cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18170/dvn/hv2jso
title: A data set of artificial intelligence domain technology keyword entity and industry entity

description: The CSV file contains 0.13 million entities and labels about artificial intelligence technology and traditional industry field entities. The data is from some papers related to artificial intelligence. The label "O" means nothing. Label 'B-Field" means the start word of a field entity Label "C-Field" means a middle word of a field entity Label 'B-Tech" means the start word of a technology entity Label "C-Tech" means a middle word of a technology entity
DOI: 10.18170/dvn/lw2hbi
title: 词嵌入矩阵文件（2019数据驱动竞赛过程文件）

description: 词嵌入矩阵文件（2019数据驱动竞赛过程文件）
DOI: 10.18170/dvn/mptccn
title: Millions of related academic articles，Chinese and English news reports and patent data in the field of artificial intelligence,

description: The tar file contains four json file. The "news-cn.json"contains 0.5 million Chinese news reports about AI The "news-en.json"contains 0.5 million English news reports about AI The "paper.json"contains 0.5 million papers about AI The xlsx file contains description about each property in these files The "patent.json"contains 0.5 million patents about AI In these files, each line represents a single record
DOI: 10.18170/dvn/xu3q4w
title: Data Recorded by "12345" Citizen Service Hotline in Sanya City

description: It contains more than 184,000 records published by the "12345" public hotline platform in Sanya from October 2018 to February 2019, including field information such as call time, type of call, title of work order, content of work order, etc.
DOI: 10.17632/725vjjtdp3.1
title: Previsão de Demanda

description: Dados e gráficos acerca da previsão de demanda: Média simples, suavização exponencial, ARIMA, RNA e RNR Bi-LSTM.
DOI: 10.17632/725vjjtdp3.2
title: Previsão de Demanda

description: Dados e gráficos acerca da previsão de demanda: Média simples, suavização exponencial, ARIMA, RNA e RNR Bi-LSTM.
DOI: 10.18170/dvn/0v54bk
title: Replication Data for: The Impact of Energy-saving Information Exposure on Green Consomption Behavior

description: Refrigerator product attribute information and consumer comment information of an e-commerce platform
DOI: 10.18170/dvn/24qroy
title: Capturing the "Invisible Hands" —— Fine-Grained Sentiment Analysis of Customer

description: online customers' comment data based on dining platform
DOI: 10.18170/dvn/cvzn2k
title: Replication Data for: Adaptive learning model based on collaborative filtering and deep learning

description: This data is from the moodle online learning platform of Peking University, and the background data is stored in the mysql database. We exported the required data from the database, stored in csv format, and encrypted the data (student number) involving personal privacy. Finally, we organized the data into three csv files, which were course information, student behavior records, and recommended video records. In addition, other data have been put together, including scoring information and other data to facilitate subsequent research. The data is described in detail below: Course Information: Record video information divided by knowledge points. Includes chapter number, chapter number, course start/end time, and course description. A total of 101 records. Promoted video: Recommended video recordings for all users. Includes user id, algorithm id, course id, and course description information. A total of 123,587 records. Student behavior information: records the user's behavior information. Where sectionid is the corresponding video number, behave is the behavior type, duration is the time from the opening of the page to the time when the behavior occurs, and the time is the standard time when the behavior occurs, and the starttime is the specific moment of the video when the behavior occurs, and the endtime is the part. The corresponding video playback time at the end of the behavior. A total of 679,079 records. The user id (student number) is processed by MD5 encryption.
DOI: 10.18170/dvn/lonmk9
title: Replication Data for: default prediction of P2P loan based on improved stacking model

description: Data Sources: Training Set of Give me Some Credit Data in Kaggle Platform and a series of new data obtained after a series of pre-processing; Data format: three CSV copies; Data Description: The data set includes the age, income, family and loan situation of borrowers and there are 11 variables in total in which Serious Dlqin2yrs is lategory label,.1 represents default, 0 represents non-default, and another 10. Three variables are predictive characteristics. Smote_standardized_data is the result of traindata's basic processing, KNN filling missing values, outlier processing, standardization and balancing with SMOTE algorithm.
DOI: 10.18170/dvn/q0f83k
title: Tourism Online Review Data

description: t_product_main t_comment_detail t_comment_image_prediction
DOI: 10.18170/dvn/rpeu6i
title: Analysis of Development trend and Regional difference of Precision Medicine driven by data

