cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/fbf6aabf1ca59dede0a3989bc950f34c
title: Microbial Sampling from Shark River Slough and Taylor Slough, Everglades National Park, South Florida, USA (FCE LTER), January 2001 - ongoing

description: We collected monthly observations of water microbial characteristics from each of the FCE LTER sites beginning in February 2001. Bacteria counts using DAPI epifluorescence, heterotrophic bacteria production with tritiated Thymidine uptake, and algal energetics and chl a using the PAM fluorometer were determined from each of the water samples. Bacteria counts in Shark River Slough in the freshwater end of the transect revealed highest bacteria numbers upon marsh rewetting after the dry down. The highest overall count of bacteria was found at the most freshwater point adjacent to the perimeter of the water conservation area but only in March of 2001. Peak numbers of bacteria in the saline end of Shark River transect occurred in December and July. There is some evidence that these higher bacteria numbers in the SR transect are associated with higher salinities. Highest bacteria counts along the Taylor slough transect were observed at the mouth of the Taylor River with peak counts in the wet season in October. Bacteria densities also increased from the eastern to western end of the transect in Florida Bay. Heterotrophic bacterial production did not relate closely bacteria numbers and exhibited highest numbers in the dry season. There was no discernible relationship between salinity and bacteria production as seen in bacteria numbers. Monthly observations using PAM fluorometry revealed that brown algae was the greatest contribution to the algal chal a pool and this relationship was consistent across all FCE LTER sites. Converse to the pattern of bacteria abundance along the Shark River transect, there was evidence that algal biomass decreases from freshwater to estuary. In the Shark River, algal energetics increased from marsh to estuary as well as in the panhandle region of the Taylor River transect. From these observations we conclude the behavior of the microbial loop and interactions generated between functional guilds is highly variable along individual transects and between the Shark River and Taylor River transect. Wet dry season dynamics partially explain temporal variability in microbial dynamics along the individual transects yet responses were unique for each section of the transect as freshwater versus estuarine versus Bay. Relationships between salinity and microbial parameters in this case, were not easily discerned but were more consistent within the two river transects than between river transects. As of 2020-06-05, PAM is no longer considered accurate and pigment data are no longer reported.
DOI: 10.5281/zenodo.6355576
title: Interactions data on Iguana iguana and other taxa from the Cayman Islands, extended with interaction data of Cyclura lewisi

description: Biotic interactions data of the Green Iguana (<em>Iguana iguana), </em>extracted from the literature. Extended data set with species interaction data of the Blue Iguana (<em>Cyclura lewisi</em>) from the Cayman Islands.
description: This paper is a product of the COST Action CA17122 - Alien-CSI supported by COST (European Cooperation in Science and Technology) (https://www.cost.eu/) We thank the UKRI Arts & Humanities Research Council and Natural Environment Research Council for funding the research project: 'From Blue Iguanas to Blue Vervain: Sharing the Colonial Histories from the UK Overseas Territories' (grant reference AH/W008998/1). SEV is supported by the project ANTREPRENORDOC, in the framework of Human Resources Development Operational Programme 2014-2020, financed from the European Social Fund under the contract number 36355/23.05.2019 HRD OP /380/6/13 – SMIS Code: 123847."
DOI: 10.5281/zenodo.6346251
title: Interactions data on Iguana iguana and other taxa from the Cayman Islands, extended with interaction data of Cyclura lewisi

description: Biotic interactions data of the Green Iguana (<em>Iguana iguana), </em>extracted from the literature. Extended data set with species interaction data of the Blue Iguana (<em>Cyclura lewisi</em>) from the Cayman Islands.
description: This paper is a product of the COST Action CA17122 - Alien-CSI supported by COST (European Cooperation in Science and Technology) (https://www.cost.eu/) We thank the UKRI Arts & Humanities Research Council and Natural Environment Research Council for funding the research project: 'From Blue Iguanas to Blue Vervain: Sharing the Colonial Histories from the UK Overseas Territories' (grant reference AH/W008998/1). SEV is supported by the project ANTREPRENORDOC, in the framework of Human Resources Development Operational Programme 2014-2020, financed from the European Social Fund under the contract number 36355/23.05.2019 HRD OP /380/6/13 – SMIS Code: 123847."
DOI: 10.25345/c5n58cp8j
title: MassIVE MSV000089065 - Phase 3_ 88 china teeth samples updated 03102022
title: LC-MS/MS spectra were collected from the extracts of 88 human teeth powders.
DOI: 10.6084/m9.figshare.19363997.v1
title: Figures, Tables, and Supplementary Info

