cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12568496
title: Machine learning derived daily PM2.5 concentration estimates from by County, ZIP code, and census tract in 11 western states 2008-2018

description: We created daily concentration estimates for fine particulate matter (PM<sub>2.5</sub>) at the centroids of each county, ZIP code, and census tract across the western US, from 2008-2018. These estimates are predictions from ensemble machine learning models trained on 24-hour PM<sub>2.5</sub> measurements from monitoring station data across 11 states in the western US. Predictor variables were derived from satellite, land cover, chemical transport model (just for the 2008-2016 model), and meteorological data. Ten-fold spatial and random CV R<sup>2</sup> were 0.66 and 0.73, respectively, for the 2008-2016 model and 0.58 and 0.72, respectively for the 2008-2018 model. Comparing areal predictions to nearby monitored observations demonstrated overall R<sup>2</sup> of 0.68 for the 2008-2016 model and 0.58 for the 2008-2018 model, but we observed higher R<sup>2</sup> (&gt; 0.80) in many urban areas. These data can be used to understand spatiotemporal patterns of, exposures to and health impacts of PM<sub>2.5</sub> in the western US where PM<sub>2.5</sub> levels have been heavily impacted by wildfire smoke over this time period. <br>
DOI: 10.17632/mrdw73ncp6.1
title: Data for: Geochemical behaviors of deep red-bed sandstones bleaching induced by methane migration in petroliferous basins
DOI: 10.17632/465fbhvgpj.1
title: R-Script for: UV excited fluorescence spectroscopy for the determination of reconstitution time of an in-vial lyophilised product

description: R script used for analysing the spectra captured during reconstitution of a lyophilised sample, to obtain a reconstitution time based on the changes in the spectra. Includes script for all 3 methods discussed in the paper, please refer to sections 2.3-2.5.
DOI: 10.17632/94sf8csbnm.1
title: Data for: UV excited fluorescence spectroscopy for the determination of reconstitution time of an in-vial lyophilised product

description: The file contains all the raw untreated spectra of all samples used in this study. The spectra were collected during the reconstitution of 3 freeze-dried formulations, and are representative of the changes in solution during reconstitution.
DOI: 10.5281/zenodo.3514391
title: Quick detection of a rare species: forensic swabs of survey tubes for hazel dormouse urine.

description: Data shared as an excel spreadsheet and split into relevant worksheets.
DOI: 10.5281/zenodo.3514390
title: Quick detection of a rare species: forensic swabs of survey tubes for hazel dormouse urine.

description: Data shared as an excel spreadsheet and split into relevant worksheets.
DOI: 10.3886/e101397v1-78700
title: Births by Gender by State

description: Report of live births by gender by states in 2015
DOI: 10.3886/e131841v1
title: Samburu_cognition_expenditure_study

description: The study was conducted in south-western Samburu County, Kenya between October 2017 and September 2018. Three survey rounds were completed. Interviews were conducted in-person at single village locations in each of five villages. Four tools were used in each interview: i) Raven's Progressive Matrices (standard adult, short-form), ii) complex span Working Memory Capacity task, iii) Discrete Choice Experiment, and iv) self-reported survey. All surveys were conducted in Samburu, with the aid of local enumerators. <br><br>Research design and associated tools used in the study were approved by the Washington State University Institutional Review Board (#16207) and the Kenyatta National Hospital-University of Nairobi Ethics and Research Committee (P613-10/2017). Oral consent was obtained from study participants.<br>
description: cognitive assessment test; computer-assisted personal interview (CAPI); face-to-face interview;
description: Repeat Cross-Sectional non-random.<br>
DOI: 10.6084/m9.figshare.13726273
title: Ribosomal protein database of Listeria aquatica

description: This work presents the ribosomal protein database of <i>Listeria aquatica. </i>Original data for the work came from the annotated proteome data of the bacterium downloaded from UniProt. Using an in-house MATLAB ribosomal protein database analysis software, the original proteome data file was parsed to extract protein name and amino acid sequence of all ribosomal proteins in the species. The database also includes calculated variables such as number of residues, molecular weight, and nucleotide sequence. Overall, the presented database could serve as a ribosomal protein mass fingerprint for use in microbial identification, or it could be used in fundamental studies seeking to uncover new insights into ribosomal protein biology.
DOI: 10.6084/m9.figshare.13726273.v1
title: Ribosomal protein database of Listeria aquatica