description: 数据来源：EMBASE数据库 处理方法：利用R语言、Perl语言将数据处理为更适合分析的形式，如统一时间格式，去除未知信息 数据格式：tsv格式 数据内容： 1.EmbaseID EmbaseID号 2.PMID PubMedID号 3.DOI 数位物件识别号 4.CorrespondenceCountry 通信国家 5.PublicationType 发布类型 6.PublicationDate 发布时间 7.CitedCount 被引用次数 8.AuthorsNumber 作者数目 9.AuthorsCountryNumber作者国家数目 10.AuthorsCountry 作者国家 11.JournalSource 文献来源 12.Title 文献题目 13.MedicalTerms 医学术语 14.DrugTerms 药物术语 15.ClinicalTrialNumber 临床期数 16.Classification 分类关键词
DOI: 10.6073/pasta/6baf12353a72396aba600d8cab46035e
title: Nyack Floodplain RiverNet meteorlogical and soil data in Northwest Montana, USA, 2012-2019

description: Meterological and soil data from one location in the Nyack Floodplain of the Middle Fork of the Flathead River in Northwest Montana, USA. Data include air temperature, relative humidity, barometric pressure, precipitation, photosynthetically active radiation, wind speed and direction, soil temperature and volumetric water content. Measurements are made hourly for the period of 2012 to 2019.
DOI: 10.17632/725vjjtdp3.3
title: Previsão de Demanda de carros no Brasil: Comparação entre os modelos convencionais e a Rede Neural Recorrente Bidirecional LSTM

description: Dados e gráficos acerca da previsão de demanda: Média simples, suavização exponencial, ARIMA, RNA e RNR Bi-LSTM.
DOI: 10.18170/dvn/95rtal
title: 某市C区2017年全年盗窃案件

description: 描述 此数据集为某市C区2017年全年盗窃案件发案情况，包括四类案件的发案时间、地点等，部分内容涉密。
DOI: 10.18170/dvn/cozvuj
title: Analysis and countermeasures of regional difference of urban and rural residents' income in hunan province based on AMF-HXA

description: In order to investigate the present situation of the income of urban and rural residents of hunan province and discusses the gap of resident income area, this article selects the changsha, zhuzhou, yueyang city urban and rural per capita disposable income data from hunan province statistics yearbook (http://www.hntj.gov.cn/tjsj/tjnj/). The per capita disposable income in urban and rural areas of 14 cities in hunan province, including changsha, zhuzhou and yueyang, was selected as the research object from 2005 to 2016.
DOI: 10.18170/dvn/m1ukti
title: Mitochondrial single nucleotide variation and deafness dataset

description: This dataset is a data matrix. Each row represent one sample. The first 207 samples are controls while the remaining 869 samples are patient samples. Each column represent one feature, i.e. one single nucleotide variation. The specific data in each position is 0/1 feature. 0 denotes that there is no variation at this loci of this sample while 1 denotes variation at the loci.
DOI: 10.18170/dvn/o7xdgh
title: Study on the influence of informal Employment on the income of Landless Peasants

description: This data is derived from the 2015 (CGSS) survey data of the Chinese General Social Survey
DOI: 10.18170/dvn/vn2rjp
title: Travel and transfer mode recognition based on random forest model

description: We process the GPS trajectory data set collected by Microsoft Engineering-geolife project.This project was collected in (Microsoft Research Asia) Geolife project by 182 users in a period of over three years (from April 2007 to August 2012). A GPS trajectory of this dataset is represented by a sequence of time-stamped points, each of which contains the information of latitude, longitude and altitude. This GPS trajectory dataset was collected in (Microsoft Research Asia) Geolife project by 182 users in a period of over three years (from April 2007 to August 2012). A GPS trajectory of this dataset is represented by a sequence of time-stamped points, each of which contains the information of latitude, longitude and altitude. Through processing longitude, latitude and time data, we calculated the characteristic information of corresponding travel GPS data, such as average speed, stable speed, average residence distance, etc.
DOI: 10.18170/dvn/xbr6iv
title: Correlation analysis of rural occupational change peasants ' income based on CFPS data in China

description: This data includes the original data of this paper, the processed data and the final analysis data.
DOI: 10.5525/gla.researchdata.870
title: In-silico Optimisation of Mass Spectrometry Fragmentation Strategies in Metabolomics