description: Figures, tables, and supplementary information.
DOI: 10.5281/zenodo.6359883
title: Data from: Absence of genetic isolation across highly fragmented landscape in the ant Temnothorax nigriceps

description: <strong>This README accompanies data_genotyping.txt</strong> <strong><em>Associate publication : </em></strong> Absence of genetic isolation across highly fragmented landscape in the ant Temnothorax nigriceps M. Cordonnier<sup>a</sup>, D. Felten<sup>a</sup>, A. Trindl<sup>a</sup>, J. Heinze<sup>a</sup>*, A. Bernadou<sup>a</sup>* <sup>a</sup>Lehrstuhl für Zoologie / Evolutionsbiologie, Univ. Regensburg *Equal contribution ****************************** CONTENTS ******************************* The data can be readily imported in any statistical package or spreadsheet program. Please, contact me if you need the file formatted in other ways. This file includes a description of the variables. *********************************************************************** Variable names and descriptions <strong>Sample:</strong> ID of the sampled nest <strong>Location:</strong> Population of the sampled nest <strong>List of genotypes </strong> Microsatellite primers used in the study Annealing temperature [°C] Orientation Sequence of primers LX GT218 57 Forward 5’-GTTCTTGCGCGGATGCATAC-3’ Reverse 5’-TGTACTCGCGTGTCTATCGG-3’ Ant3993 57 Forward 5’-TGATCCGCTCTTAAAATTTAGATGGA-3’ Reverse 5’-ACTTTCCGCRGCATTAAACATTTTCTT-3’ L-18 57 Forward 5’-TGAATTTGGATGGCGGTAGAC-3’ Reverse 5’-ACCTAATGCACGCTTTAGAAT-3’ LXA GT1 57 Forward 5’-GTGGCGACCAATTCTGCAAG-3’ Reverse 5’-GCAGGACCAGCATCAAATGACAG-3’ 2MS17 55 Forward 5’-CAGCCTCTATTTTGTTCGAAG-3’ Reverse 5’-TTTACTGCGGCTCCATAATC-3’ 2MS46 55 Forward 5’-GCTCACTACTATGCTGCCAGC-3’ Reverse 5’-CTTTCCTGCAAACCACGTGT-3’ 2MS60 55 Forward 5’-TATGCGCCGGACAATAATCGC-3’ Reverse 5’-GTTCATTGTCCGAGGCGCAGC-3’ 2MS67 55 Forward 5’-GAAGATTCGTCAGGATGCAGC-3’ Reverse 5’-AACTCTCGCTGGCAAGCGAGC-3’ 2MS82 55 Forward 5’-AAAAGAGCATGCAACAGGTCAGC-3’ Reverse 5’-TTTCTTAAGTCGCAAGCGAGC-3’ 2MS87 55 Forward 5’-GGAACCTCACTCAACCTCGGT-3’ Reverse 5’-ACGCGGACTACTTTAACCGGA-3’ 2MS91 55 Forward 5’-AAAGTCTCGGAGTGGCTTTGC-3’ Reverse 5’-ATTCTCGTCCATTTGTTCTAA-3’ Ant11893 55 Forward 5’-CAGGCTCGGRACGTTAATGC-3’ Reverse 5’-GGTGCCGACGTCTAGCTAGC-3’ Missing data are encoded “-9”. ****************************** CONTACTING ***************************** Contact me at: Marion Cordonnier e-mail: marion.cordonnier@hotmail.com ***********************************************************************
DOI: 10.5281/zenodo.6359882
title: Data from: Absence of genetic isolation across highly fragmented landscape in the ant Temnothorax nigriceps