description: This work presents the ribosomal protein database of <i>Listeria aquatica. </i>Original data for the work came from the annotated proteome data of the bacterium downloaded from UniProt. Using an in-house MATLAB ribosomal protein database analysis software, the original proteome data file was parsed to extract protein name and amino acid sequence of all ribosomal proteins in the species. The database also includes calculated variables such as number of residues, molecular weight, and nucleotide sequence. Overall, the presented database could serve as a ribosomal protein mass fingerprint for use in microbial identification, or it could be used in fundamental studies seeking to uncover new insights into ribosomal protein biology.
DOI: 10.5281/zenodo.4515008
title: Dataset: Global MHD simulation data for the paper "Secondary magnetic reconnection at Earth's flank magnetopause: A cross-scale coupling process in geospace"

description: Gobal MHD imulation of Earth's magnetosphere (Hu et al., 2007) with a minimum grid spacing of 0.2 Re. This file contains the magnetic field, and the plasma parameters with the input based on the OMNI solar wind data. Reference: Hu, Y. Q., X. C. Guo, and C. Wang (2007), On the ionospheric and reconnection potentials of the Earth: Results from global MHD simulations, J. Geophys. Res., 112, A07215, doi:10.1029/2006JA012145.
DOI: 10.5281/zenodo.4515007
title: Dataset: Global MHD simulation data for the paper "Secondary magnetic reconnection at Earth's flank magnetopause: A cross-scale coupling process in geospace"

description: Gobal MHD imulation of Earth's magnetosphere (Hu et al., 2007) with a minimum grid spacing of 0.2 Re. This file contains the magnetic field, and the plasma parameters with the input based on the OMNI solar wind data. Reference: Hu, Y. Q., X. C. Guo, and C. Wang (2007), On the ionospheric and reconnection potentials of the Earth: Results from global MHD simulations, J. Geophys. Res., 112, A07215, doi:10.1029/2006JA012145.
DOI: 10.6084/m9.figshare.13726408.v1
title: Original data

description: Dataset for "Highly selective skeletal isomerization of cyclohexene over zeolite-based catalysts for high-purity methylcyclopentene production"
DOI: 10.6084/m9.figshare.13726408
title: Original data

description: Dataset for "Highly selective skeletal isomerization of cyclohexene over zeolite-based catalysts for high-purity methylcyclopentene production"
DOI: 10.6084/m9.figshare.13726414
title: DFT calculation files

description: DFT calculation output files for "Highly selective skeletal isomerization of cyclohexene over zeolite-based catalysts for high-purity methylcyclopentene production"
DOI: 10.6084/m9.figshare.13726414.v1
title: DFT calculation files

description: DFT calculation output files for "Highly selective skeletal isomerization of cyclohexene over zeolite-based catalysts for high-purity methylcyclopentene production"
DOI: 10.6084/m9.figshare.13726435
title: The wave glider_data_typhoon1915.xlsx

description: An observation experiment was held on 7 to 27 September 2019 (UTC), using a wave glider called Black Pearl (Ocean University of China, Qingdao, Shandong, China; Tsingtao Hydrotech Co., Ltd, Qingdao, Shandong, China) to observe changes in the marine environment during a typhoon.
DOI: 10.6084/m9.figshare.13726435.v2
title: The wave glider_data_typhoon1915.xlsx

description: An observation experiment was held on 7 to 27 September 2019 (UTC), using a wave glider called Black Pearl (Ocean University of China, Qingdao, Shandong, China; Tsingtao Hydrotech Co., Ltd, Qingdao, Shandong, China) to observe changes in the marine environment during a typhoon.
DOI: 10.6084/m9.figshare.13726435.v1
title: The wave glider_data_typhoon1915.xlsx

description: An observation experiment was held on 7 to 27 September 2019 (UTC), using a wave glider called Black Pearl (Ocean University of China, Qingdao, Shandong, China; Tsingtao Hydrotech Co., Ltd, Qingdao, Shandong, China) to observe changes in the marine environment during a typhoon.
DOI: 10.5517/ccdc.csd.cc25b92x
title: CCDC 2005888: Experimental Crystal Structure Determination

description: Related Article: Lucas Ueberricke, Bahiru Punja Benke, Tobias Kirschbaum, Sebastian Hahn, Frank Rominger, Uwe H. F. Bunz, Michael Mastalerz|2020|Chem.-Eur.J.|27|2043|doi:10.1002/chem.202003666
DOI: 10.5517/ccdc.csd.cc25dhqt
title: CCDC 2008016: Experimental Crystal Structure Determination