description: Liquid-Chromatography (LC) coupled to tandem mass spectrometry (MS/MS) is widely used in identifying small molecules in untargeted metabolomics. Various strategies exist to acquire MS/MS fragmentation spectra; however, the development of new acquisition strategies is hampered by the lack of simulators that let researchers prototype, compare, and optimise strategies before validations on real machines. We introduce Virtual Metabolomics Mass Spectrometer (ViMMS), a modular metabolomics LC-MS/MS simulator framework that allows for scan-level control of the MS2 acquisition process in-silico. ViMMS can generate new LC-MS/MS data based on empirical data or virtually re-run a previous LC-MS/MS analysis using pre-existing data in-silico to allow the testing of different fragmentation strategies. It allows the comparison of different fragmentation strategies on real data, with the resulting scan results extractable as mzML files. To demonstrate its utility, we show how our proposed framework can be used to take the output of a real tandem mass spectrometry analysis and examine the effect of varying parameters in Top-N Data Dependent Acquisition protocol. We also demonstrate how ViMMS can be used to compare a recently published Data-set-Dependent Acquisition strategy with a standard Top-N strategy. We expect that ViMMS will save method development time by allowing for offline evaluation of novel fragmentation strategies and optimisation of fragmentation strategy for a particular experiment.
DOI: 10.6084/m9.figshare.9741302
title: New training courses survey - April 2018 - Nature Research

description: April 2018 Survey on forthcoming training services undertaken by Nature Research
DOI: 10.6084/m9.figshare.9741302.v1
title: New training courses survey - April 2018 - Nature Researcj

description: April 2018 Survey on forthcoming training services undertaken by Nature Research
DOI: 10.18170/dvn/3eg0vd
title: Research on Shrinking City Identification under Unsupervised Learning——Based on Nine cities belonging to Guangdong Province in Guangdong-Hong Kong-Macao Greater Bay Area

description: We took nine cities belonging to Guangdong Province in Guangdong-Hong Kong-Macao Greater Bay Area as an example. Through the collection of statistical data, Weibo user behavior data and DMSP/OLS data, the identification system of shrinking city composed of 45 indexes from the four dimensions of economy, population, spatial geography and administration, is preliminarily established.
DOI: 10.18170/dvn/bbxml6
title: Code of Automatic Coding Model of Socio-economic Survey Industry and Occupation

description: Code of Automatic Coding Model of Socio-economic Survey Industry and Occupation Based on Convolutional Neural Network
DOI: 10.18170/dvn/bjismh
title: QQ音乐华语乐坛歌手及歌曲创作者数据

description: qq音乐网站上前一百名华语乐坛歌手专辑、歌曲、歌词、合作者数据。
DOI: 10.18170/dvn/bzdwcv
title: Replication Data for: Commodity Review Data Set

description: This data set is used in the paper "Research on Emotional Label Extraction of Micro-blog Comments Based on Dependency Syntax Analysis and NodeRank Algorithms". It includes 10807 Comments on Smart Watches.
DOI: 10.18170/dvn/iks9pz
title: Winter wheat remote sensing estimation data based on CNN

description: The experiment constructed a set of winter wheat yield prediction model data based on CNN. Based on the histogram dimensionality reduction and data normalization method, the 12-band MODIS images of 2006-2016 were processed into 36*36*12 data samples. Convolutional neural network input layer and winter wheat yield data from prefecture-level cities in Henan, Hebei, Shandong, Shanxi, and Shaanxi are used as output layers to achieve a rapid and accurate prediction of large-scale winter wheat.
DOI: 10.18170/dvn/kw1amr
title: Replication Data for: Housing Price and Talent Allocation: From the Perspective of Occupation Choice Between Public and Private Sectors

description: Using the stata program written by myself to clean the data of the China Labor Dynamics Survey (CLDS) in 2012, 2014 and 2016, after pre-processing the original data, and second encoding according to the employment selection data, the data merges with the prefecture-level city prices in 2001-2013and other data at the city level to form a database of city-individual career choices. The format is Stata Dataset (.dta) and needs to be opened with stata.
DOI: 10.18170/dvn/pwrfbv
title: Museum evacuation plan for emergency situations

description: Longitudinal and latitudinal coordinates of the Louvre Museum
DOI: 10.6084/m9.figshare.9741302.v2
title: New training courses survey - April 2018 - Nature Research

description: April 2018 Survey on forthcoming training services undertaken by Nature Research
DOI: 10.18170/dvn/5jl1bi
title: Analysis on the Impact of Location Factors on Financing Efficiency of Listed Companies