description: <strong>This README accompanies data_genotyping.txt</strong> <strong><em>Associate publication : </em></strong> Absence of genetic isolation across highly fragmented landscape in the ant Temnothorax nigriceps M. Cordonnier<sup>a</sup>, D. Felten<sup>a</sup>, A. Trindl<sup>a</sup>, J. Heinze<sup>a</sup>*, A. Bernadou<sup>a</sup>* <sup>a</sup>Lehrstuhl für Zoologie / Evolutionsbiologie, Univ. Regensburg *Equal contribution ****************************** CONTENTS ******************************* The data can be readily imported in any statistical package or spreadsheet program. Please, contact me if you need the file formatted in other ways. This file includes a description of the variables. *********************************************************************** Variable names and descriptions <strong>Sample:</strong> ID of the sampled nest <strong>Location:</strong> Population of the sampled nest <strong>List of genotypes </strong> Microsatellite primers used in the study Annealing temperature [°C] Orientation Sequence of primers LX GT218 57 Forward 5’-GTTCTTGCGCGGATGCATAC-3’ Reverse 5’-TGTACTCGCGTGTCTATCGG-3’ Ant3993 57 Forward 5’-TGATCCGCTCTTAAAATTTAGATGGA-3’ Reverse 5’-ACTTTCCGCRGCATTAAACATTTTCTT-3’ L-18 57 Forward 5’-TGAATTTGGATGGCGGTAGAC-3’ Reverse 5’-ACCTAATGCACGCTTTAGAAT-3’ LXA GT1 57 Forward 5’-GTGGCGACCAATTCTGCAAG-3’ Reverse 5’-GCAGGACCAGCATCAAATGACAG-3’ 2MS17 55 Forward 5’-CAGCCTCTATTTTGTTCGAAG-3’ Reverse 5’-TTTACTGCGGCTCCATAATC-3’ 2MS46 55 Forward 5’-GCTCACTACTATGCTGCCAGC-3’ Reverse 5’-CTTTCCTGCAAACCACGTGT-3’ 2MS60 55 Forward 5’-TATGCGCCGGACAATAATCGC-3’ Reverse 5’-GTTCATTGTCCGAGGCGCAGC-3’ 2MS67 55 Forward 5’-GAAGATTCGTCAGGATGCAGC-3’ Reverse 5’-AACTCTCGCTGGCAAGCGAGC-3’ 2MS82 55 Forward 5’-AAAAGAGCATGCAACAGGTCAGC-3’ Reverse 5’-TTTCTTAAGTCGCAAGCGAGC-3’ 2MS87 55 Forward 5’-GGAACCTCACTCAACCTCGGT-3’ Reverse 5’-ACGCGGACTACTTTAACCGGA-3’ 2MS91 55 Forward 5’-AAAGTCTCGGAGTGGCTTTGC-3’ Reverse 5’-ATTCTCGTCCATTTGTTCTAA-3’ Ant11893 55 Forward 5’-CAGGCTCGGRACGTTAATGC-3’ Reverse 5’-GGTGCCGACGTCTAGCTAGC-3’ Missing data are encoded “-9”. ****************************** CONTACTING ***************************** Contact me at: Marion Cordonnier e-mail: marion.cordonnier@hotmail.com ***********************************************************************
DOI: 10.5281/zenodo.6354825
title: Evaluating the Sustainability Impacts of Intelligent Carpooling Systems for SOV Commuters in the Atlanta Region

description: This data repository provides the data used in the following research project supported by an NCST (UTC) grant: Evaluating the Sustainability Impacts of Intelligent Carpooling Systems for SOV Commuters in the Atlanta Region. Please refer to Data Format and Content in the research report for meta-data information 1. ABM Trip Table (Data Set 1):<br> CarpoolSim_input.csv<br> 2. Traffic Analysis Zones (TAZ) Shapefiles (Data Set 2):<br> TAZ+ECs_TAZ.zip<br> 3. Employment Center Shapefiles (Data Set 3):<br> TAZ+ECs_TAZ.zip<br> 4. Shortest Paths (Data Set 4):<br> path_retention.zip<br> 5. Analytical Outputs (Data Set 5):<br> summ_stats_ind.csv<br> summ_stats.csv
DOI: 10.5281/zenodo.6354824
title: Evaluating the Sustainability Impacts of Intelligent Carpooling Systems for SOV Commuters in the Atlanta Region

description: This data repository provides the data used in the following research project supported by an NCST (UTC) grant: Evaluating the Sustainability Impacts of Intelligent Carpooling Systems for SOV Commuters in the Atlanta Region. Please refer to Data Format and Content in the research report for meta-data information 1. ABM Trip Table (Data Set 1):<br> CarpoolSim_input.csv<br> 2. Traffic Analysis Zones (TAZ) Shapefiles (Data Set 2):<br> TAZ+ECs_TAZ.zip<br> 3. Employment Center Shapefiles (Data Set 3):<br> TAZ+ECs_TAZ.zip<br> 4. Shortest Paths (Data Set 4):<br> path_retention.zip<br> 5. Analytical Outputs (Data Set 5):<br> summ_stats_ind.csv<br> summ_stats.csv
DOI: 10.6084/m9.figshare.18335813
title: Supplementary Files and Tables