description: Related Article: Lucas Ueberricke, Bahiru Punja Benke, Tobias Kirschbaum, Sebastian Hahn, Frank Rominger, Uwe H. F. Bunz, Michael Mastalerz|2020|Chem.-Eur.J.|27|2043|doi:10.1002/chem.202003666
DOI: 10.5517/ccdc.csd.cc25dhrv
title: CCDC 2008017: Experimental Crystal Structure Determination

description: Related Article: Lucas Ueberricke, Bahiru Punja Benke, Tobias Kirschbaum, Sebastian Hahn, Frank Rominger, Uwe H. F. Bunz, Michael Mastalerz|2020|Chem.-Eur.J.|27|2043|doi:10.1002/chem.202003666
DOI: 10.5517/ccdc.csd.cc25dhsw
title: CCDC 2008018: Experimental Crystal Structure Determination

description: Related Article: Lucas Ueberricke, Bahiru Punja Benke, Tobias Kirschbaum, Sebastian Hahn, Frank Rominger, Uwe H. F. Bunz, Michael Mastalerz|2020|Chem.-Eur.J.|27|2043|doi:10.1002/chem.202003666
DOI: 10.5517/ccdc.csd.cc25sspg
title: CCDC 2019826: Experimental Crystal Structure Determination

description: Related Article: Andrew M. Eisterhold, Thamon Puangsamlee, Steffen Otterbach, Stefan Bräse, Patrick Weis, Xiqu Wang, Ksenia V. Kutonova, Ognjen Š. Miljanić|2021|Org.Lett.|23|781|doi:10.1021/acs.orglett.0c04014
DOI: 10.5517/ccdc.csd.cc25ssqh
title: CCDC 2019827: Experimental Crystal Structure Determination

description: Related Article: Andrew M. Eisterhold, Thamon Puangsamlee, Steffen Otterbach, Stefan Bräse, Patrick Weis, Xiqu Wang, Ksenia V. Kutonova, Ognjen Š. Miljanić|2021|Org.Lett.|23|781|doi:10.1021/acs.orglett.0c04014
DOI: 10.5517/ccdc.csd.cc25z1w3
title: CCDC 2024885: Experimental Crystal Structure Determination

description: Related Article: Zhen-Zhen Xue, Xiang-Dong Meng, Xin-Yu Li, Jie Pan, Guo-Ming Wang|2021|Cryst.Growth Des.|21|1055|doi:10.1021/acs.cgd.0c01390
DOI: 10.5281/zenodo.4298497
title: Kuesioner, hasil uji statistik validitas & reablitias dan isian kuesioner Pengetahuan dan sikap ibu hamil trimester III terhadap pencegahan COVID-19

description: Data pelengkap artikel pengetahuan dan sikap ibu hamil trimester III terhadap pencegahan COVID-19. Data berikut berisi: Kuesioner Hasil uji statistik validitas dan reabilitas Hasil uji statistik data isian kuesioner
DOI: 10.5281/zenodo.4298496
title: Kuesioner, hasil uji statistik validitas & reablitias dan isian kuesioner Pengetahuan dan sikap ibu hamil trimester III terhadap pencegahan COVID-19

description: Data pelengkap artikel pengetahuan dan sikap ibu hamil trimester III terhadap pencegahan COVID-19. Data berikut berisi: Kuesioner Hasil uji statistik validitas dan reabilitas Hasil uji statistik data isian kuesioner
DOI: 10.5281/zenodo.4049430
title: Data Berat Badan Bayi Sebelum dan Sesudah Intervensi Pemberian Tumis Daun Pepaya

description: Data kajian pemberian intervensi tumis daun pepaya pada ibu menyusui
DOI: 10.5281/zenodo.4049429
title: Data Berat Badan Bayi Sebelum dan Sesudah Intervensi Pemberian Tumis Daun Pepaya

description: Data kajian pemberian intervensi tumis daun pepaya pada ibu menyusui
DOI: 10.5281/zenodo.4048731
title: Isian Kueosiner DASS 22

description: Kuisioner Stres Hospitalisasi Anak Usia Sekolah Berdasarkan Kuesioner DASS 22 (<em>Depression Anxety Stress Scales</em>)
DOI: 10.5281/zenodo.4048730
title: Isian Kueosiner DASS 22

description: Kuisioner Stres Hospitalisasi Anak Usia Sekolah Berdasarkan Kuesioner DASS 22 (<em>Depression Anxety Stress Scales</em>)
DOI: 10.6084/m9.figshare.13667666
title: Andropgon 1950-2016 Response Curves

