tina huang data scientist

Overall, the literature suggests that Chinese Canadian students demonstrate high levels of achievement and that this academic success is associated with factors such as stronger feelings of ethnic identity, better English language skills in the family, Chinese . The aligned sequences of all individuals with new genomic data reported in this study are available at the European Nucleotide Archive (ENA) under study accession number PRJEB51862. However, its formation, diffusion and interaction with contemporaneous hunter-gatherers from eastern Europe and their interplay with later expansions of Neolithic farmers from southeastern Europe are not well characterized. 1 MtDNA and Y-chromosome phylogenies. The key areas to focus on when getting started in data science [6:01] Tina's five steps to consistently doing anything [11:55] Tina's day-to-day life as a data scientist at one of the world's largest tech companies [20:02] How Tina's computer science background helps her work [26:20] Traditional banking culture vs big tech [32:12] PubMed Ecol. Kotula, A., Piezonka, H. & Tergerger, T. The Mesolithic cemetery of Gro Fredenwalde (north-eastern Germany) and its cultural affiliations. If youd like to learn more about data science, transitioning into computer science, and software engineering, you can also subscribe to my YouTube channel. Patterson, N., Price, A. L. & Reich, D. Population structure and eigenanalysis. Tina Huang Popularity . These European regions, therefore, constitute climatic refugia where human populations survived during the LGM. b, Allele frequencies of different hunter-gatherer groups (coloured dots) on four SNPs related to skin colour (SLC24A5 and SLC45A2), eye colour (HERC2/OCA2) and lactase persistence (LCT). 9; the entire IT and laboratory teams at the Department of Archaeogenetics of MPI-SHH for technical assistance; M. Meyer and S. Nagel for support with single-stranded library preparation; K. Post, P. van Es, J. Glimmerveen, M. Medendorp, M. Sier, S. Dikstra, M. Dikstra, R. van Eerden, D. Duineveld and A. Hoekman for providing access to human specimens from the North Sea (The Netherlands); M. D. Garralda and A. Estalrrich for providing access to human specimens from La Riera (Spain); J. Grski andM. Zajcfor providingaccess tohuman specimensfromMaszycka cave;C. Di Patti for providing access to human specimens from San Teodoro 2 (Italy); P. Blaeviius for providing access to the Donkalnis human remains and the new radiocarbon dates; the Italian Ministry of Culture and Soprintendenza Archeologia Belle Arti e Paesaggio for the Provinces of Verona, Rovigo, and Vicenza for granting access to the human remains of Tagliente 2; F. Fontana, who carries out investigations of the Riparo Tagliente site (Italy); the Friuli Venezia Giulia Superintendency for providing access to the human tooth Pradis 1; and the Soprintendenza Archeologia Belle Arti e Paesaggio for the Provinces of Barletta-Andria-Trani and Foggia for providing access to the Paglicci human remains. Showcase your skills and bolster your data science credentials. The tentative placements of low-coverage ancient individuals based on their haplogroup assignment (Supplementary Data 1.A) are indicated with arrows on the respective branches. The similarity between Goyet Q116-1 and Goyet Q376-3 and the Fournol cluster is also observed at the mtDNA level, with both groups including individuals who carried mtDNA haplogroup M, which has not been found in European individuals from after the LGM24 (Extended Data Figs. Edit your profile. Individuals with libraries showing signs of contamination were further tested using PMD-filtered bam files. The genomic history of the Iberian Peninsula over the past 8,000 years. 6). Genetic ancestry changes in Stone to Bronze Age transition in the East European plain. (2023, March 1). Nat. As of right now, it doesnt seem that MySQL is the right choice for storing data because the database is so large, it would be impossible to find and query the necessary information. tina huang data science Explained in Instagram Photos. 