description: Supplemental tables and files.
DOI: 10.6084/m9.figshare.18335813.v8
title: Supplementary Files and Tables

description: Supplemental tables and files.
DOI: 10.5281/zenodo.5288110
title: Philosophy [IO Bijapur 169] Commentary on الهداية

description: <strong>Philosophy.</strong> <strong>This manuscript is now IO Bijapur 169 </strong><strong>in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Otto Loth, </strong><strong><em>A Catalogue of the Arabic Manuscripts in the Library of the India Office</em>, (volume 1), no. 493 here with further notations and hyperlinks]</strong>. 493. B 169. Size 8<sup>3/4 </sup>in. by 4<sup>3/4 </sup>in.; foll.77. At first seventeen, afterwards as many as twenty-three lines in a page. Another Commentary on the Physics and Metaphysics of <em>Abharî’s </em>الهداية, by Muḥammad b. Mubârak Shâh Bukhârî, commonly called MÎRAK; who probably lived in the eighth century. This is a commentary by قال ... اقول ; making, with the exception of the first passage (fol.2), only allusions to the text. The author says in his preface, after a simple <em>Ḥamdalah</em>:<sup>3</sup> و بعد فقد سالني بعض احبّائي<sup>4 </sup>ان اكتب للقسمين الطبيعي و الالهي من كتاب الهداية للمولي العلامة .... شرحاً الخ Legibly written; with various marginal notes, among which are glosses of Saiyid Sharîf. Fol.1 has been supplied carelessly by a different hand. <sup>3 </sup>The Beginning given by H. Kh. vi. 474, in from the author’s commentary on the حكمة العين. <sup>4</sup>احىاىى (!). Another MS. reads اخوانى. [<strong>ed note</strong>: قال ... اقول appears also as a style in the Windham College copy of the commentary on <em>Mughnī al-labīb</em> by ʻAbd Allāh ibn Yūsuf Ibn Hishām (1309-1360) in which the author reports that he composed the work in Aḥmadābād on the orders of Aḥmad Shāh ibn Muḥammad Shāh ibn Muẓaffar Shāh, apparently Aḥmad Shāh II, 1451-58.]
DOI: 10.5281/zenodo.5288109
title: Philosophy [IO Bijapur 169] Commentary on الهداية

description: <strong>Philosophy.</strong> <strong>This manuscript is now IO Bijapur 169 </strong><strong>in the India Office collections.</strong> <strong>[metadata:</strong> <strong>Otto Loth, </strong><strong><em>A Catalogue of the Arabic Manuscripts in the Library of the India Office</em>, (volume 1), no. 493 here with further notations and hyperlinks]</strong>. 493. B 169. Size 8<sup>3/4 </sup>in. by 4<sup>3/4 </sup>in.; foll.77. At first seventeen, afterwards as many as twenty-three lines in a page. Another Commentary on the Physics and Metaphysics of <em>Abharî’s </em>الهداية, by Muḥammad b. Mubârak Shâh Bukhârî, commonly called MÎRAK; who probably lived in the eighth century. This is a commentary by قال ... اقول ; making, with the exception of the first passage (fol.2), only allusions to the text. The author says in his preface, after a simple <em>Ḥamdalah</em>:<sup>3</sup> و بعد فقد سالني بعض احبّائي<sup>4 </sup>ان اكتب للقسمين الطبيعي و الالهي من كتاب الهداية للمولي العلامة .... شرحاً الخ Legibly written; with various marginal notes, among which are glosses of Saiyid Sharîf. Fol.1 has been supplied carelessly by a different hand. <sup>3 </sup>The Beginning given by H. Kh. vi. 474, in from the author’s commentary on the حكمة العين. <sup>4</sup>احىاىى (!). Another MS. reads اخوانى. [<strong>ed note</strong>: قال ... اقول appears also as a style in the Windham College copy of the commentary on <em>Mughnī al-labīb</em> by ʻAbd Allāh ibn Yūsuf Ibn Hishām (1309-1360) in which the author reports that he composed the work in Aḥmadābād on the orders of Aḥmad Shāh ibn Muḥammad Shāh ibn Muẓaffar Shāh, apparently Aḥmad Shāh II, 1451-58.]
DOI: 10.6084/m9.figshare.14912484
title: Data and code for Bayesian model selection manuscript