description: Andropogon Gerardii maxent output 1950-2016
DOI: 10.6084/m9.figshare.13667666.v1
title: Andropgon 1950-2016 Response Curves

description: Andropogon Gerardii maxent output 1950-2016
DOI: 10.5517/ccdc.csd.cc23wxrp
title: CCDC 1963253: Experimental Crystal Structure Determination

description: Related Article: Chisato Wata, Takuya Hashimoto|2021|J.Am.Chem.Soc.|143|1745|doi:10.1021/jacs.0c11440
DOI: 10.5517/ccdc.csd.cc23xhm5
title: CCDC 1963807: Experimental Crystal Structure Determination

description: Related Article: Chisato Wata, Takuya Hashimoto|2021|J.Am.Chem.Soc.|143|1745|doi:10.1021/jacs.0c11440
DOI: 10.5517/ccdc.csd.cc23xhn6
title: CCDC 1963808: Experimental Crystal Structure Determination

description: Related Article: Chisato Wata, Takuya Hashimoto|2021|J.Am.Chem.Soc.|143|1745|doi:10.1021/jacs.0c11440
DOI: 10.5517/ccdc.csd.cc26bsy9
title: CCDC 2036171: Experimental Crystal Structure Determination

description: Related Article: Chisato Wata, Takuya Hashimoto|2021|J.Am.Chem.Soc.|143|1745|doi:10.1021/jacs.0c11440
DOI: 10.5517/ccdc.csd.cc26bszb
title: CCDC 2036172: Experimental Crystal Structure Determination

description: Related Article: Chisato Wata, Takuya Hashimoto|2021|J.Am.Chem.Soc.|143|1745|doi:10.1021/jacs.0c11440
DOI: 10.5517/ccdc.csd.cc26gfbg
title: CCDC 2039655: Experimental Crystal Structure Determination

description: Related Article: Xin-Ting Liang, Bao-Chuan Sun, Nan Zhang, Zhong-Chao Zhang, Yuan-He Li, Qian-Qian Xu, Chang Liu, Jia-Hua Chen, Zhen Yang|2021|J.Org.Chem.|86|2158|doi:10.1021/acs.joc.0c02510
DOI: 10.5517/ccdc.csd.cc26gfch
title: CCDC 2039656: Experimental Crystal Structure Determination

description: Related Article: Xin-Ting Liang, Bao-Chuan Sun, Nan Zhang, Zhong-Chao Zhang, Yuan-He Li, Qian-Qian Xu, Chang Liu, Jia-Hua Chen, Zhen Yang|2021|J.Org.Chem.|86|2158|doi:10.1021/acs.joc.0c02510
DOI: 10.5517/ccdc.csd.cc26gffk
title: CCDC 2039658: Experimental Crystal Structure Determination

description: Related Article: Xin-Ting Liang, Bao-Chuan Sun, Nan Zhang, Zhong-Chao Zhang, Yuan-He Li, Qian-Qian Xu, Chang Liu, Jia-Hua Chen, Zhen Yang|2021|J.Org.Chem.|86|2158|doi:10.1021/acs.joc.0c02510
DOI: 10.5517/ccdc.csd.cc26gfgl
title: CCDC 2039659: Experimental Crystal Structure Determination

description: Related Article: Xin-Ting Liang, Bao-Chuan Sun, Nan Zhang, Zhong-Chao Zhang, Yuan-He Li, Qian-Qian Xu, Chang Liu, Jia-Hua Chen, Zhen Yang|2021|J.Org.Chem.|86|2158|doi:10.1021/acs.joc.0c02510
DOI: 10.5517/ccdc.csd.cc26jn1g
title: CCDC 2041785: Experimental Crystal Structure Determination

description: Related Article: Haibo Mei, Li Wang, Romana Pajkert, Qian Wang, Jingcheng Xu, Jiang Liu, Gerd-Volker Röschenthaler, Jianlin Han|2021|Org.Lett.|23|1130|doi:10.1021/acs.orglett.1c00150
DOI: 10.5517/ccdc.csd.cc26m1sp
title: CCDC 2044102: Experimental Crystal Structure Determination

description: Related Article: Ke Zhao, Yu Du, Qiong Peng, Wen-Hao Yu, Bi-Qin Wang, Chun Feng, Shi-Kai Xiang|2021|J.Org.Chem.|86|2986|doi:10.1021/acs.joc.0c02900
DOI: 10.5517/ccdc.csd.cc26m9bh
title: CCDC 2044336: Experimental Crystal Structure Determination