255, 106796 (2021). Natl Acad. Xiamen Guansheng Precision Machinery Co Ltd is a company integrating R&D, production and sales. Besides El Mirn, who has around 43% Villabruna ancestry, all other Magdalenian-associated individuals have a lower proportion of this component (1929%) and can thus be assigned to the GoyetQ2 cluster (Fig. You need more data until you have the right ingredients to make a good recipe, but you also need less data until you have the right amount of ingredients to make a bad recipe. This website is about taking one step at a time to ultimately live more fulfilling lives. A deft hand at turning dense and complicated topics into informative and entertaining videos, theres a ton to learn from every single video. An improved, lightweight and secure authentication scheme in context of fog-centric IoT communication is proposed in this paper to eradicate all the above mentioned security shortfalls of Wajid et al scheme. The f4-statistics were calculated by qpDstat 755 with parameter f4 mode: YES, with the Mbuti.DG population from Africa used as outgroup in all f-statistics analyses. Int. You have unlimited access to all course materials, downloadable resources, and content updates. Ringbauer, H., Novembre, J. ADS Pseudo-haploid genotypes were called on the targeted SNPs by randomly sampling a single allele at each position, resulting in individuals with 6,600 to 1.07 million SNPs covered on the 1.24-million-SNP panel (Extended Data Table 1 and Supplementary Data 1.A). Follow Author. R Programming in Data Science: High Variety Data SQL Server . However, the research team found no evidence for this, on the contrary: hunter-gatherer populations associated with the Gravettian culture and living in central and southern Europe are no longer genetically detectable after the LGM. This was achieved through collaboration with local curators and scientists from the countries where the skeletal material is preserved and who are listed among the authors of this study. Schubert, M., Lindgreen, S. & Orlando, L. AdapterRemoval v2: rapid adapter trimming, identification, and read merging. An early modern human from Romania with a recent Neanderthal ancestor. We further validated the genetic distinction between the Vstonice and Fournol clusters observed in the MDS plot with a series of f4-statistics (Supplementary Data 2.B). Bronk Ramsey, C. Bayesian analysis of radiocarbon dates. Notes 9, 88 (2016). volume615,pages 117126 (2023)Cite this article. They were linked by a common archaeological culture: they used similar weapons and produced similar portable art. The LGM could thus have created a corridor south of the Alps for east-to-west human movements that genetically connected hunter-gatherer populations from the Balkans to Iberia, possibly also via dispersals along existing lower-sea-level coasts32. Lead Advisor - Data Science. Cuando se ampla, se proporciona una lista de opciones de bsqueda para que los resultados coincidan con la seleccin actual. Y.H. In other cases, you may have to create a more complex database structure (such as SQLite). Other proposed climatic refugia for human survival during this period are the Italian peninsula, the Balkans and the southeastern European Plain, but the actual genetic contribution of populations from these regions to post-LGM Europeans is highly debated11,12,13. 5). SDS 563: How to Rock at Data Science with Tina Huang She was not prepared for the complexity of a typical programming language. Complete mitochondrial genome sequence of a Middle Pleistocene cave bear reconstructed from ultrashort DNA fragments. Tina is excellent when it comes to getting overall data science career advice. What is Kagi Chart in Data Visualization? Tina Huang | Data Scientist | Udemy Sci. Science 346, 11131118 (2014). 