cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc115ngb
title: CCDC 958751: Experimental Crystal Structure Determination

description: Related Article: Ting-ting Liu, Xin Xia, Fan Yue, Gang Liu, Ji-de Wang|2010|Xinjiang Daxue Xuebao, Ziran Kexueban|27|214|
DOI: 10.5517/cc122v11
title: CCDC 985832: Experimental Crystal Structure Determination

description: Related Article: P.S.Pavel’ev, E.N.Klimovitsky, L.E.Nikitina|2010|Khim.Interesakh Ustoich.Razvit.|18|775|
DOI: 10.5517/cc122v22
title: CCDC 985833: Experimental Crystal Structure Determination

description: Related Article: P.S.Pavel’ev, E.N.Klimovitsky, L.E.Nikitina|2010|Khim.Interesakh Ustoich.Razvit.|18|775|
DOI: 10.5517/ccdc.csd.cc23zlb1
title: CCDC 1965813: Experimental Crystal Structure Determination

description: Related Article: Udai P. Singh, Pankaj Verma, Ray J. Butcher|2020|J.Mol.Struct.|1224|129161|doi:10.1016/j.molstruc.2020.129161
DOI: 10.5517/ccdc.csd.cc25z7br
title: CCDC 2025054: Experimental Crystal Structure Determination

description: Related Article: Xu Guo, Xu Suoping, Shu Junxian, Pei Yuan, Su Wenxin|2011|Xuzhou Shifan Daxue Xuebao,Ziran Kexueban|29|66|
DOI: 10.5517/ccdc.csd.cc25z85m
title: CCDC 2025080: Experimental Crystal Structure Determination

description: Related Article: Wang Lixiang, Sheng Jie, Wang Xiangshan|2011|Xuzhou Shifan Daxue Xuebao,Ziran Kexueban|29|58|
DOI: 10.6084/m9.figshare.13005490.v1
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.6084/m9.figshare.13005499
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.6084/m9.figshare.13005490
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.6084/m9.figshare.13005496.v1
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.6084/m9.figshare.13005493
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.6084/m9.figshare.13005493.v1
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.6084/m9.figshare.13005496
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.6084/m9.figshare.13005499.v1
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.6084/m9.figshare.13005505
title: Data File for Quantifying Bateman Gradients ;Data File for Quantifying Selection on Male Snout-Vent Length;Data File for Calculating Opportunities for Selection and Sexual Selection ;Data File for Re-Analysis of Copperhead Study;R Code from No evidence of male-biased sexual selection in a snake with conventional Darwinian sex roles

description: This csv file was used to quantify Bateman gradients for male and female C. atrox. The file includes the following information for each snake: snake identifier (“id”), sex (“sex”), total mating success (“mates”), total reproductive success (“offspring”), and the number of years that the individual bred (“years_breeding”).;This csv file was used to calculate relative reproductive success and mean-standardized SVL for male C. atrox and test for sexual selection and selection on male snout-vent length (SVL). The file includes the following information for each male snake: snake identifier (“Sire”), the year that the snake produced offspring (“Year”), annual reproductive success (“RS”), annual mating success (“MS”), and snout-vent length (“SVL”). ;This csv file was used to calculate annual opportunities for sexual selection (Is) and selection (I) for male and female C. atrox. The file includes the following information for each snake: snake identifier (“ID”), sex (“Sex”), the year that the individual produced offspring (“Year”), annual reproductive success (“RS”), and annual mating success (“MS”).;This csv file contains the published mating and reproductive success data of Levine et al. (2015) for male and female copperheads (Agkistrodon contortrix), including males that both did and did not produce offspring. We used this file to calculate sexual selection metrics for only those males with non-zero mating and reproductive success. The file includes the following information for each snake: sex (“sex”), mating success (“mates”), and reproductive success (“offspring”).;This R Markdown contains code for running all analyses.
DOI: 10.5281/zenodo.4028130
title: The S&M-HSTPM2d5 dataset: High Spatial-Temporal Resolution PM 2.5 Measures in Multiple Cities Sensed by Static & Mobile Devices

description: This S&M-HSTPM2d5 dataset contains the high spatial and temporal resolution of the particulates (PM2.5) measures with the corresponding timestamp and GPS location of mobile and static devices in the three Chinese cities: Foshan, Cangzhou, and Tianjin. Different numbers of static and mobile devices were set up in each city. The sampling rate was set up as one minute in Cangzhou, and three seconds in Foshan and Tianjin. For the specific detail of the setup, please refer to the Device_Setup_Description.txt file in this repository and the data descriptor paper. After the data collection process, the data cleaning process was performed to remove and adjust the abnormal and drifting data. The script of the data cleaning algorithm is provided in this repository. The data cleaning algorithm only adjusts or removes individual data points. The removal of the entire device's data was done after the data cleaning algorithm with empirical judgment and graphic visualization. For specific detail of the data cleaning process, please refer to the script (Data_cleaning_algorithm.ipynb) in this repository and the data descriptor paper. The dataset in this repository is the processed version. The raw dataset and removed devices are not included in this repository. The data is stored as a CSV file. Each CSV file which is named by the device ID represents the data that was collected by the corresponding device. Each CSV file has three types of data: timestamp as the China Standard Time (GMT+8), geographic location as latitude and longitude, and PM2.5 concentration with the unit of microgram per cubic meter. The CSV files are stored in either Static or Mobile folder which represents the devices' type. The Static and Mobile folder are stored in the corresponding city's folder. To access the dataset, any programming language that can access CSV files is appropriate. Users can also open the CSV file directly. The get_dataset.ipynb file in this repository also provides an option of accessing the dataset. To successfully execute ipynb file, Jupyter Notebook with Python 3.0 is required. The following python library is also required: get_dataset.ipynb:<br> 1. os library<br> 2. pandas library Data_cleaning_algorithm.ipynb:<br> 1. os library<br> 2. pandas library<br> 3. datetime library<br> 4. math library The instruction of installing the libraries above can be found online. After installing the Jupyter Notebook with Python 3.0 and the required libraries, users can try to open the ipynb file with Jupyter Notebook and follow the instruction inside the file. For questions or suggestions please e-mail Xinlei Chen &lt;xinlei.chen@sv.cmu.edu&gt;