cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp2/dpdaqr
title: Globe and Mail Survey on the New Canada, 2003 [Canada]

description: The CRIC-Globe and Mail Survey on "The New Canada" was carefully designed to provide an authoritative picture of the way the attitudes and values of Canadians are evolving. The questionnaire and the analysis of results were informed by extensive background research on public opinion in Canada. The survey team selected many questions that had not been asked in Canada in a long time, providing a portrait of how Canada has changed since the 1960s and 1970s. The survey also contained a number of questions that had never before been asked in Canada, but that had been asked in the United States or Europe, providing insight into what makes Canada unique in the world.
DOI: 10.5683/sp2/5w9o83
title: Portraits of Canada, 1999 [Canada]

description: Portraits of Canada is an annual survey of public opinion in Canada conducted by the Centre for Research and Information on Canada (CRIC). The purpose of the survey is to track how the attitudes of Canadians have evolved on a range of issues related to the nature and well-being of the country and its citizens.
DOI: 10.5683/sp2/fxkw6w
title: Ontario College Applicant Survey, 2004 [Canada]

description: The Ontario College Applicant Survey was conducted by the Canada Millennium Scholarship Foundation to provide data on the decision-making process of applicants in regards to choosing a college and area of study. Colleges wanted further insight into their applicant pool to optimize the use of scarce resources, time, and money. In addition, it provided information for marketing, recruitment, and enrolment management strategies. It also covered applicants' financial preparedness for college. Participants were selected from a random sample that matched key demographic indicators (e.g. age, region, and applicant status) ensuring representation of the general applicant pool. Some of the major subject areas covered include prior education, college selection, issues of concern, academic activities, and finances. This dataset was freely received from the Canada Millennium Scholarship Foundation. Some work was required for the variable and value labels, and missing values. They were corrected as best as possible with the documentation received. Caution should be used with this dataset as some variables are lacking information.
DOI: 10.5683/sp2/1guvst
title: Ontario College Applicant Survey, 2005 [Canada]

description: The Ontario College Applicant Survey was conducted by the Canada Millennium Scholarship Foundation to provide data on the decision-making process of applicants in regards to choosing a college and area of study. Colleges wanted further insight into their applicant pool to optimize the use of scarce resources, time, and money. In addition, it provided information for marketing, recruitment, and enrolment management strategies. It also covered applicants' financial preparedness for college. Participants were selected from a random sample that matched key demographic indicators (e.g. age, region, and applicant status) ensuring representation of the general applicant pool. Some of the major subject areas covered include prior education, college selection, issues of concern, academic activities, and finances. This dataset was freely received from the Canada Millennium Scholarship Foundation. Some work was required for the variable and value labels, and missing values. They were corrected as best as possible with the documentation received. Caution should be used with this dataset as some variables are lacking information.
DOI: 10.5683/sp2/0aeoqr
title: Student Financial Survey, 2001-2002 [Canada]

description: EKOS Research Associates and the Canada Millennium Scholarship Foundation conducted a monthly national study of the finances of post-secondary students from September 2001 until May 2002. The study was designed to capture the expenses and income of students on a monthly basis, in order to profile the financial circumstances of Canadian post-secondary students and the adequacy of available funding. The Web based Students Financial Survey provided accurate, quantifiable results for the first time on such issues as the incidence and level of assistance, the level of debt from outstanding bank loans, personal lines of credit, and credit cards. The study also yielded up-to-date information on student assets (such as automobiles, computers, and electronics), student earnings, time usage, and types of expenses incurred. The survey featured a panel of 1,524 post-secondary students from across the country, who participated in a very brief monthly survey, either via Internet or telephone. Students were required to complete a longer baseline wave of the survey in order to participate in the study. The baseline survey asked a number of questions concerning summer income and existing debt, including credit card debt. This dataset was received from the Canada Millennium Scholarship Foundation as is. Issues with value labels and missing values were discovered and corrected as best as possible with the documentation received. The variable gasst: Do you receive any government assistance? was not corrected due to lack of documentation about this variable. Some caution should be used with this dataset. This dataset was freely received from, the Canadian Millenium Scholarship Foundation. Some work was required for the variable and value labels, and missing values. They were correct as best as possible with the documentation received. Caution should be used with this dataset as some variables are lacking information.
DOI: 10.5683/sp2/uwygzu
title: International Social Survey Programme 1994 [Canada]:Family and Changing Gender Roles II