description: Related Article: Ke Zhao, Yu Du, Qiong Peng, Wen-Hao Yu, Bi-Qin Wang, Chun Feng, Shi-Kai Xiang|2021|J.Org.Chem.|86|2986|doi:10.1021/acs.joc.0c02900
DOI: 10.5517/ccdc.csd.cc26nhm0
title: CCDC 2045492: Experimental Crystal Structure Determination

description: Related Article: Haibo Mei, Li Wang, Romana Pajkert, Qian Wang, Jingcheng Xu, Jiang Liu, Gerd-Volker Röschenthaler, Jianlin Han|2021|Org.Lett.|23|1130|doi:10.1021/acs.orglett.1c00150
DOI: 10.5517/ccdc.csd.cc26qwwq
title: CCDC 2047794: Experimental Crystal Structure Determination

description: Related Article: A. Sanjeeva Kumar, Sachin Chauhan, K. C. Kumara Swamy|2021|Org.Lett.|23|1123|doi:10.1021/acs.orglett.1c00076
DOI: 10.5517/ccdc.csd.cc26qwxr
title: CCDC 2047795: Experimental Crystal Structure Determination

description: Related Article: A. Sanjeeva Kumar, Sachin Chauhan, K. C. Kumara Swamy|2021|Org.Lett.|23|1123|doi:10.1021/acs.orglett.1c00076
DOI: 10.5517/ccdc.csd.cc26qwys
title: CCDC 2047796: Experimental Crystal Structure Determination

description: Related Article: A. Sanjeeva Kumar, Sachin Chauhan, K. C. Kumara Swamy|2021|Org.Lett.|23|1123|doi:10.1021/acs.orglett.1c00076
DOI: 10.5517/ccdc.csd.cc26qwzt
title: CCDC 2047797: Experimental Crystal Structure Determination

description: Related Article: A. Sanjeeva Kumar, Sachin Chauhan, K. C. Kumara Swamy|2021|Org.Lett.|23|1123|doi:10.1021/acs.orglett.1c00076
DOI: 10.5517/ccdc.csd.cc26qx0w
title: CCDC 2047798: Experimental Crystal Structure Determination

description: Related Article: A. Sanjeeva Kumar, Sachin Chauhan, K. C. Kumara Swamy|2021|Org.Lett.|23|1123|doi:10.1021/acs.orglett.1c00076
DOI: 10.5517/ccdc.csd.cc26qx1x
title: CCDC 2047799: Experimental Crystal Structure Determination

description: Related Article: A. Sanjeeva Kumar, Sachin Chauhan, K. C. Kumara Swamy|2021|Org.Lett.|23|1123|doi:10.1021/acs.orglett.1c00076
DOI: 10.5517/ccdc.csd.cc26qx2y
title: CCDC 2047800: Experimental Crystal Structure Determination

description: Related Article: A. Sanjeeva Kumar, Sachin Chauhan, K. C. Kumara Swamy|2021|Org.Lett.|23|1123|doi:10.1021/acs.orglett.1c00076
DOI: 10.5517/ccdc.csd.cc26qx3z
title: CCDC 2047801: Experimental Crystal Structure Determination

description: Related Article: A. Sanjeeva Kumar, Sachin Chauhan, K. C. Kumara Swamy|2021|Org.Lett.|23|1123|doi:10.1021/acs.orglett.1c00076
DOI: 10.5517/ccdc.csd.cc26rpl8
title: CCDC 2048560: Experimental Crystal Structure Determination

description: Related Article: Yang-Zi Liu, Zhongao Wang, Zesheng Huang, Wu-Lin Yang, Wei-Ping Deng|2021|Org.Lett.|23|948|doi:10.1021/acs.orglett.0c04146
DOI: 10.5517/ccdc.csd.cc26w7v6
title: CCDC 2051978: Experimental Crystal Structure Determination

description: Related Article: Kosuke Takahashi, Steven J. Geib, Katsuhiro Maeda, Dennis P. Curran, Tsuyoshi Taniguchi|2021|Org.Lett.|23|1071|doi:10.1021/acs.orglett.0c04284
DOI: 10.5517/ccdc.csd.cc26wgm6
title: CCDC 2052188: Experimental Crystal Structure Determination

description: Related Article: Briana R. Schrage, Victor N. Nemykin, Christopher J. Ziegler|2021|Org.Lett.|23|1076|doi:10.1021/acs.orglett.0c04291
DOI: 10.5517/ccdc.csd.cc26wgn7
title: CCDC 2052189: Experimental Crystal Structure Determination