4, 324333 (2020). Genome Res. Newsletter, Here, data really gets to shine, in that its both the source of truth and the driver of insights. BMC Bioinformatics 15, 356 (2014). Also if you want to see some cat pics. 4, 11 (2007). J. Anthropol. b, Calibrated radiocarbon dates of individuals plotted in a. Ecol. Its the complexity of product development, with all of its moving parts, that makes data immensely powerful. Prfer, K. et al. This might also explain the genetic uniformity of the Oberkassel cluster across large parts of western Eurasia but genomic data from between 15 and 14ka is needed to understand the exact dynamics of this turnover. J. The nuclear DNA contamination was estimated with several methods. By the year 2014 however, 'vape' was named Oxford Dictionary's word of the year. This website is about taking one step at a time to ultimately live more fulfilling lives. Posth, C. et al. You are using a browser version with limited support for CSS. The team analysed the genomes of 356 prehistoric hunter gatherers from different archaeological cultures -- including new data sets of 116 individuals from 14 different European and Central Asian countries. 1), we used pathPhynder99 based on the tree from Karmin et al.100. Extended Data Fig. We identify a genetic ancestry profile in individuals associated with Upper Palaeolithic Gravettian assemblages from western Europe that is distinct from contemporaneous groups related to this archaeological culture in central and southern Europe4, but resembles that of preceding individuals associated with the Aurignacian culture. Between 14 and 8ka, all hunter-gatherers in western and central Europe carried only Oberkassel ancestry, with no detectable contribution from the Sidelkino cluster. Jobs People Learning Dismiss Dismiss. TV Actress. I am Tina Huang, PhD, a data scientist, and the director of the Data Science Learning Center at the University of Arizona. For ds_halfUDG libraries, we called genotypes on all targeted sites from 2bp-masked bam files; for ds_nonUDG libraries, we called genotypes on transversion sites only; for ss_nonUDG libraries, we called genotypes with single-strand mode, which ignores forward reads at C/T polymorphisms and reverse reads at G/A polymorphisms. In this case, the data is being loaded from the MySQL database. and T. Saupe received support from the European Union through the European Regional Development Fund (project no. The youngest individual carrying large portions of hunter-gatherer ancestry in the analysed dataset is from Ostorf in northern Germany, dated to around 5.2ka (>90% Oberkassel clusterplus Sidelkino-clustercomponents)(Supplementary Data 3.F). After a period of limited admixture that spanned the beginning of the Mesolithic, we find genetic interactions between western and eastern European hunter-gatherers,who were also characterized by marked differences in phenotypically relevant variants. Nat. Google Scholar. 8). Tina: Creates YouTube videos with millions of views on data science careers, learning to code, SQL, productivity, and study techniques. In her journey of eventually becoming a data scientist, Tina started out with an undergraduate in Pharmacology. 3b). Empleos Personas Learning . In the MDS plot, we find that all of the newly and previously reported Epigravettian-associated individuals fall within the Villabruna cluster4 (Fig. 8). The baseline of each population was determined using the average heterozygosity rate of individuals estimated from pseudo-diploid genotypes (Supplementary Data 1.E). It is generated automatically, and you can download, view, and share it at any time. H. Rougier and I.C. Content on this website is for information only. The sample size of individualpairsincluded in each groupis reported in SupplementaryData 3.A. This results in a tree with 57 newly reported and previously published ancient individuals while present-day sequences are collapsed in the major Y-chromosome haplogroups (the most basal lineages are not shown). Genetics 203, 881891 (2016). 