cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18743/data.00037
title: Multidimensional Battery of Prosody Perception

description: Here we present auditory stimuli for the Multi-Dimensional Battery of Prosody Perception (MBOPP), a novel tool for the assessment of prosody perception. It consists of two subtests-- Linguistic Focus, which measures the ability to hear emphasis or sentential stress, and Phrase Boundaries, which measures the ability to hear where in a compound sentence one phrase ends, and another begins. Perception of individual acoustic dimensions (Pitch and Time) can be examined separately, and test difficulty can be precisely calibrated by the the experimenter because stimuli were created using a continuous voice morph space.
description: Auditory stimuli were recorded with a microphone and underwent voice morphing with STRAIGHT software (see methods of MBOPP paper for details).
DOI: 10.5517/ccdc.csd.cc1pbdgw
title: CCDC 1559128: Experimental Crystal Structure Determination

description: Related Article: Patricia Fernandez,  Carlos Valdés,  Francisco J Fañanás,  and Félix Rodríguez|2019|J.Org.Chem.|84|3184|doi:10.1021/acs.joc.8b03081
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.2573890
title: ***

description: ***
DOI: 10.5281/zenodo.2573891
title: ***

description: ***
DOI: 10.5281/zenodo.2573356
title: Inorganic Arsenic Exposure Induces Sex Disparate Effects and Exacerbates Ischemia-Reperfusion Injury in the Female Heart

description: Supplemental Tables S1-S3. <em>Echocardiographic parameters for male and female hearts, pre- and post-iAS exposure to 0 ppb (control), 10 ppb, 100 ppb or 1000 ppb iAS for four weeks.</em>
DOI: 10.5281/zenodo.2573595
title: Example file for galaxy training

description: Arabidopsis thaliana genomic sequence from plaza.
description: {"references": ["Van Bel, M., Diels, T., Vancaester, E., Kreft, L., Botzki, A., Van de Peer, Y., Coppens, F., Vandepoele, K. (2017) PLAZA 4.0: an integrative resource for functional, evolutionary and comparative plant genomics Nucleic Acids Res."]}
DOI: 10.5281/zenodo.2573596
title: Example file for galaxy training

description: Arabidopsis thaliana genomic sequence from plaza.
description: {"references": ["Van Bel, M., Diels, T., Vancaester, E., Kreft, L., Botzki, A., Van de Peer, Y., Coppens, F., Vandepoele, K. (2017) PLAZA 4.0: an integrative resource for functional, evolutionary and comparative plant genomics Nucleic Acids Res."]}
DOI: 10.25920/atda-3812
title: Dielectric and Piezoelectric Properties of Ceramics

description: Piezoelectric and ferroelectric properties are know to be closely associated
			 with proximity to phase transitions, but attempts to identify general rules
			  for identifying and exploiting such phase transitions have had limited success.
				 By learning from a wide range of literature reports, we hope to identify
				  relationships and descriptors that are more predictive than existing
					 design rules based on things like crystal chemistry (such as tolerance
					  factors) or empirical mixing rules. Initial efforts have focused on
						 classic studies targeting development of high-temperature perovskite
						  piezoelectrics. designed properties, in such a way as to greatly
							 reduce the time and cost for developments of NiTiHf shape memory alloys.
DOI: 10.5281/zenodo.2573361
title: Base de datos SRL_ Estrategias de visibilidad

description: Base de datos de artículos utilizados de Revisión Sistemática de Literatura.
description: Citar: Portuguez Castro, M., Rey Castillo, M., & Gómez Zermeño, M. (2009). Estrategias de visibilidad para la producción científica en revistas electrónicas de acceso abierto: revisión sistemática de literatura. Education In The Knowledge Society (EKS), 20, 13. Recuperado de http://revistas.usal.es/index.php/eks/article/view/eks20192024/21190
DOI: 10.5281/zenodo.2573362
title: Base de datos SRL_ Estrategias de visibilidad