description: Related Article: Briana R. Schrage, Victor N. Nemykin, Christopher J. Ziegler|2021|Org.Lett.|23|1076|doi:10.1021/acs.orglett.0c04291
DOI: 10.5517/ccdc.csd.cc26wgp8
title: CCDC 2052190: Experimental Crystal Structure Determination

description: Related Article: Briana R. Schrage, Victor N. Nemykin, Christopher J. Ziegler|2021|Org.Lett.|23|1076|doi:10.1021/acs.orglett.0c04291
DOI: 10.5517/ccdc.csd.cc26wgq9
title: CCDC 2052191: Experimental Crystal Structure Determination

description: Related Article: Briana R. Schrage, Victor N. Nemykin, Christopher J. Ziegler|2021|Org.Lett.|23|1076|doi:10.1021/acs.orglett.0c04291
DOI: 10.5517/ccdc.csd.cc26yptp
title: CCDC 2054333: Experimental Crystal Structure Determination

description: Related Article: Rongrong Yu, Yidan Xing, Xianjie Fang|2021|Org.Lett.|23|930|doi:10.1021/acs.orglett.0c04133
DOI: 10.6084/m9.figshare.13726483.v1
title: Dataset for the article "On magnetic disturbances induced by rotation of coil-type magnetometer driven by seismic waves"

description: This dataset is for plotting the figures in the article "On magnetic disturbances induced by rotation of coil-type magnetometer driven by seismic waves"
DOI: 10.6084/m9.figshare.13726483
title: Dataset for the article "On magnetic disturbances induced by rotation of coil-type magnetometer driven by seismic waves"

description: This dataset is for plotting the figures in the article "On magnetic disturbances induced by rotation of coil-type magnetometer driven by seismic waves"
DOI: 10.6084/m9.figshare.13726507.v1
title: Collaborative task scheduling with new task arrival in cloud manufacturing using improved multi-population biogeography-based optimization

description: This is the experimental data of the manuscript entitled "Collaborative task scheduling with new task arrival in cloud manufacturing using improved multi-population biogeography-based optimization". All data are generated through computer simulation and saved in the file with txt format. The data are consistent with the real-world case. The “illustrative case data.txt” is used in Section 5.2 as illustrative examples corresponding to table 2 and table 3, respectively. S01-S03, M01-M05, L01-L07 are used in Section 5.3 and R01-R15 are used in Section 5.4.
DOI: 10.6084/m9.figshare.13726507
title: Collaborative task scheduling with new task arrival in cloud manufacturing using improved multi-population biogeography-based optimization

description: This is the experimental data of the manuscript entitled "Collaborative task scheduling with new task arrival in cloud manufacturing using improved multi-population biogeography-based optimization". All data are generated through computer simulation and saved in the file with txt format. The data are consistent with the real-world case. The “illustrative case data.txt” is used in Section 5.2 as illustrative examples corresponding to table 2 and table 3, respectively. S01-S03, M01-M05, L01-L07 are used in Section 5.3 and R01-R15 are used in Section 5.4.
DOI: 10.6084/m9.figshare.13725718
title: Data

description: Data from a paper entitled "Reliability and Validity Analysis of Sports Injury Anxiety Scale for Chinese Student Athletes"
DOI: 10.6084/m9.figshare.13726537.v1
title: TOX6_library read.fastqsanger.gz

description: Raw sequencing data for the deletion of 6 SOS toxins in E.Coli
DOI: 10.5281/zenodo.4489876
title: An Interpretable Framework for Investigating Neighborhood Effect in POI Recommendation

description: Geographical characteristics have been proven to be effective in improving the quality of point-of-interest (POI) recommendation. However, existing works on POI recommendation focus on cost (time or money) of travel for a user. An important geographical aspect that has not been studied adequately is the neighborhood effect, which captures a user’s POI visiting behavior based on the user’s preference not only to a POI, but also to the POI’s neighborhood. To provide a interpretable framework to fully study the neighborhood effect, first, we develop different sets of insightful features, representing different aspects of neighborhood effect. We employ a Yelp dataset to evaluate how different aspects of the neighborhood effect affect a user’s POI visiting behavior. Second, we propose a deep learning based recommendation framework that exploits the neighborhood effect. Experimental results show that our approach is more effective than two state-of-the-art matrix factorization based POI recommendation techniques.
description: There are three python scripts and ten dataset related files.