132, Tables 14 and references. Highly Influential Citations 3. ScienceDaily, 1 March 2023. Furthermore, the gene pool of the western Gravettian populations is found continuously for at least 20,000 years: their descendants who are associated with the Solutrean and Magdalenian cultures stayed in southwestern Europe during the coldest period of the last Ice Age (between 25,000 and 19,000 years ago) and later spread north-eastward to the rest of Europe. Extended Data Fig. A 5700 year-old human genome and oral microbiome from chewed birch pitch. An ECC-based lightweight remote user authentication - Semantic Scholar Tina Huang (@hellotinah) Instagram photos and videos "Ice Age survivors." Empirically, the results show that the proposed BERT fine-tuning model with the SRS technique achieves better results. Author pages are created from data sourced from our academic publisher partnerships and public sources. Mathieson, I. et al. Nat. The genetic history of Ice Age Europe. However, one of my favorites is using supervised learning techniques, such as random forest, SVM, and XGBoost, to discover which features contribute the most to the success of a product. No, there are no prerequisites for enrolling. My name is Tina and I'm a data scientist and YouTuber. Tina Huang Resume I | PDF | Machine Learning | Biology - Scribd In other words, youll never have to worry about validity issues or having to re-take the course after a certain amount of time. 1 and 2). Srie Prhistoire dEurope 9 (ditions, 2001). The de-multiplexed capture sequencing reads were cleaned and mapped to human reference genome hs37d5 using EAGER pipeline 1.92.5564. This study focuses on the people who lived between 35,000 and 5,000 years ago and that are, at least partially, the ancestors of the present-day population of Western Eurasia, including -- for the first time -- the genomes of people who lived during the Last Glacial Maximum (LGM), the coldest phase of the last Ice Age, around 25,000 years ago. Youth Vaping_ An Analysis of an Epidemic.pdf - Georgia Wow! We only plotted groups with more than two individuals and, for this reason, individuals from the GoyetQ116-1 cluster are included here into the Fournol cluster. 26 and Supplementary Data 2.H). Lifetime access to all course materials and updates. How to Become a Data Scientist at FAANG (Ft. Tina Huang) - Morioh Res. Her first stepping stone into data science was being a research assistant in Bioinformatics. 21, 199 (2020). Proc. & Nielsen, R. ANGSD: analysis of next generation sequencing data. 6, 16581668 (2022). Nature (Nature) On the basis of f4-statistics, we find that individuals assigned to the Oberkassel cluster are closer to the Arene Candide 16 genome than any other Epigravettian-associated group from Italy (Supplementary Data 2.F). Genome Biol. Slider with three articles shown per slide. For the placement of individuals onto a Y-chromosomal phylogenetic tree (Extended Data Fig. Notably, the Fournol ancestry provides a better proxy than Goyet Q116-1 for the genetic component found in the GoyetQ2 cluster and in El Mirn (Supplementary Data 2.H). These data suggest that the genetic ancestries identified in the pre-40ka individuals analysed so far went largely extinct or were assimilated by subsequent expansions1,9. With a lot of raw data, you need to put in some work. Using DATES software, we estimated the admixture between Villabruna/Oberkassel and ANE ancestries in these old Sidelkino-cluster-related individuals to around 1513ka (Extended Data Fig. Rohrlach, A. This free online conference is featuring panel discussions from Individuals in western and southwestern Europe related to the Fournol cluster are consistently deposited in cave sites and occasionally exhibit anthropogenic marks whereas individuals related to the Vstonice cluster are buried with grave goods and/or personal ornaments and ochre in open air or cave sites in central-eastern and southern Europe, respectively (Supplementary Figs. Additional details are provided in SupplementaryInformation, section11 and SupplementaryTable 3. The ancient human specimens analysed in this work derive from multiple scientific collaborations. Palaeogenomics of Upper Palaeolithic to Neolithic European hunter Fifth, the Oberkassel ancestry in western and central Europe and the Sidelkino ancestry in eastern Europe remained largely isolated for almost 6,000 years until