description: Base de datos de artículos utilizados de Revisión Sistemática de Literatura.
description: Citar: Portuguez Castro, M., Rey Castillo, M., & Gómez Zermeño, M. (2009). Estrategias de visibilidad para la producción científica en revistas electrónicas de acceso abierto: revisión sistemática de literatura. Education In The Knowledge Society (EKS), 20, 13. Recuperado de http://revistas.usal.es/index.php/eks/article/view/eks20192024/21190
DOI: 10.17632/m83jtddmpg.1
title: Data for: Thermal degradation of bituminous coal with both model-free and model-fitting methods

description: Fitted data by SCE
DOI: 10.17638/datacat.liverpool.ac.uk/651
title: Chemical Control of Correlated Metals as Transparent Conductors
DOI: 10.5517/ccdc.csd.cc1ndv41
title: CCDC 1531683: Experimental Crystal Structure Determination

description: Related Article: Adel R. Khaidarov,  Nikolai V. Rostovskii,  Andrey A. Zolotarev,  Alexander F. Khlebnikov,  and Mikhail S. Novikov|2019|J.Org.Chem.|84|3743|doi:10.1021/acs.joc.8b03205
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.cc1pqpkn
title: CCDC 1570942: Experimental Crystal Structure Determination

description: Related Article: Ning-Ning Zhang, Rong-Jian Sa, Shan-Shan Sun, Ming-De Li, Ming-Sheng Wang, Guo-Cong Guo|2019|J.Mater.Chem.C|7|3100|doi:10.1039/C8TC06231E
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.cc1pslvx
title: CCDC 1572780: Experimental Crystal Structure Determination

description: Related Article: Jesús Ferrando-Soria, Antonio Fernandez, Iñigo J. Vitorica-Yrezabal, Deepak Asthana, Christopher A. Muryn, Floriana Tuna, Grigore A. Timco, Richard E. P. Winpenny|2019|Chem.Commun.|55|2960|doi:10.1039/C8CC09339C
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.cc1pslwy
title: CCDC 1572781: Experimental Crystal Structure Determination

description: Related Article: Jesús Ferrando-Soria, Antonio Fernandez, Iñigo J. Vitorica-Yrezabal, Deepak Asthana, Christopher A. Muryn, Floriana Tuna, Grigore A. Timco, Richard E. P. Winpenny|2019|Chem.Commun.|55|2960|doi:10.1039/C8CC09339C
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: 10.17632/m83jtddmpg.2
title: Data for: Thermal degradation of bituminous coal with both model-free and model-fitting methods

description: Fitted data by SCE
DOI: 10.5281/zenodo.2566254
title: Corrective saccades influence velocity judgments and interception

description: Here you can find the data for the paper "Corrective saccades influence velocity judgments and interception" by

Alexander Goettker, Eli Brenner, Karl Gegenfurtner & Cristina de la Malla.
DOI: 10.5281/zenodo.2566255
title: Corrective saccades influence velocity judgments and interception

description: Here you can find the data for the paper "Corrective saccades influence velocity judgments and interception" by

Alexander Goettker, Eli Brenner, Karl Gegenfurtner & Cristina de la Malla.
DOI: 10.18739/a2513tv86
title: Arctic Great Rivers Observatory III Biogeochemistry and Discharge Data, 2017-2019
DOI: 10.5066/p9khr2b1
title: Pore water chemistry of wetlands in Interior and Southcentral Alaska, 2015 and 2016

