percent_rb (% ribo)

09_TD3A_S5_DimRed.PCA_12508.4035.RDS : PCA with 50 components

10_TD3A_S5_Clustered.0.8_12508.4035.RDS : Louvain clustering with resolution 0.8

11_TD3A.TDCT_S5_Merged_12926.3886 : Merging of the pre-processed TD3A and TDCT samples (each halved for its cells, using random subsampling with the seed 1337)

12_TD3A.TDCT_S5_Integrated_12926.3886.RDS : Results of TD3A and TDCT samples integration using 4 different methods (Seurat's CCA, RPCA, Harmony ; and standalone Harmony), and Louvain clustering for each (res 0.8)

13_TD3A.TDCT_S5_Integrated_Annotated.RDS : Results of the automatic cell type annotation
DOI: 10.5281/zenodo.14035293
title: EBAII n1 scRNAseq : Training intermediate Seurat (v5) objects

description: Intermediate Seurat (v5) objects produced for the EBAII n1 single cell RNAseq training.



01_TD3A_S5_Metrics.Tech_31053.4587.RDS : Technical metrics (nFeature, nCount, ...)

02_TD3A_S5_Metrics.All_31053.4587.RDS : Biological metrics (%mito, %ribo, %stress)

03_TD3A_S5_CC_31053.4587.RDS : Estimated cell cycles scores and phase

04_TD3A_S5_Metrics.Filtered_12508.4278.RDS : Cells and features filtered according to metrics

05_TD3A_S5_Doublets.filtered_12508.4035.RDS : Cell doublets removed

06_TD3A_S5_LogNorm_12508.4035.RDS : LogNormalization applied

07_TD3A_S5_Scaled.2k_12508.4035.RDS : Scaling using 2000 HVGs

08_TD3A_S5_Scaled.2k_Reg.PCrb_12508.4035.RDS : Same with regression for percent_rb (% ribo)

09_TD3A_S5_DimRed.PCA_12508.4035.RDS : PCA with 50 components

10_TD3A_S5_Clustered.0.8_12508.4035.RDS : Louvain clustering with resolution 0.8

11_TD3A.TDCT_S5_Merged_12926.3886 : Merging of the pre-processed TD3A and TDCT samples (each halved for its cells, using random subsampling with the seed 1337)

12_TD3A.TDCT_S5_Integrated_12926.3886.RDS : Results of TD3A and TDCT samples integration using 4 different methods (Seurat's CCA, RPCA, Harmony ; and standalone Harmony), and Louvain clustering for each (res 0.8)

13_TD3A.TDCT_S5_Integrated_Annotated.RDS : Results of the automatic cell type annotation
DOI: 10.23634/mmu.00636962
title: Messaging that appeals to intrinsic or relational values show potential to shift demand for wildlife as pets - data

description: 1. Overharvesting of wildlife for trade is a key driver of biodiversity loss. Messaging that is aligned with people’s values could play a significant role in reducing this impact through behaviour change.
2. Using an online survey, we sought to gauge the willingness among bird hobbyists, breeders, and song contestants to change their bird-keeping behaviours, and to identify barriers to such change. We then evaluated the persuasiveness of various messages that potentially align with people’s values (e.g. addressing conservation, cultural, and health considerations), each framed as positive or negative, and with outcomes involving a move to commercially bred birds or cessation of purchasing wild-caught birds .
3. We identified a degree of plasticity in behaviour, with most respondents perceiving the keeping of wild-caught birds to be a conservation problem, and a majority claiming they would attempt to breed birds in the future. However, while most respondents acknowledged the illegality of both buying and catching wild birds, they also recognised that most birds in markets are wild-caught because they are easier and cheaper to source than captive-bred birds.
4. Messages about the damage done by over-exploitation to wild bird populations, to the future of bird-keeping itself, and about the benefits of keeping captive-bred over wild-caught birds, were most effective. Messages about generational, legal and especially health concerns appeared to gain little traction. The persuasiveness of these messages varied little across bird-keeping groups, but age- and user-groups differed in their most trusted sources of information and the media they consulted.
5. Our results suggest that appealing to people’s concern over the intrinsic value of wildlife or the relational value of cultural heritage can be more effective at shifting demand for wildlife products than more instrumental or utilitarian considerations.
DOI: 10.5287/ora-xmnwpdgaj
title: Trace and major element analysis for rock samples from Lodwar and its environs, Turkana County, Kenya