description: Data and code used for the Bayesian model selection manuscript. Data includes liver tissue protein abundance and genotypes from ~200 Diversity Outbred mice and gene expression and chromatin accessibility from human cell lines. Code for processing data, running analysis, and producing figures are included. A fixed version of the R package for Bayesian model selection, bmediatR, is also included.<br>
DOI: 10.6084/m9.figshare.14912484.v6
title: Data and code for Bayesian model selection manuscript

description: Data and code used for the Bayesian model selection manuscript. Data includes liver tissue protein abundance and genotypes from ~200 Diversity Outbred mice and gene expression and chromatin accessibility from human cell lines. Code for processing data, running analysis, and producing figures are included. A fixed version of the R package for Bayesian model selection, bmediatR, is also included.<br>
DOI: 10.5281/zenodo.6345107
title: A Kannada Emotional Speech Dataset

description: There was no emotional speech dataset available in Kannada. This was a limiting factor for research in the Kannada-speaking world. I introduce a Kannada emotional speech dataset and give details about its design and content. This dataset contains six different sentences, pronounced by thirteen people (four male and nine female), in five basic emotions plus one neutral emotion. They are all Kannada speakers. The dataset has been contributed by volunteers and the recordings were not made in a controlled environment. The dataset contains a total of 468 audio samples, each one in a separate audio file. The file naming convention is as follows: AA-EE-SS.wav where AA is a two-character field that gives the actor number (01 to 13), EE is a two-character field that indicates the emotion number (01 to 06), and SS is a two-character field that gives the sentence number (01 to 06). This dataset is freely available under a Creative Commons license. Gender and age of each of the 13 people who contributed to the dataset 01, F, 45 02, F, 20 03, F, 21 04, M, 47 05, F, 48 06, M, 20 07, F, 20 08, F, 45 09, F, 21 10, F, 12 11, F, 12 12, M, 17 13, M, 26 Identification characters for the emotions in the dataset 01, Anger 02, Sadness 03, Surprise 04, Happiness 05, Fear 06, Neutral Identification characters for the sentences in the dataset 01, ರೋಗಿಗಳಿಗೆ ಚಿಕಿತ್ಸೆ ನೀಡಿ ಉಪಚರಿಸುವುದು 02, ಈ ಕಾದಂಬರಿಯು ಎರಡು ಪಾತ್ರಗಳನ್ನು ಒಳಗೊಂಡಿದೆ 03, ಖಾಸಗಿ ವಿಮಾನಗಳೆಂದೂ ಸಾರ್ವಜನಿಕ ವಿಮಾನಗಳೆಂದೂ ವಿಂಗಡಿಸಿದ್ದಾರೆ 04, ನಿಮ್ಮನ್ನು ಬೀಟಿಯಾಗಿ ಬಹಳ ಸಂತೋಶ ಆಯಿತು 05, ರಾಮನ ಎಡಬಲ ದಲ್ಲಿ ಸೀತಾ ಲಕ್ಷ್ಮಣ ರಿದ್ದಾರೆ 06, ಕನ್ನಡವನ್ನು ಕಲಿಯಬೆಕು
DOI: 10.5281/zenodo.6345106
title: A Kannada Emotional Speech Dataset