description: The pore water of eight wetlands in Interior and Southcentral Alaska were collected in 2015 (17 July - 22 July) and 2016 (12 July - 16 July). Wetlands were selected to span a range in trophic status (e.g., from bog to fen). Using ultraclean trace metal clean protocols, pore waters were sampled from shallow (10-15 cm) and deep (20-35 cm) depths below the water table. Field measurements reported for pore waters include temperature, specific conductance, pH, dissolved oxygen (DO) concentration, and oxidation-reduction potential (ORP). Pore waters were filtered on site and measured in-lab for major cations, inorganic anions, simple organic acids, inorganic sulfide, iron oxidation state, dissolved organic carbon (DOC), ultraviolet and visible light (UV-Vis) absorption, dissolved organic matter (DOM) fluorescence, electron release from DOM and iron(II), total mercury (HgT), and methylmercury (MeHg). Unfiltered pore water was collected for quantification of dissolved gaseous mercury (Hg(0)(aq)). Major cation concentrations (calcium, magnesium, manganese, iron, sodium) were determined by inductively coupled plasma-optical emission spectrometry (ICP-OES). Inorganic anion concentrations (chloride, nitrate, sulfate) and simple organic acid concentrations (acetate, formate, butyrate, propanoate, oxalate) were determined by ion chromatography (IC). Inorganic sulfide was measured by ion selective electrode. The distribution of iron oxidation state was determined using a spectrophotometric assay. DOC concentration was quantified by wet-oxidation. Ultraviolet (UV) absorbance at the wavelength of 254 nanometers was measured by UV-Vis spectrophotometry. Iron(III) absorbs UV light at 254 nanometers and, if present at appreciable concentration, can influence UV absorbance values. Therefore, UV absorbance values at 254 nanometers were corrected for the influence of iron(III). Specific UV Absorbance (SUVA) at 254 nanometers is a calculated parameter that correlates with the percent aromatic carbon of the DOM. SUVA at 254 nanometers was calculated using values of UV absorbance at a wavelength of 254 nanometers corrected for iron(III) interference. The DOM fluorescence index was measured and is a proxy for DOM source material. The release of electrons from DOM and iron(II) was measured in the field using a colorimetric assay. HgT, MeHg, and Hg(0)(aq) concentrations were quantified and used to calculate the concentration of inorganic divalent mercury (Hg(II)i).
DOI: 10.5525/gla.researchdata.744
title: A Space-Variant Visual Pathway Model for Data Efficient Deep Learning
DOI: 10.5281/zenodo.2573312
title: Data Traces

description: System call traces obtained by the execution of faulty Puppet modules along with the faults reported by our approach.
DOI: 10.5281/zenodo.2573313
title: Data Traces

description: System call traces obtained by the execution of faulty Puppet modules along with the faults reported by our approach.
DOI: 10.5286/isis.e.rb1910025-1
title: 1910025
DOI: 10.18169/papdeott007735
title: Flüssigkeitsförderpumpe
DOI: 10.20375/0000-000b-d8c9-f
title: Evaluation SLC Attributes

description: Mapping of tool attributes to factors of the impactomatrix to evaluate different impact areas
DOI: 10.20375/0000-000b-d8ca-e
title: SLC Attributes_English.xlsx

description: Mapping of tool attributes to factors of the impactomatrix to evaluate different impact areas
DOI: 10.5287/bodleian:j0xr2eazk
title: Spin dynamics and field-induced magnetic phase transition in the honeycomb Kitaev magnet alpha-Li2IrO3
DOI: 10.5281/zenodo.2574043
title: Data for 'Comparative Analysis of Single-Cell RNA Sequencing Methods'

description: Raw sequencing data to "Comparative Analysis of Single-Cell RNA Sequencing Methods". 

https://www.ncbi.nlm.nih.gov/pubmed/28212749

 

In addition to the GEO submission https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE75790, you can find here raw bam files for UMI-methods tagged with cell barcode and UMI sequences.

MD5 checksum: f10825509952fffd9c4dc0c1dcb9eb8e
description: {"references": ["Ziegenhain et al., 2017; Mol Cell. 2017 Feb 16;65(4):631-643.e4. doi: 10.1016/j.molcel.2017.01.023"]}
DOI: 10.5281/zenodo.2574044
title: Data for 'Comparative Analysis of Single-Cell RNA Sequencing Methods'

description: Raw sequencing data to "Comparative Analysis of Single-Cell RNA Sequencing Methods". 

https://www.ncbi.nlm.nih.gov/pubmed/28212749

 

In addition to the GEO submission https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE75790, you can find here raw bam files for UMI-methods tagged with cell barcode and UMI sequences.