description: 53 of 69 rock samples collected in the Lodwar region (Turkana County, Kenya) in February to June 2018 were processed and analysed to assess their chemical composition. The samples were finely ground and analysed for major elements including Na, Mg, Al, P, S, K, Ca, Fe, and Mn, as well as trace elements such as Ti, Cr, Co, Ni, Cu, Zn, As, Se, Mo, and Pb. The analytical work was conducted at the International Centre of Agriculture and Forestry (ICRAF) laboratory using X-ray diffraction (XRD) techniques. To ensure the accuracy and reliability of the results, quality control measures included meticulous sample grinding, calibration of XRD instruments, and the use of certified reference materials. This dataset provides valuable insights into the elemental composition of the rock samples, which is crucial for understanding their potential influence on groundwater quality in the region. 

The XRD analysis facilitated the identification of key minerals present in the rock samples, such as feldspars, micas, and oxides. These minerals are critical for understanding the geochemical behavior of the rocks. Their presence and abundance influence the weathering processes and the subsequent release of elements into groundwater. For example, high concentrations of feldspar can lead to increased levels of potassium and sodium in groundwater, while the presence of iron oxides can impact water coloration and quality. This dataset provides additional insights into the mineralogical and elemental composition of the rocks, which is crucial for predicting their impact on groundwater quality and understanding the potential geochemical interactions within the region.

Related publications include: 

Tanui, F., Olago, D., Dulo, S., Ouma, G. & Kuria. Z. (2021). Petrography and Geochemistry of the Rocks in Lodwar, Kenya and their Influences on Groundwater Quality. Africa Journal of Physical Sciences Vol. 6, pp. 15-44. https://uonjournals.uonbi.ac.ke/ojs/index.php/ajps/article/view/1026/932 (https://ora.ox.ac.uk/objects/uuid:775da78c-a7a7-47bf-b296-9ac5e88948f7); Tanui, F. (2021).

Tanui, F. (2021). Characterization of the Hydrogeology of the Lodwar Alluvial Aquifer System, Turkana County, Kenya. A thesis submitted in fulfilment of the requirements for the award of the degree of Doctor of Philosophy in Geology of the University of Nairobi. http://erepository.uonbi.ac.ke/handle/11295/157075

Tanui, F., Olago, D., Dulo, S. Ouma, G., & Kuria, Z. (2020). Hydrogeochemistry of a strategic alluvial aquifer system in a semi-arid setting and its implications for potable urban water supply: The Lodwar Alluvial Aquifer System (LAAS), Groundwater for Sustainable Development, Volume 11. https://doi.org/10.1016/j.gsd.2020.100451
DOI: 10.15468/dl.nwj5qm
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "GadmGid is POL.11_1",
 "TaxonKey is Campylopus introflexus (Hedw.) Brid."
 ]
}

 The dataset includes 82 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022142-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkc72e
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "GadmGid is POL.11_1",
 "TaxonKey is Campylopus introflexus (Hedw.) Brid."
 ]
}