description: The International Social Survey Program (ISSP) is an ongoing program of crossnational collaboration. Formed in 1983, the group develops topical modules dealing with important areas of social science as supplements to regular national surveys. This collection, the second module on family and changing gender roles (see INTERNATIONAL SOCIAL SURVEY PROGRAM: FAMILY AND CHANGING SEX ROLES, 1988 [ICPSR 9591]), contains data from Australia, Austria, Bulgaria, Canada, the Czech Republic, Germany (East and West), Great Britain, Hungary, Ireland, Israel, Italy, Japan, the Netherlands, New Zealand, Northern Ireland, Norway, the Philippines, Poland, Russia, Slovenia, Spain, Sweden, and the United States. Respondents were asked to comment on various topics regarding the family and changing gender roles, such as working parents, division of housework, management of household income, sexual advances in the workplace, and relationships with spouse or other partner(s). Demographic variables include respondents' sex, age, education, marital status, personal and family income, employment status, household size and composition, and occupation.
DOI: 10.5683/sp2/sc78k7
title: International Social Survey Programme 1999 [Canada]: Social Inequality III

description: The International Social Survey Program (ISSP) is an ongoing program of crossnational collaboration. Formed in 1983, the group develops topical modules dealing with important areas of social science as supplements to regular national surveys. This collection, the third module on social inequality (see INTERNATIONAL SOCIAL SURVEY PROGRAM: SOCIAL INEQUALITY, 1987 [ICPSR 9383] and INTERNATIONAL SOCIAL SURVEY PROGRAM: SOCIAL INEQUALITY, 1992 [ICPSR 6493]), contains data from Australia, Austria, Bulgaria, Canada, Chile, Cyprus, Czech Republic, France, Germany (West and East), Great Britain, Hungary, Israel, Japan, Latvia, New Zealand, Northern Ireland, Norway, Philippines, Poland, Portugal, Russia, Slovakia, Slovenia, Spain, Sweden, and the United States. Questions asked of respondents focused on equality of income, wealth, and opportunity. Respondents were asked for their perceptions of the extent of present inequality, explanations for inequality, and the role of government to reduce inequality. Demographic data on respondents such as age, sex, employment, income, marital status, education, religion, political affiliation, region of residence, and trade union membership also are provided.
DOI: 10.5683/sp2/vuwyxf
title: International Social Survey Programme 2000 [Canada]: Environment II

description: The International Social Survey Program (ISSP) is an ongoing program of cross national collaboration. Formed in 1983, the ISSP group develops topical modules dealing with important areas of social science as supplements to regular national surveys. This data collection is the second survey exploring the topic of environment (please see INTERNATIONAL SOCIAL SURVEY PROGRAM: ENVIRONMENT I, 1993 [ICPSR 6640] for the data from the initial survey on the same topic). Participating countries in the 2000 survey included Austria, Bulgaria, Canada, Chile, Czech Republic, Denmark, Finland, Germany, Great Britain, Ireland, Israel, Japan, Latvia, Mexico, Netherlands, New Zealand, Northern Ireland, Norway, Philippines, Portugal, Russia, Slovenia, Spain, Sweden, Switzerland, and the United States. Respondents were queried on topics regarding nature and the environment, the role of science and scientific solutions to environmental problems, the effects of population and economic growth on the environment, protection of the environment through higher prices of goods or higher taxes, and the role of government, businesses, industries, and citizens in protecting the environment. Respondents were asked if they belonged to any groups whose main aim was to preserve or protect the environment, if they donated any money to environmental groups, and if they had ever protested, demonstrated, or signed a petition concerning environmental issues. Respondents were also asked questions about the greenhouse effect, the use of animals for medical testing, and health issues like exposure to chemicals, pesticides, and pollution. Respondents also expressed their views on the priorities of their nation. Demographics include sex, age, ethnicity or nationality, marital status, level of education, current employment status, family income, number of people living in household, religious denomination, trade union membership, political party affiliation, and region of the country and size of community where currently residing.
DOI: 10.5683/sp2/n3ahaf
title: International Social Survey Programme 2009 [Canada]: Social Inequality IV