MD5 checksum: f10825509952fffd9c4dc0c1dcb9eb8e
description: {"references": ["Ziegenhain et al., 2017; Mol Cell. 2017 Feb 16;65(4):631-643.e4. doi: 10.1016/j.molcel.2017.01.023"]}
DOI: 10.21227/et01-m348
title: Data for: A Low-Complexity Machine Learning Nitrate Loss Predictive Model – Towards Proactive Farm Management in a Networked Catchment

description: Placeholder for data to come
DOI: 10.17632/h233p4w8wr.2
title: Assimilation-Fractional-Crystallization simulation using pMELTS

description: Files generated during pMELTS AFC simulation of three partial melt compositions generated in experiments reported in "A petrologic study on the effect of mantle overturn: Implications for evolution of the lunar interior" by Mallik, Ejaz, Shcheka and Garapic
DOI: 10.5281/zenodo.2573389
title: Anonymized Dataset for "Do Programmers Prefer Predictable Code"

description: This package contains the anonymized dataset, R notebook results, and R code for processing the meaning preserving transformations and human subject study. Note that the title has been changed from the earlier version on arvix which was "Do People Prefer 'Natural' Code?". See the README file for more details.
DOI: 10.5281/zenodo.2573390
title: Dataset for "Is Naturalness a Rational Choice?"

description: This package contains anonymized Dataset, R notebook results, and R code for processing the meaning preserving transformations.

See the README file for more details.
DOI: 10.21227/738p-j852
title: Date Fruit Dataset

description: Date fruit data sets are not publicly available. Previous studies have collected and used their own data set. Almost all these studies have few hundred images per class. As our motive was robust date fruit classification, we did not use the camera to take images of a particular size, angle or images with a particular background, instead to add robustness, we built our date fruit database using Google search engine. Hence the images had the multi-background, noise, different lighting condition, other objects, different packaging and sometimes even partial covering. The data set contains four classes namely, ajwa, mabroom, sagai and sukkary as for these classes the images were easily available online. This data set is challenging to classify.
DOI: 10.21227/eqz7-re96
title: Date Fruit Dataset

description: Date fruit data sets are not publicly available. Previous studies have collected and used their own data set. Almost all these studies have few hundred images per class. As our motive was robust date fruit classification, we did not use the camera to take images of a particular size, angle or images with a particular background, instead to add robustness, we built our date fruit database using Google search engine. Hence the images had the multi-background, noise, different lighting condition, other objects, different packaging and sometimes even partial covering. The data set contains four classes namely, ajwa, mabroom, sagai and sukkary as for these classes the images were easily available online. This data set is challenging to classify.
DOI: 10.5281/zenodo.2574115
title: Evaluation of Materials for Asphalt Mixture Performance, Semi-Circular Bend Field Material

description: The data contained herein is part of a study conducted with support from the Utah Department of Transportation.  In the study, seven asphalt mixtures from across the state of Utah were collected at the plant (prior to delivery) and at laydown (prior to compaction).  The mixtures were sealed in metal containers and brought to three different laboratories where the asphalt mixtures were compacted using a Superpave gyratory compactor into cylinders.  Each cylinder was cut using a masonry saw to create semi-circular samples with a notch in the middle based on the specification from AASHTO T124-16.  The samples were tested following the procedures outlined in the specification with some exceptions where the loading rate was changed.  The results were used to developed specification limits.
DOI: 10.5281/zenodo.2574116
title: Evaluation of Materials for Asphalt Mixture Performance, Semi-Circular Bend Field Material

description: The data contained herein is part of a study conducted with support from the Utah Department of Transportation.  In the study, seven asphalt mixtures from across the state of Utah were collected at the plant (prior to delivery) and at laydown (prior to compaction).  The mixtures were sealed in metal containers and brought to three different laboratories where the asphalt mixtures were compacted using a Superpave gyratory compactor into cylinders.  Each cylinder was cut using a masonry saw to create semi-circular samples with a notch in the middle based on the specification from AASHTO T124-16.  The samples were tested following the procedures outlined in the specification with some exceptions where the loading rate was changed.  The results were used to developed specification limits.
DOI: 10.17632/8x6kj85xx2.1
title: Data for: The Energy Implication of China's Food System Transformation

description: Matlab script and data for the article titled "The Energy Implication of China’s Food System Transformation"
DOI: 10.17632/9c3yxwvwhw.1
title: Data for: Synergistic effects of holding time at intercritical annealing temperature and initial microstructure on the mechanical properties of dual phase steel