 The dataset includes 82 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022144-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/ecbe-cn54
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.17632/pm4zgcc9tt.1
title: Morphometric Analysis of The Distal Epiphyses of Titanosaur Radius and Ulna Bones: A Case from Central India

description: TPS files (.tps) of landmark coordinates of distal articular surface of radius and ulna bones of eusauropods, along with photographs/illustrations of distal articular surface of radius and ulna bones. MorphoJ files of containing PCA and other analysis performed with the shape of the distal articular surface of radius and ulna bones of eusauropods.
DOI: 10.17632/pm4zgcc9tt.2
title: Morphometric Analysis of The Distal Epiphyses of Titanosaur Radius and Ulna Bones: A Case from Central India

description: TPS files (.tps) of landmark coordinates of distal articular surface of radius and ulna bones of eusauropods, along with photographs/illustrations of distal articular surface of radius and ulna bones. MorphoJ files of containing PCA and other analysis performed with the shape of the distal articular surface of radius and ulna bones of eusauropods.
DOI: 10.15468/dl.d2jmge
title: Occurrence Download

description: A dataset containing 128364 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Xerces Society - Bumble Bee Watch"
 ]
}

 The dataset includes 128364 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022133-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/pm4zgcc9tt.3
title: Supporting Data set for: Morphometric Analysis of The Distal Epiphyses of Titanosaur Radius and Ulna Bones: A Case from Central India

description: TPS files (.tps) of landmark coordinates of distal articular surface of radius and ulna bones of eusauropods, along with photographs/illustrations of distal articular surface of radius and ulna bones. MorphoJ files of containing PCA and other analysis performed with the shape of the distal articular surface of radius and ulna bones of eusauropods.
DOI: 10.48366/r756678
title: Machine-learning based soil analysis and classification

description: The adoption of machine learning for the analysis and classification of soil samples is represented in this comparison
DOI: 10.57830/2305287
title: Snowy Plover Monitoring at Point Reyes National Seashore, 1997-2023

description: The Snowy plover monitoring survey keeps track of the breeding population and reproductive success on the beaches of Point Reyes National Seashore (PORE). A census of plovers across all survey sites on PORE is performed, where each observed plover's age, sex, and leg bands (if any) are recorded. Nests found within the survey sites are recorded and tracked across a period of 28 days to monitor each nest's activity, tracking the number of chicks and any chicks lost during that interval. Predator presence and their activity at the time of observation is also documented. This data package contains the result of these surveys from 1997 up to 2023, with data on observed plovers and their leg bands (if any), nesting activity, and predator presence/activity.
DOI: 10.5517/ccdc.csd.cc232s00
title: CCDC 1939081: Experimental Crystal Structure Determination

description: Related Article: Gwon Woo Kim, Bon Kweon Koo|2019|J.Korean Chem.Soc.|63|392|doi:10.5012/jkcs.2019.63.5.392
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/ccdc.csd.cc232s11
title: CCDC 1939082: Experimental Crystal Structure Determination

description: Related Article: Gwon Woo Kim, Bon Kweon Koo|2019|J.Korean Chem.Soc.|63|392|doi:10.5012/jkcs.2019.63.5.392
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/ccdc.csd.cc232s22
title: CCDC 1939083: Experimental Crystal Structure Determination

description: Related Article: Gwon Woo Kim, Bon Kweon Koo|2019|J.Korean Chem.Soc.|63|392|doi:10.5012/jkcs.2019.63.5.392
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/ccdc.csd.cc232s33
title: CCDC 1939084: Experimental Crystal Structure Determination

description: Related Article: Gwon Woo Kim, Bon Kweon Koo|2019|J.Korean Chem.Soc.|63|392|doi:10.5012/jkcs.2019.63.5.392
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/ccdc.csd.cc2jq9h2
title: CCDC 2345134: Experimental Crystal Structure Determination

description: Related Article: Lei Fu, Yang Liu, Zhiyuan Jiang, Zhe Zhang, Qixia Bai, Yu-Qing Li, Zhi Chen, Xiaopeng Li, Pingshan Wang, Tun Wu|2024|Org.Chem.Front.|11|6110|doi:10.1039/D4QO01373E
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/ccdc.csd.cc2jt10f
title: CCDC 2347754: Experimental Crystal Structure Determination