description: The data related to the company's geographic information in this paper are from RESSET database, the specific information related to company financing is from Cathay Tai'an CSMAR database, and the data related to geographical factors of each province from 2013 to 2017 are collected on the website of the National Bureau of Statistics, and the data sets of provinces and years are matched with the characteristics of the company, and finally sorted out to the data set processed in this paper. In this paper, considering the characteristics of financial financing, all financial data collected in this data set will be eliminated, and considering the impact of outliers on the accuracy of the model, this paper will remove all samples of special companies marked S, ST, ST* and so on, and finally get 6048 data of A-share listed companies in China from 2013 to 2017. Considering the distribution of samples, this paper makes about 1% tailing of all variables, and finally comes to the samples for descriptive analysis, correlation test and regression analysis. All data processing is done by STATA14.
DOI: 10.18170/dvn/nhusye
title: Replication Data for: CoxRF: An employee turnover prediction method based on survival analysis

description: There are 3 datasets. The first dataset is from one of the largest online professional social platform in China, including 291724 user information, 459177 work experiences and 243128 education experiences. The second dataset is the survival data which is acquired by cleaning dataset 1 and used to study employee turnover prediction poblem. The third dataset is from other source like WorldBank and Chinese Education Department to help extract features in dataset 2. To be specific, 985211 school ranking, GDP growth annual(%), profession name in different industry.
DOI: 10.18170/dvn/oukzqx
title: Replication Data for:

description: 来源于德国Lubeck大学机器人与认知系统研宄所公开数据库的7名患者（年龄在23-30岁男性，均在肺部有恶性肿瘤表现），记录时间约5-6分钟的双模态呼吸运动数据
DOI: 10.18170/dvn/yus28f
title: Short-term Forecasting of Provincial CO2 Emissions in China Based on DMD and Policy Implications

description: (1) Annual carbon dioxide emissions data of China's provinces from 2010 to 2015; (2) Self-measured annual carbon dioxide emissions of China's provinces in 2020; (3) Self-measured annual GDP of China's provinces in 2020; (4) Self-measured carbon intensity of China's provinces in 2020； (5) Carbon dioxide emissions data of China in 2005; (6) GDP of provinces in China from 2013 to 2017; (7)Self-measured annual carbon intensity of provinces of China in 2005; (8) GDP of provinces of China in 2005;
DOI: 10.5281/zenodo.3379045
title: Synthetic grid in Pypower format

description: The synthetic grid represent a network covering HV, MV and LV voltage levels. The MV networks are modeled in two categories, rural and urban feeders. Five LV feeders in each category are modeled in detail, while rest of the LV feeders are represented by equivalent loads. The network is designed from the perspective of power networks commonly found in EU. This network can be used to study the power exchange accross traditional boundaries of TSO and DSO, studying the influence of reactive power control strategies on the voltages and line loading, volt-var control etc.
DOI: 10.5281/zenodo.3379046
title: Synthetic grid in Pypower format

description: The synthetic grid represent a network covering HV, MV and LV voltage levels. The MV networks are modeled in two categories, rural and urban feeders. Five LV feeders in each category are modeled in detail, while rest of the LV feeders are represented by equivalent loads. The network is designed from the perspective of power networks commonly found in EU. This network can be used to study the power exchange accross traditional boundaries of TSO and DSO, studying the influence of reactive power control strategies on the voltages and line loading, volt-var control etc.
DOI: 10.18170/dvn/hudskq
title: Baidu quit smoking bar user posting data and coding results

description: Baidu quit smoking bar user posting data and coding results
DOI: 10.5281/zenodo.3379142
title: On the Continuous Code Quality Outcomes of Continuous Integration: An Empirical Study

description: Here we provide all datasets that we rely on in our research questions and all violin plots for RQ3
DOI: 10.18170/dvn/g9sslv
title: Replication Data：Daily meteorological data of xi 'an from 2014 to 2018

description: The data includes the date of each day from 2014 to 2018, AQI, CO, NO2, temperature, wind, SO2, O3, PM10, PM2.5 and other data
DOI: 10.18170/dvn/hzsqbx
title: Weibo data of H7N9 and longevity biological vaccine

description: Data source: Crawl the relevant microblog data of the selected events “H7N9” and “Changsheng Biological Vaccine” from time to time. Crawling data includes keywords for analyzing emotions, Weibo content, Weibo publishers, and related data such as likes, comments, and forwarding numbers. Data volume: There are about 60,000 pieces of Weibo data from March 31 to June 30, 2013 for H7N9; Weibo from July 15 to August 20, 2017 for "Changsheng Biological Vaccine" The amount of data is about 20,000.
DOI: 10.18170/dvn/sknbxm
title: Reviews of Clinical Psychology