description: Synergistic effects of holding time at intercritical annealing temperature and initial microstructure on the mechanical properties of dual phase steel
DOI: 10.5061/dryad.tf806g8/1
title: Shiels_Seed removal Open vs Closed PR Summer REU 2017

description: 2 tabs of data in Excel:  "Seeds" tab is the seed removal data, and "Tunnels" tab is the tracking tunnel data
DOI: 10.18739/a21c1tf69
title: Arctic Great Rivers Observatory III Biogeochemistry and Discharge Data, 2017-2019
DOI: 10.14457/tu.the.2014.451
title: The effects of macroeconomic forces on individual stock index returns: evidence from Thailand

description: This paper investigates how macroeconomic variables affect each of stock market subsector index returns compared to its major sector index of the Stock Exchange of Thailand by using GARCH in MEAN technique. The data are collected from 2004 to 2014. The results suggest that foreign exchange rate has the most impact in all cases. Consumer price index is the second best factor. Unemployment rate and interest rate also have impact on stock market returns. However, the magnitude is very small. Finally, return volatility is time varying and has positive impact on stock market returns.
DOI: 10.14457/tu.the.2014.452
title: อิทธิพลของภาวะผู้นำเชิงปฏิรูปที่ส่งผลต่อความพึงพอใจในการใช้ระบบสารสนเทศของกระบวนการเปลี่ยนผ่านระบบ

description: การศึกษาเชิงปริมาณนี้มีวัตถุประสงค์เพื่อศึกษาอิทธิพลของภาวะผู้นำเชิงปฏิรูปที่ส่งผลต่อความพึงพอใจในการใช้ระบบสารสนเทศของกระบวนการเปลี่ยนผ่านระบบ โดยใช้การวิจัยเชิงปริมาณและใช้แบบสอบถามเป็นเครื่องมือเก็บข้อมูลจากพนักงานโรงพยาบาลศิริราชที่เป็นผู้ใช้ระบบเทคโนโลยีสารสนเทศแบบใหม่ (eHIS) จำนวน 281 ราย นำมาวิเคราะห์ข้อมูลด้วยแบบจำลองสมการโครงสร้าง ผลการวิจัย พบว่า 1) ภาวะผู้นำเชิงปฏิรูปซึ่งพิจารณาจากคุณสมบัติของผู้นำ การมีอิทธิพลอย่างมีอุดมการณ์ การสร้างแรงบันดาลใจ การคำนึงถึงความเป็นปัจเจกบุคคล และการกระตุ้นทางปัญญา โดยส่งผลทางตรงเชิงบวกต่อการมีส่วนร่วมของผู้ใช้ในกระบวนการเปลี่ยนผ่านระบบและทัศนคติของผู้ใช้ระบบใหม่  2) การมีส่วนร่วมของผู้ใช้ในกระบวนการเปลี่ยนผ่านระบบและทัศนคติของผู้ใช้ส่งผลเชิงบวกต่อความไว้วางใจของผู้ใช้ที่มีต่อระบบ 3) ความไว้วางใจในการใช้งานระบบใหม่และการมีส่วนร่วมของผู้ใช้ในกระบวนการเปลี่ยนผ่านระบบ ส่งผลเชิงบวกต่อความพึงพอใจของผู้ใช้ระบบสารสนเทศใหม่ 4) ผลการวิเคราะห์องค์ประกอบเชิงยืนยันแสดงให้เห็น พบว่าโมเดลการวัดของตัวแปรมีความสอดคล้องกับทฤษฎี โดยตัวแปรสังเกตได้มีค่าน้ำหนักองค์ประกอบ 0.790  ถึง 0.940 และ 5) โมเดลโครงสร้างความสัมพันธ์เชิงสาเหตุสอดคล้องกับข้อมูลเชิงประจักษ์ด้วยค่าดัชนี (χ2=260.626, Df=234, χ2/df=1.114, p-value=0.112, RMR=0.039, GFI=0.934, RMSEA=0.020, CFI=.996, AGFI=.909) ในระดับที่ยอมรับได้
DOI: 10.14457/tu.the.2014.453
title: แผนกลยุทธ์ระบบเทคโนโลยีสารสนเทศ: กรณีศึกษา บริษัท เทเวศประกันภัย จำกัด (มหาชน)