genetic interactions were first observedaround 8ka in northeastern Germany, possibly associated with cultural exchanges along the Baltics49 and around 7.5ka in the upper Volga region, possibly linked to the spread of pottery in the region50. Initial Upper Palaeolithic humans in Europe had recent Neanderthal ancestry, A genomic Neolithic time transect of hunter-farmer admixture in central Poland, Palaeo-Eskimo genetic ancestry and the peopling of Chukotka and North America, A genetic history of the pre-contact Caribbean, Ancient genomes from the last three millennia support multiple human dispersals into Wallacea, Ancient DNA reveals admixture history and endogamy in the prehistoric Aegean, A 23,000-year-old southern Iberian individual links human groups that lived in Western Europe before and after the Last Glacial Maximum, Genetic history from the Middle Neolithic to present on the Mediterranean island of Sardinia, Ancient DNA from mastics solidifies connection between material culture and genetics of mesolithic huntergatherers in Scandinavia, https://github.com/stschiff/sequenceTools, https://reich.hms.harvard.edu/allen-ancient-dna-resource-aadr-downloadable-genotypes-present-day-and-ancient-dna-data, https://edmond.mpdl.mpg.de/dataset.xhtml?persistentId=doi:10.17617/3.Y1KJMF, https://haproh.readthedocs.io/en/latest/hapROH_with_contamination.html, https://doi.org/10.1007/978-94-017-7206-8_6, https://doi.org/10.1038/s41559-023-01987-0. We applied ANGSD 0.93470 and hapCon71 for libraries from male individuals, and applied contamLD72 and a newly developed method that analyses contamination in ROH for female and male libraries (see Supplementary Information, section2 for a detailed description). You need a lot of information to predict whats going to happen, but then you also need a lot of information to make decisions about what youre going to do. All in the name of developing an amazing product! Mayra Alexandra Castrosqui - Quantitative Analyst - LinkedIn F4-statistics further support this view, revealing that Le Piage II is more closely related to the Fournol clusterthan the Vstonice cluster (f4(Mbuti, Le Piage II; Vstonice, Fournol 85)0, Z=6.58). Commun. 1c and Extended Data Fig. Individuals and groups are plotted with the same colours and symbols as in Fig. They, along with it, will be accessible to you indefinitely. Its not just the top 200 that this competition attracts, but anyone interested in data science. Conversely, the ancestry found in pre-30ka eastern European individuals (Kostenki cluster and Sunghir group) contributed to Gravettian-associated individuals from central and southern Europe (Vstonice cluster), the latter without descendantsretrieved in post-LGM populations from those regions. I'm I've learned SQL before, but I need a refresher. 8 Changes of Sidelkino and Oberkassel ancestry proportions in post-14 ka hunter-gatherers. A 23,000-year-old southern-Iberian individual links human groups that lived in Western Europe before and after the Last Glacial Maximum. Gonzlez-Fortes, G. et al. How to Rock at Data Science with Tina Huang Jon Krohn Consistent with previous findings, none of the analysed groups show the derived allele at SNP rs4988235 on the LCT gene, which is responsible for lactase persistence. In product development, we do lots of opportunity sizing to decide which features to build and what opportunities to invest in. Sikora, M. et al. Fu, Q. et al. She majored in mathematics before switching to computer science. The PCA was calculated with 1379 individuals from 87 western Eurasian modern populations on the 1240k_HO dataset, which was intersected between the 1240k and Human Origins datasets (Supplementary Data 1.K). 