description: Related Article: Fang Zhang, Qichao Zhang, Pei Xie, Lin He, Zhihua Cai, Guangfen Du|2024|Org.Chem.Front.|11|6177|doi:10.1039/D4QO01325E
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/ccdc.csd.cc2k6gt2
title: CCDC 2359714: Experimental Crystal Structure Determination

description: Related Article: Kang Liu, Xiaowang Chi, Yan Guo, Kongqiu Hu, Lei Mei, Jipan Yu, Weiqun Shi|2024|New J.Chem.|48|18241|doi:10.1039/D4NJ03128H
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/ccdc.csd.cc2dxdc3
title: CCDC 2231825: Experimental Crystal Structure Determination

description: Related Article: Kang Liu, Xiaowang Chi, Yan Guo, Kongqiu Hu, Lei Mei, Jipan Yu, Weiqun Shi|2024|New J.Chem.|48|18241|doi:10.1039/D4NJ03128H
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.14002281
title: Minimal dataset to run CAUSEWAY - 5 eQTLGen genes, PLINK european bfiles and 1 Depression MTAG sumstats
DOI: 10.5281/zenodo.14002282
title: Minimal dataset to run CAUSEWAY - 5 eQTLGen genes, PLINK european bfiles and 1 Depression MTAG sumstats
DOI: 10.5281/zenodo.14019157
title: Minimal dataset to run CAUSEWAY - 5 eQTLGen genes, PLINK european bfiles and 1 Depression MTAG sumstats
DOI: 10.5281/zenodo.14020033
title: Minimal dataset to run CAUSEWAY - 5 eQTLGen genes, PLINK european bfiles and 1 Depression MTAG sumstats
DOI: 10.5281/zenodo.14024924
title: Minimal dataset to run CAUSEWAY - 5 eQTLGen genes, PLINK european bfiles and 1 Depression MTAG sumstats
DOI: 10.5281/zenodo.14187210
title: Minimal dataset to run CAUSEWAY - 5 eQTLGen genes, PLINK european bfiles and 1 Depression MTAG sumstats
DOI: 10.15468/dl.v7dyne
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Country is Brazil",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 79 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022145-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25959436
title: TATEK ROAD DELIVERING OVER ALL COLLECTED DATA.xlsx

description: The research includes cost minimization, reduction of lead times, waste reduction (due to unused concrete), on-time delivery performance, and overall project productivity, by utilizing an artificial neural network for inventory model and discrete event simulation for ready mixed concrete delivery model.
DOI: 10.17632/jcf828mv7m.1
title: PGD - OMCUT-HEVs

description: In compliance with the requirements of the 2021 call for grants under the "Plan Estatal de Investigación Científica, Técnica y de Innovación 2021-2023", a Data Management Plan (DMP) was drafted. This DMP followed the guidelines established in the previous State Plan (2017-2020).
To fulfill legislative requirements, all project files were made publicly available. This ensures transparency, facilitates reproducibility, and aligns with open science principles by providing unrestricted access to data and models used throughout the project.
DOI: 10.15468/dl.99zgzw
title: Occurrence Download

description: A dataset containing 2655 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taphrina deformans (Berk.) Tul."
 ]
}

 The dataset includes 2655 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022146-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.30838.73284
title: VON ELMPT’S DETACHMENT AT JASSY ADVANCES INTO WALLACHIA AND CAPTURES BUCHAREST WHICH HAD NOMINAL OTTOMAN PRESENCE- 17 NOVEMBER 1769
DOI: 10.13140/rg.2.2.34613.60643
title: The most cited publications in the topic of Financial market and COVID-19 on Google scholar
DOI: 10.13140/rg.2.2.15634.38088
title: Control Opal (White) and Treated Opal (Blue)
DOI: 10.13140/rg.2.2.35767.04004
title: Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena OMAR BELHAMITI in recognition of the review contributed to the journal The Editors of Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena
DOI: 10.13140/rg.2.2.14769.30565
title: غلاف لتسليم المشروع الفصلي، للفرقة الأولي، مدني
DOI: 10.15468/dl.qq2rz7
title: Occurrence Download

description: A dataset containing 56 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((-97.5 -75,-90 -75,-90 -67.5,-97.5 -67.5,-97.5 -75))"
 ]
}