description: The International Social Survey Program (ISSP) is an ongoing program of crossnational collaboration. Formed in 1983, the group develops topical modules dealing with important areas of social science as supplements to regular national surveys. This collection,the third module on religion contains data from Australia, Austria, Canada, Chile, Croatia, Cyprus, Czech Republic, Denmark, Dominican Republic, Finland, Flanders (Belgium), France, Germany, Great Britain, Hungary, Ireland, Israel, Italy, Japan, Latvia, Mexico, Netherlands, New Zealand, Northern Ireland, Norway, Philippines, Poland, Portugal, Russia, Slovakia, Slovenia, South Africa, South Korea, Spain, Sweden, Switzerland, Taiwan, Turkey, Ukraine, United States, Uruguay, Venezuela. Questions asked of respondents focused mainly with religious beliefs, religious socialisation, past and current religious practices, religion and governmental connections, religion in comparison to other aspects, and secular aspects. Demographic data on respondents such as age, sex, employment, marital status, education, religion, political affiliation and household composition are also provided.
DOI: 10.5517/ccdc.csd.cc26zhh6
title: CCDC 2055098: Experimental Crystal Structure Determination

description: Related Article: Weiwei Chai, Bin Guo, Qinglong Zhang, Weiwei Zi|2022|Chem Cat.|2|1428|doi:10.1016/j.checat.2022.04.006
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.cc26zk2v
title: CCDC 2055147: Experimental Crystal Structure Determination

description: Related Article: Weiwei Chai, Bin Guo, Qinglong Zhang, Weiwei Zi|2022|Chem Cat.|2|1428|doi:10.1016/j.checat.2022.04.006
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.cc289dww
title: CCDC 2094418: Experimental Crystal Structure Determination

description: Related Article: Ye Wang, Wen-Yun Zhang, Zong-Lun Yu, Chao Zheng, Shu-Li You|2022|Nat. Synth.|1|401|doi:10.1038/s44160-022-00065-w
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.cc289dxx
title: CCDC 2094419: Experimental Crystal Structure Determination

description: Related Article: Ye Wang, Wen-Yun Zhang, Zong-Lun Yu, Chao Zheng, Shu-Li You|2022|Nat. Synth.|1|401|doi:10.1038/s44160-022-00065-w
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.cc29lcdp
title: CCDC 2132812: Experimental Crystal Structure Determination

description: Related Article: Kyle G. Pearce, Chiara Dinoi, Michael S. Hill, Mary F. Mahon, Laurent Maron, Ryan S. Schwamm, Andrew S. S. Wilson|2022|Angew.Chem.,Int.Ed.|61|e202200305|doi:10.1002/anie.202200305
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.cc29lcfq
title: CCDC 2132813: Experimental Crystal Structure Determination

description: Related Article: Kyle G. Pearce, Chiara Dinoi, Michael S. Hill, Mary F. Mahon, Laurent Maron, Ryan S. Schwamm, Andrew S. S. Wilson|2022|Angew.Chem.,Int.Ed.|61|e202200305|doi:10.1002/anie.202200305
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: 10.5683/sp2/ap28o3
title: Replication Data for: Individual differences exceed species differences in the movements of a river fish community

description: Datafiles (.csv and .rds) containing movement estimates from 5 riverine fish species tracked using radio-telemetry in the Upper peace river, Canada, from 1996-1999 and 2005-2009. R script (.R) file containing model scripts used to fit all models described in the manuscript
DOI: 10.5683/sp/rcvmdc
title: TRIP Related Datasets about State of IR Profession

description: These datasets relate to the state of the IR discipline
DOI: 10.5683/sp2/kq6vng
title: Sampled 2048 GPA Images with Annotated Regular Gas Price