3, 765771 (2019). Freshwater radiocarbon reservoir effects at the burial ground of Minino, Northwest Russia. Kozowski, S. K., Potowicz-Bobak, M., Bobak, D. & Terberger, T. New information from Maszycka Cave and the Late Glacial recolonisation of Central Europe. We report 47 new radiocarbon dates performed on skeletal elements of 40 individuals by the Curt-Engelhorn-Zentrum Archaeometrie in Mannheim (MAMS, n=29), Center for Isotope Research, University of Groningen (GrA and GrM, n=5), University of Aarhus (AAR, n=3), Beta Analytics (Beta, n=2), Zrich (ETH, n=3), International Chemical Analysis (ICA, n=2), Natural History Museum in Paris (Echo Lab, n=1) and Vilnius (FTMC, n=2) (Supplementary Data 1.A). Even better your perks will stay yours even after you complete the course. Previously worked at Goldman Sachs and the Ontario Institute for . 2014-2020.4.01.16-0030) and C.L.S. Taipei, Taiwan . of Leiden, 2000). Similarly, the SMS spam collection data achieves 99.20% for the validation and 99.10% for testing. 803147-RESOLUTION (to S.T. We used the default posterior threshold of 0.01, and mapping and sequencing quality cutoffs of 30. This secondary analysis of an ongoing adaptive platform trial examines the effect of multiple interventions for critically ill adults with COVID-19 on longer-term outcomes. 116, 105100 (2020). National Science Council feb. 2009 - feb. 2009 1 maand. Instagram has an infinite scroll, and Uber has different options such as UberXL and Uber Pool. Commun. Moreover, the almost complete genetic replacement of the Magdalenian-associated gene pool raises the hypothesis that parts of Europe were differentially populated during the abrupt climatic variation starting around 14.7ka with the BllingAllerd warming period, creating areas where southern European populations could expand. 3a and Supplementary Fig. 5 YouTubers That Helped Me Break Into Data Science Cassidy, L. M. et al. Since she graduated, shes been working at a company that develops software for the Windows operating system. 1.Introduction. Utilized python and R on high performance computing Linux cluster to discover 3 new cancer mutations. Evol., https://doi.org/10.1038/s41559-023-01987-0 (2023). Article Tina Huang - Climate & Environment Knowledge Analyst - LinkedIn Nat. Petr, M., Pbo, S., Kelso, J. Lcuyer, C., Hillaire-Marcel, C., Burke, A., Julien, M. A. 359, 318 (2015). Genome Biol. Highly recommended for not only people preparing for interviews but for people that just want to improve their coding skills. 7,794 Followers, 14 Following, 9 Posts - See Instagram photos and videos from Tina Huang (@hellotinah) hellotinah. Join now Sign in . de Lige, 2021). We use cookies to improve your experience and give you personalized content. analyzing similar products to compare how they performed, data visualizations with SQL and Python or R, Unimex NetworkPrice Analysis 2021 UMX Token Price Forecast 2021 Umx Token Price Prediction 2021, NKN Token Price Analysis 2021 Nkn Token Price Forecast 2021 nkn Token Price Prediction 2021, CRED Price Analysis 2021 LBA Token Price Forecast 2021 Lba Token Price Prediction 2021, Pearl Price Analysis 2021 PEARL Token Price Forecast 2021 pearl Token Price Prediction 2021, JackPool Price Analysis 2021 JFI Token Price Forecast 2021 Jfi Token Price Prediction 2021, CyberFi Price Analysis 2021 CFI Token Price Forecast 2021 CFI Price Prediction 2021, UNISTAKE Price Analysis 2021 UniStake Token Price Forecast 2021 Unistake Price Prediction 2021, OctoFi Token Price Analysis 2021 OCTO Token Price Forecast 2021 Octo Token Price Prediction 2021, Hedera Hashgraph Price Analysis 2021 HBAR Token Price Forecast 2021 -Hbar Price Prediction 2021. Its like the different ingredients in your recipe. Ecol. Within the pipeline, the adapters were removed by AdapterRemoval 2.2.065, reads were mapped with BWA 0.7.12 aln/samse algorithm66, duplications were removed by DeDup 0.12.1 (https://github.com/apeltzer/DeDup) and damage patterns of each library were checked with mapDamage 2.0.6 and 2.0.967. Olalde, I. 41 Year Olds. ather than doing some data analysis or looking at trends, we wanted to dedicate this bulletin to seven women in tech, data, and science that you should know about. Former Apple and Twitter Engineer Explains Why She Started - Insider Article 5 and Extended Data Fig. Commun. PLoS Genet. Hunter-gatherers carrying an admixed WHG/EHG genetic profile have been sequenced from various regions of northern