 The dataset includes 56 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042669-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.14192.58880
title: Boletín informativo Semestral de Actividades de MAPANCE
DOI: 10.13140/rg.2.2.16709.17122
title: DATA Manuscript Economic Dishonesty
DOI: 10.13140/rg.2.2.18182.09287
title: 1671 publications in the topic of Fiscal Decentralization on the Research Gate
DOI: 10.13140/rg.2.2.12414.92481
title: TUGAS UAS ETIKA PM A
DOI: 10.13140/rg.2.2.17605.37601
title: La implementación del desarrollo urbano en Medellín, amplía la brecha de la desigualdad
DOI: 10.5281/zenodo.17397964
title: TABLE 1 in New records of two goby species from Taiwan, northwestern Pacific Ocean (Gobiiformes: Gobiidae)

description: TABLE 1. Meristic characters of Egglestonichthys melanoptera (Visweswara Rao, 1971). Data of other specimens were retrieved from Larson & Hoese (1997). Abbreviation: A, anal-fin; P-V, dorsal-fin interdigitation pattern. Pairedfin characters are presented as left/right whenever available; and caudal-fin rays are presented as upper/lower whenever available.
This studyLarson & Hoese (1997)NMMB-P 22723NMMB-P 38470NMMB-P 40719NMMB-P 41619n=6Dorsal-fin raysVI–I, 10VI–I, 10VI–I, 10VI–I, 10VI–I, 10Pectoral-fin rays21/2120/2021/2122/2120–22Pelvic-fin raysI, 5/I, 5I, 5/I, 5I, 5/I, 5I, 5/I, 5-Anal-fin raysI, 9I, 9I, 9I, 9I, 8–9Caudal-fin rays (segmented)9/89/89/89/89/8Caudal-fin rays (branched)8/78/78/78/78/7Caudal-fin rays (unsegmented)6/66/66/56/67/6Logitudinal scale rows3339373735–45Transverse scale rows1112131412–14Circumpeduncular scales1616181714–16Predorsal scalesN/A26N/A2329–37Gill rakers3+1+14=183+1+14=183+1+14=183+1+15=193–5+1+14–15=18–21Vertebrae10+16=2610+16=2610+16=2610+16=2610+16=26P-V3/22110/93/22110/93/22110/93/22110/93/22110/9A pterygiophores anterior to first haemal spine22221–2
description: Published as part of Su, Yo, Hsu, Yu-Chieh & Ho, Hsuan-Ching, 2025, New records of two goby species from Taiwan, northwestern Pacific Ocean (Gobiiformes: Gobiidae), pp. 71 in Zootaxa 5693 (1) on page 71, DOI: 10.11646/zootaxa.5693.1.4, http://zenodo.org/record/17323465
DOI: 10.13140/rg.2.2.13201.35687
title: WALLACHIAN OTTOMAN VASSAL’s ATTACK ON BUCHAREST IS REPULSED BY MAJOR GENERAL ZAMIATNIN
DOI: 10.15468/sc5bka
title: Données naturalistes opportunistes issues de la plateforme INaturalist-Données naturalistes opportunistes "a2b"

description: Données naturalistes opportunistes saisies sur iNaturalist à partir du compte "a2b"
DOI: 10.13140/rg.2.2.36689.45924
title: PLAGUE BREAKS OUT AND KILLS A LARGE NUMBER OF RUSSIANS INCLUDING THE CORPS COMMANDER VON STOFFELN