description: Total 2350 review-type articles from three leading journals in the field of clinical psychology from 1981 to 2018, including with impact factor of 13.278, with impact factor of 9.577, with impact factor of 8.597.
DOI: 10.18170/dvn/txxo4m
title: CPI Weibo text data for Real-time Prediction of CPI Based on Text Clustering and Emotional Analysis of Weibo*

description: Including CPI related text data on Weibo, CPI series from 2016 to 2018 and word segmentation results and some anylysis results.
DOI: 10.18170/dvn/wqrt9t
title: Yangtze River Delta Air Quality Data Set

description: Introduction of air quality data in the Yangtze River Delta Data Description: Daily AQI, PM2.5, PM10, SO2, CO, NO2, O3 data for 26 cities in the Yangtze River Delta region from January 01, 2014 to December 31, 2017. Influential factor data introduction Data Description: Data on the total annual population, population urbanization rate, per capita GDP, regional GDP, number of patent applications, and ratio of secondary industry in 26 cities in the Yangtze River Delta region from 2014 to 2017.
DOI: 10.5281/zenodo.3379288
title: Data of Sedimentation process of ashfall during a Vulcanian eruption as revealed by high-temporal-resolution grain size analysis and high-speed camera imaging

description: Data of ash falling rate, grain size analysis of ash deposit, and high-speed camera imaging of airborne ash particles used in "Sedimentation process of ashfall during a Vulcanian eruption as revealed by high-temporal-resolution grain size analysis and high-speed camera imaging".
DOI: 10.5281/zenodo.3379289
title: Data of Sedimentation process of ashfall during a Vulcanian eruption as revealed by high-temporal-resolution grain size analysis and high-speed camera imaging

description: Data of ash falling rate, grain size analysis of ash deposit, and high-speed camera imaging of airborne ash particles used in "Sedimentation process of ashfall during a Vulcanian eruption as revealed by high-temporal-resolution grain size analysis and high-speed camera imaging".
DOI: 10.18170/dvn/1zdokv
title: Research and Application of Deep Learning Cardiac Image Segmentation Based on Multi-scale Convolution

description: The data set is publicly available for the Automated Cardiac Diagnosis challenge (ACDC) competition and contains MRI images of 100 patients. For the sake of experimentation, we re-extracted the original 3D image into 2D images in a total of 1,700 images.
DOI: 10.18170/dvn/pm5krn
title: Feature Analysis and Prediction of Weiming BBS Hot Topics

description: The submission data includes the original data (原始数据.xlsx), the cleaned data (未名BBS热门话题特征分析及预测.xlsx), the top ten hot prediction dataset (final_data.xlsx) and code files.
DOI: 10.18170/dvn/tqfbtg
title: Information Security Event Recognition Based on CRF Model

description: This data set includes vulnerability information published in the website of National Information Security Vulnerability Database (www.cnnvd.org.cn/) from August to November 2018. It includes CNNVD_ID,affected entities of products and introduction of each vulnerability.
DOI: 10.18170/dvn/xlrxfr
title: 10W+知乎用户数据集

description: 利用scrapy作为工具，爬取了知乎平台上十万余条用户个人主页数据，涵盖了用户性别、所在地、个性签名等多项属性。
DOI: 10.5281/zenodo.3247096
title: Bat recordings split data set

description: Files containing bat calls of the species <em>Pipistrellus pipistrellus </em>and <em>Pipistrellus pygmaeus. </em>The files are divided into three folders: <em>Pipistrellus pipistrellus </em>pure calls, <em>Pipistrellus pygmaeus</em> pure calls and silences. They are named following the following syntax: <em>Specie_Day of recording_Time of recording_Index of full audio fragment_Starting sample_Power relation category_Call boolean_Index of 400ms fragment_B_</em> - Specie: Audio fragments of the species Pipistrellus pipistrellus are tagged as PIPI and audio fragments of Pipistrellus pygmaeus are tagged as PIPY. - Moment of recording: Day that the audio file was recorded. It follows the format YYYYMMDD. - Time of recording: Moment of the day when recorded. It is formatted as HHMMSS. - Index of full audio fragment: Reference to the position of the separation of the audio file into 400 ms chunks. - Starting sample: Reference to the position of the starting sample in the 400 ms division. - Power relation category: Category in which the file has been classified for the division of its pure call and silent parts. - Song boolean: Binary value that indicates the presence/absence of a bat call. It is labeled as a 0 if it is a silent fragment and as a 1 if a call is present. - Index of 400ms fragment: Relative position of all the files created from the 400ms initial fragment. In case of being a 400 ms silent fragment, the filename only contains the four initial parameters, from the species name to the index of the full audio fragment. These files are preceded with the characters S.