and eastern Europe, raising the question of how these two types of ancestries formed and interacted with each other through time and space37,38,39,40. Substantially contaminated libraries as well as marginally contaminated libraries of individually analysed genomes were filtered to maintain reads showing postmortem DNA damage (Methods and Supplementary Figs. Natural Language Processing (NLP) is another technique that has a well-deserved position in product development. and H.F. produced a subset of the radiocarbon dates. I help students become independent data scientists who are not just good at data analysis, but are also able to think about their own learning and the world around them. The lsqproject: YES parameter was used to minimize the effect of missing data in ancient individuals. Science 360, eaar7711 (2018). Roebroeks, W., Mussi, M., Svoboda, J. We built 1 to 8 single- and double-stranded genetic libraries for each individual and enriched them for human DNA on 1.24million single nucleotide polymorphisms6 (SNPs), which were then sequenced and yielded 0.04- to 7.64-fold coverage on average over the targeted SNPs. Nat. CNRS, MNHN, Universit de Paris Cit, Muse de lHomme, Paris, France, PALEVOPRIM Lab UMR 7262 CNRS-INEE, University of Poitiers, Poitiers, France, Centre de Valorisation des Collections Scientifiques, Universit de Poitiers, Mignaloux Beauvoir, France, Muses de PoitiersVille de Poitiers, Poitiers, France, Departamento de Geologa, Facultad de Ciencia y Tecnologa, Universidad del Pas Vasco/Euskal Herriko Unibertsitatea (UPV/EHU), Leioa, Spain, Sociedad de Ciencias Aranzadi, Donostia-San Sebastian, Spain, Centro UCM-ISCIII de Investigacin sobre Evolucin y Comportamiento Humanos, Madrid, Spain, Institute of Archaeology, University of Rzeszw, Rzeszw, Poland, Foundation for Rzeszw Archaeological Centre, Rzeszw, Poland, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA, Department of Psychiatry, Harvard Medical School, Boston, MA, USA, Groninger Instituut voor Archeologie, Groningen University, Groningen, The Netherlands, Institute of Archaeology and Ethnology, Polish Academy of Science, Pozna, Poland, Institute of History, Archaeology and Ethnography, Dushanbe, Tajikistan, ArchaeoZOOlogy in Siberia and Central AsiaZooSCAn, CNRSIAET SB RAS International Research Laboratory, IRL 2013, Institute of Archaeology SB RAS, Novosibirsk, Russia, Research Institute and Museum of Anthropology, Moscow State University, Moscow, Russia, Grupo de I+D+i EVOADAPTA (Evolucin Humana y Adaptaciones durante la Prehistoria) Departamento de Ciencias Histricas, Universidad de Cantabria, Santander, Spain, Borja Gonzlez-Rabanal,Ana B. Marn-Arroyo&Lawrence G. Straus, Instituto Internacional de Investigaciones Prehistricas de Cantabria (IIIPC), Universidad de Cantabria-Gobierno de Cantabria-Banco Santander, Santander, Spain, Departamento de Biologa de Organismos y Sistemas, Universidad de Oviedo, Oviedo, Spain, Quaternary Environments and Humans, OD Earth and History of Life, Royal Belgian Institute of Natural Sciences, Brussels, Belgium, Caroline Polet,Ivan Jadin&Sbastien Villotte, Muses Royaux dArt et dHistoire, Bruxelles, Belgium, Institute of Historical Research, University of Girona, Catalonia, Spain, Joaquim Soler,Neus Coromina&Isaac Ruf, INRAP/UMR 8215 Trajectoires 21, Paris, France, School of Human Evolution and Social Change, Arizona State University, Tempe, AZ, USA, Department of Anthropology, University of New Mexico, Albuquerque, NM, USA, GoArchPal-GoArchon, Viville sous-les-Cotes, France, Archologie & Mnzkabinett, Universalmuseum Joanneum, Graz, Austria, Museum Das Dorf des Welan, Wllersdorf-Steinabrckl, Austria, Department of Humanities, University of Ferrara, Ferrara, Italy, National Museum of Antiquities, Leiden, The Netherlands, Faculty of Archaeology, Leiden University, Leiden, The Netherlands, Biogeology, Department of Geosciences, University of Tbingen, Tbingen, Germany, Unit de Recherches Art, Archologie Patrimoine, Universit de Lige, Lige, Belgium, I.U.

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