description: บริษัท เทเวศประกันภัย จำกัด (มหาชน) เป็นบริษัทประกันวินาศภัยของสำนักงานทรัพย์สินส่วนพระมหากษัตริย์ เปิดดำเนินกิจการเมื่อวันที่ 17 มกราคม 2490 ในระยะแรกของการประกอบธุรกิจ บริษัท เทเวศฯ มุ่งเน้นการรับประกันอัคคีภัยผู้เช่าอาคารของสำนักงานทรัพย์สินส่วนพระมหากษัตริย์เป็นหลัก ต่อมาจึงดำเนินการธุรกิจทางทะเลและขนส่ง และประกันภัยเบ็ดเตล็ดในปี 2532 ได้รับอนุญาตให้ดำเนินการธุรกิจรับประกันภัยรถยนต์  ซึ่งในปัจจุบันการแข่งขันระหว่างบริษัทประกันภัยมีความรุนแรงเพิ่มมากขึ้น บริษัทประกันภัยต่างๆ ทั้งบริษัทเล็กและบริษัทใหญ่ พยายามปรับกลยุทธ์และพยายามนำเทคโนโลยีสารสนเทศเข้ามาใช้เพื่อให้บริษัทได้เปรียบในการแข่งขันธุรกิจ ส่งผลให้บริษัท เทเวศฯ มีคู่แข่งขันจากคู่แข่งขันทั้งรายเก่าและรายใหม่เพิ่มมากขึ้นอย่างรวดเร็ว ดังนั้นบริษัท เทเวศฯ จึงมีความจำเป็นในการจัดแผนกลยุทธ์สารสนเทศเพื่อเตรียมรับสถานการณ์สภาพแวดล้อมในปัจจุบันที่มีความผันผวนได้ตลอดเวลา สร้างความได้เปรียบในการแข่งขัน เพื่อมุ่งไปสู่การเป็นการเป็นบริษัทประกันภัยที่ลูกค้าเลือก จากการกำหนดแผนกลยุทธ์ของบริษัททำให้สามารถมองเห็นถึงปัญหาและการกำหนดวิธีการแก้ไขโดยใช้ระบบสารสนเทศเข้ามาช่วยตอบสนองการดำเนินการแผนกลยุทธ์ได้ 5 ระบบ คือระบบบริหารลูกค้าสัมพันธ์ (Customer Relationship management ; CRM) ระบบ Knowledge Management (KM) & Training Center ระบบสารสนเทศภูมิศาสตร์ประกันภัย (GIS) ระบบการแจ้งเคลมออนไลน์ผ่าน Application บนมือถือ ระบบ BI (Business Intelligence) ระยะเวลา 5 ปี
DOI: 10.5281/zenodo.2574119
title: Dataset for "Is Naturalness a Rational Choice?"

description: This package contains anonymized Dataset, R notebook results, and R code for processing the meaning preserving transformations. See the README file for more details.
DOI: 10.5063/f16m3532
title: Salmon age, sex, and length samples from Prince William Sound and Copper River, 1960-2018

description: This package includes age, sex, length (ASL) data for sockeye, chinook, coho, and chum salmon from the Prince William Sound and Copper River areas. To gather age/sex/length samples, scales are taken from fish out of a representative sample caught at an ASL sampling project. These projects can be from escapement enumeration projects, commercial fishing operations, or hatchery operations. Scales from fish taken during a sampling event are placed on "scale cards," along with other information about both the sampling event (such as the date and location) and the fish itself (such as length and sex). This data package contains a number of files used in the processing of this dataset. The original data are contained with PWS_As_aged_20191028.zip. The reformatted and quality controlled data are contained in PWS_CopperRiver.csv. PSW_As_Aged_Formatting.Rmd is an RMarkdown file that does all of the processing steps, and utilizes the other supplemental files contained in this dataset for the processing.