description: The GPA is a real-world, benchmark image dataset for developing an evaluating machine learning and character/digit recognition algorithms. This dataset is a sample of 2048 images from throughout the United States of America along with the annotated regular, unleaded, cash price depicted in each image. Digits that are either missing or uninterpretable are represented with the "-" character.
DOI: 10.5683/sp/0yovh1
title: High Quality Annotations of Power Infrastructure in Rural Ontario

description: We used the Systematic Street View Sampler (S^3) to acquire 18,883 sampled Google Street View images throughout the rural areas of southern Ontario. We then leveraged the Amazon Mechanical Turk annotation environment to obtain high confidence annotations of whether the images contain power-related infrastructure or not. This data exemplifies the joint use of S^3 and the Amazon MTurk framework for machine vision-related applications. The images in the dataset are paired: one image is forward-facing in relation to the road while it's compliment is rear-facing. These are denoted by a unique ID followed by "A" or "B". Contents: - ontario_images.tar.gz : Compressed file containing the 18,883 images used in our analysis. - classification_results.csv : The latitude, longitude, heading, and 5-class annotation results from five Amazon MTurk workers. - mapping.csv : A mapping file relating the unique image ID to the image file name. - 5 x Example_Image : Randomly selected images from the dataset
DOI: 10.5683/sp2/pvotrn
title: Human-HIV1 All-to-All Inter-Species Predictions using PIPE4, SPRINT, SPPS

description: All-to-all prediction scores between Human and HIV1 for three independent sequence-based PPI predictors: PIPE4, SPRINT, SPPS. Each algorithm was trained on intra-species PPIs (Human-Human & HIV1-HIV1) to generate the inter-species predictions. The training samples were obtained from BioGRID. The human proteome was obtained from Uniprot (Proteome Id: UP000005640) and filtered for Reviewed/Swiss-Prot status; resulting in 20,350 proteins (7 proteins excluded due to sequence length). The HIV1 proteome was similarly obtained (Proteome Id: UP000002241); resulting in 9 proteins. All 183,087 predictions are provided for each method except SPPS for which 25 human protein sequences were excluded for having non-standard amino acids. Each file contains three columns of comma separated values representing: human-protein,hiv1-protein,score where the score column represents the likelihood of interaction for that given PPI. Files are sorted on the Human protein and then on the HIV1 protein.
DOI: 10.5683/sp2/ld8jkj
title: RPmirDIP Predictions of ~6 Million miRNA-Gene Pairs

description: The RPmirDIP and RPmirDIP* predictors were used to re-score all available miRNA-mRNA pairs from the mirDIP database to identify novel putative interactions. The ~30 million pairs from the mirDIP database were re-scored using the RPmirDIP(*) method(s). Only those pairs with a Difference of Scores (DoS), defined as RPmirDIP(*)-mirDIP, with a value greater than 0.5 were published as these comprise the set of most likely candidate interactors for subsequent experimental validation. Of this set of ~6 million pairs, the data were divided into subsets based on a cutoff percentile (top 1%, top 5%, top 10%, top 33%, and bottom 66%). These data are presented in two sorted formats. The first is sorted on the Difference of Scores (DoS, RPmirDIP(*)-mirDIP) to identify pairs exhibiting the greatest augmentation of score over mirDIP due to the application of Reciprocal Perspective (RP). The second is sorted on the RPmirDIP(*) score to identify those pairs that RP is most confident in, regardless of the augmentation over mirDIP. Both formats support the exploration of potentially novel miRNA-mRNA interactions warranting subsequent wet laboratory validation. Note: To avoid data duplication, when selecting the top percentile of pairs (say top 10%), you must also select the top percentile files above that level (i.e. top 5% and top 1% files). For convenience, a single file containing all predictions is made available.
DOI: 10.5683/sp2/l2duft
title: RPmirDIP Predictions of ~49 Million miRNA-Gene Pairs (Trained on mirDIP v4.1)