description: There was no emotional speech dataset available in Kannada. This was a limiting factor for research in the Kannada-speaking world. I introduce a Kannada emotional speech dataset and give details about its design and content. This dataset contains six different sentences, pronounced by thirteen people (four male and nine female), in five basic emotions plus one neutral emotion. They are all Kannada speakers. The dataset has been contributed by volunteers and the recordings were not made in a controlled environment. The dataset contains a total of 468 audio samples, each one in a separate audio file. The file naming convention is as follows: AA-EE-SS.wav where AA is a two-character field that gives the actor number (01 to 13), EE is a two-character field that indicates the emotion number (01 to 06), and SS is a two-character field that gives the sentence number (01 to 06). This dataset is freely available under a Creative Commons license. Gender and age of each of the 13 people who contributed to the dataset 01, F, 45 02, F, 20 03, F, 21 04, M, 47 05, F, 48 06, M, 20 07, F, 20 08, F, 45 09, F, 21 10, F, 12 11, F, 12 12, M, 17 13, M, 26 Identification characters for the emotions in the dataset 01, Anger 02, Sadness 03, Surprise 04, Happiness 05, Fear 06, Neutral Identification characters for the sentences in the dataset 01, ರೋಗಿಗಳಿಗೆ ಚಿಕಿತ್ಸೆ ನೀಡಿ ಉಪಚರಿಸುವುದು 02, ಈ ಕಾದಂಬರಿಯು ಎರಡು ಪಾತ್ರಗಳನ್ನು ಒಳಗೊಂಡಿದೆ 03, ಖಾಸಗಿ ವಿಮಾನಗಳೆಂದೂ ಸಾರ್ವಜನಿಕ ವಿಮಾನಗಳೆಂದೂ ವಿಂಗಡಿಸಿದ್ದಾರೆ 04, ನಿಮ್ಮನ್ನು ಬೀಟಿಯಾಗಿ ಬಹಳ ಸಂತೋಶ ಆಯಿತು 05, ರಾಮನ ಎಡಬಲ ದಲ್ಲಿ ಸೀತಾ ಲಕ್ಷ್ಮಣ ರಿದ್ದಾರೆ 06, ಕನ್ನಡವನ್ನು ಕಲಿಯಬೆಕು
DOI: 10.5281/zenodo.6345276
title: Rapid discovery of stable materials by coordinate-free coarse graining

description: Prospective density function theory (DFT) calculations carried out on novel material structures predicted to be stable by the Wren model. In total 5,675 materials were selected for validation. Of these converged results were obtained for 4,721 structures. Calculations were conducting using the VASP DFT code with the settings and pseudopotentials selected such that the data is compatible with the Materials Project. A README file is included that describes how to load the data and the contents of the DataFrame.
description: The open source code for the Wren model is available and continues to be developed at: https://github.com/CompRhys/aviary
DOI: 10.5281/zenodo.6344994
title: Rapid discovery of stable materials by coordinate-free coarse graining

description: Prospective density function theory (DFT) calculations carried out on novel material structures predicted to be stable by the Wren model. In total 5,675 materials were selected for validation. Of these converged results were obtained for 4,721 structures. Calculations were conducting using the VASP DFT code with the settings and pseudopotentials selected such that the data is compatible with the Materials Project. A README file is included that describes how to load the data and the contents of the DataFrame.
description: The open source code for the Wren model is available and continues to be developed at: https://github.com/CompRhys/aviary
DOI: 10.6084/m9.figshare.19182086.v1
title: CyclOps pathway and photoreceptors in Fungi

description: Alingment datasets and trees for the CyclOps and BeCNG1 proteinsTrees and aligned datasets used for phylogenetic reconstruction of the CyclOps pathway in Fungi.Table of photoreceptors and retinal synthesis genes.
DOI: 10.5281/zenodo.6345005
title: Species Portfolio Effects Dominate Seasonal Zooplankton Stabilization Within a Large Temperate Lake

description: The raw data file is available online for public access (https://data.ontario.ca/dataset/lake-simcoe-monitoring). Download the 1980-2019 csv files and open up the file named "Simcoe_Zooplankton&Bythotrephes.csv". Copy and paste the zooplankton sheet into a new excel file called "Simcoe_Zooplankton.csv". The column ZDATE in the excel file needs to be switched from GENERAL to SHORT DATE so that the dates in the ZDATE column read "YYYY/MM/DD". Save as .csv in appropriate R folder. The data file "simcoe_manual_subset_weeks_5" is the raw data that has been subset for the main analysis of the article using the .R file "Simcoe MS - 5 Station Subset Data". The .csv file produced from this must then be manually edited to remove data points that do not have 5 stations per sampling period as well as by combining data points that should fall into a single week. The "simcoe_manual_subset_weeks_5.csv" is then used for the calculation of variability, stabilization, asynchrony, and Shannon Diversity for each year in the .R file "Simcoe MS - 5 Station Calculations". The final .R file "Simcoe MS - 5 Station Analysis contains the final statistical analyses as well as code to reproduce the original figures. Data and code for main and supplementary analyses are also available on GitHub (https://github.com/reillyoc/ZPseasonalPEs).