description: Brief Description The RPmirDIP predictor originally used to generate ~6 million miRNA-Gene pair predictions was retrained on the mirDIP v4.1 and was used to re-score all available miRNA-mRNA pairs from the mirDIP database to identify novel putative interactions. We release, here, all ~49 million predictions without filtering for RPmirDIP scores or the Difference of Scores (DoS) originally proposed. Example File Head miRNA,gene,mirDIP-score,mirDIP-class,RPmirDIP-score,RPmirDIP-class hsa-let-7a-2-3p,A1BG,0.0105377177207658,L,0.09713867,L hsa-let-7a-2-3p,A1CF,0.0641637887555465,M,0.45591232,M hsa-let-7a-2-3p,A2M,0.0204990488073111,M,0.16239062,L hsa-let-7a-2-3p,A2ML1,0.0132876238790541,L,0.1371971,L hsa-let-7a-2-3p,A4GALT,0.0385553499671089,M,0.30212826,L Example Python Code to Load into Pandas and Index by Columns For example, to load the data and search for a specific miRNA or gene, say hsa-let-7a-2-3p or A1BG, we can do the following in python: import pandas as pd tbl = pd.read_csv('all_pred_RPmirDIP.csv', index_col=['miRNA','gene']) tbl.xs('hsa-let-7a-2-3p',level=0) #index by miRNA tbl.xs('A1BG',level=1) #index by gene
DOI: 10.5683/sp2/8wbmmm
title: BioGRID Organism Binary Protein-Protein Interactions

description: Balanced datasets compiled from BioGRID Release 4.4.198 (May 25, 2021) organism data. Provides new benchmarks containing recent data to avoid discrepancies found in older benchmark datasets. Filtering approach: Only physical interactions with high/low throughput are included with the following detection methods: two-hybrid affinity capture-ms affinity capture-western reconstituted complex affinity capture-luminescence co-crystal structure far western fret protein-peptide co-localization affinity capture-rna co-purification Interaction confidence level: Confidence: ( "c0"): all non-redundant interactions listed by BioGRID have been included. High confidence: ( "c1"): only interactions listed by BioGRID multiple times have been included. Very high confidence ("c2"): only interactions listed by BioGRID with multiple different publication sources have been included. Proteins with &gt;40% sequence identity are removed. Negative interactions were generated by random sampling of proteins in positive interactions such that the negative pairs are not found in the positive interactions.
DOI: 10.5683/sp2/ksbiqz
title: Khan As'ad Pasha Lidar Dataset

description: The Khan As'ad Pasha Lidar Dataset includes scan maps, Raw scans and E57 files compressed in RAR format. * Note: All 'Scan_part#' must be downloaded and saved in order for files to open.
DOI: 10.5683/sp2/ivwi6y
title: Khan As'ad Pasha Panorama Dataset

description: The Khan As'ad Pasha Panorama Dataset includes scan maps, Raw scans and processed panoramas compressed in RAR format.
DOI: 10.5683/sp2/cktool
title: Khan As'ad Pasha Photogrammetry Dataset

description: The Khan As'ad Pasha Photogrammetry Dataset includes scan maps and Raw scans compressed in RAR format. * Note: All 'CR2_part#' must be downloaded and saved in order for full inventory of photos to open.
DOI: 10.5683/sp2/y5hs7n
title: Al-‘Azm Palace Panorama Dataset

description: Al-‘Azm Palace Panorama Dataset includes scan maps, Raw scans and processed panoramas compressed in RAR format.
DOI: 10.5683/sp2/sn2yal
title: Al-‘Azm Palace Photogrammetry Dataset

description: The Al-‘Azm Palace Photogrammetry Dataset includes scan maps and Raw scans compressed in RAR format. * Note: All 'Photogrammetry_part#' must be downloaded and saved in order for full inventory of photos to open.
DOI: 10.5683/sp2/ptf8to
title: Al-‘Azm Palace Lidar Dataset

description: The Al-‘Azm Palace Lidar Dataset includes scan maps, Raw scans and E57 files compressed in RAR format. * Note: All 'Scan_part#' must be downloaded and saved in order for files to open.