Multiscale dynamic human mobility flow dataset in the U.S. during the COVID-19 epidemic.

Abstract:

:Understanding dynamic human mobility changes and spatial interaction patterns at different geographic scales is crucial for assessing the impacts of non-pharmaceutical interventions (such as stay-at-home orders) during the COVID-19 pandemic. In this data descriptor, we introduce a regularly-updated multiscale dynamic human mobility flow dataset across the United States, with data starting from March 1st, 2020. By analysing millions of anonymous mobile phone users' visits to various places provided by SafeGraph, the daily and weekly dynamic origin-to-destination (O-D) population flows are computed, aggregated, and inferred at three geographic scales: census tract, county, and state. There is high correlation between our mobility flow dataset and openly available data sources, which shows the reliability of the produced data. Such a high spatiotemporal resolution human mobility flow dataset at different geographic scales over time may help monitor epidemic spreading dynamics, inform public health policy, and deepen our understanding of human behaviour changes under the unprecedented public health crisis. This up-to-date O-D flow open data can support many other social sensing and transportation applications.

journal_name

Sci Data

journal_title

Scientific data

authors

Kang Y,Gao S,Liang Y,Li M,Rao J,Kruse J

doi

10.1038/s41597-020-00734-5

subject

Has Abstract

pub_date

2020-11-12 00:00:00

pages

390

issue

1

issn

2052-4463

pii

10.1038/s41597-020-00734-5

journal_volume

7

pub_type

杂志文章
  • Unbalanced historical phenotypic data from seed regeneration of a barley ex situ collection.

    abstract::The scarce knowledge on phenotypic characterization restricts the usage of genetic diversity of plant genetic resources in research and breeding. We describe original and ready-to-use processed data for approximately 60% of ~22,000 barley accessions hosted at the Federal ex situ Genebank for Agricultural and Horticult...

    journal_title:Scientific data

    pub_type:

    doi:10.1038/sdata.2018.278

    authors: Gonzalez MY,Weise S,Zhao Y,Philipp N,Arend D,Börner A,Oppermann M,Graner A,Reif JC,Schulthess AW

    更新日期:2018-12-04 00:00:00

  • Outlier analyses of the Protein Data Bank archive using a probability-density-ranking approach.

    abstract::Outlier analyses are central to scientific data assessments. Conventional outlier identification methods do not work effectively for Protein Data Bank (PDB) data, which are characterized by heavy skewness and the presence of bounds and/or long tails. We have developed a data-driven nonparametric method to identify out...

    journal_title:Scientific data

    pub_type:

    doi:10.1038/sdata.2018.293

    authors: Shao C,Liu Z,Yang H,Wang S,Burley SK

    更新日期:2018-12-11 00:00:00

  • Spatiotemporal dataset on Chinese population distribution and its driving factors from 1949 to 2013.

    abstract::Spatio-temporal data on human population and its driving factors is critical to understanding and responding to population problems. Unfortunately, such spatio-temporal data on a large scale and over the long term are often difficult to obtain. Here, we present a dataset on Chinese population distribution and its driv...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2016.47

    authors: Wang L,Chen L

    更新日期:2016-07-05 00:00:00

  • Systematic analysis of infectious disease outcomes by age shows lowest severity in school-age children.

    abstract::The COVID-19 pandemic has ignited interest in age-specific manifestations of infection but surprisingly little is known about relative severity of infectious disease between the extremes of age. In a systematic analysis we identified 142 datasets with information on severity of disease by age for 32 different infectio...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-020-00668-y

    authors: Glynn JR,Moss PAH

    更新日期:2020-10-15 00:00:00

  • High resolution annual average air pollution concentration maps for the Netherlands.

    abstract::Long-term exposure to air pollution is considered a major public health concern and has been related to overall mortality and various diseases such as respiratory and cardiovascular disease. Due to the spatial variability of air pollution concentrations, assessment of individual exposure to air pollution requires spat...

    journal_title:Scientific data

    pub_type:

    doi:10.1038/sdata.2019.35

    authors: Schmitz O,Beelen R,Strak M,Hoek G,Soenario I,Brunekreef B,Vaartjes I,Dijst MJ,Grobbee DE,Karssenberg D

    更新日期:2019-03-12 00:00:00

  • Flow cytometry analysis of adrenoceptors expression in human adipose-derived mesenchymal stem/stromal cells.

    abstract::Mesenchymal stem/stromal cells (MSCs) were identified in most tissues of an adult organism. MSCs mediate physiological renewal, as well as regulation of tissue homeostasis, reparation and regeneration. Functions of MSCs are regulated by endocrine and neuronal signals, and noradrenaline is one of the most important MSC...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2018.196

    authors: Tyurin-Kuzmin PA,Dyikanov DT,Fadeeva JI,Sysoeva VY,Kalinina NI

    更新日期:2018-10-02 00:00:00

  • A data citation roadmap for scholarly data repositories.

    abstract::This article presents a practical roadmap for scholarly data repositories to implement data citation in accordance with the Joint Declaration of Data Citation Principles, a synopsis and harmonization of the recommendations of major science policy bodies. The roadmap was developed by the Repositories Expert Group, as p...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-019-0031-8

    authors: Fenner M,Crosas M,Grethe JS,Kennedy D,Hermjakob H,Rocca-Serra P,Durand G,Berjon R,Karcher S,Martone M,Clark T

    更新日期:2019-04-10 00:00:00

  • Characterization of deep neural network features by decodability from human brain activity.

    abstract::Achievements of near human-level performance in object recognition by deep neural networks (DNNs) have triggered a flood of comparative studies between the brain and DNNs. Using a DNN as a proxy for hierarchical visual representations, our recent study found that human brain activity patterns measured by functional ma...

    journal_title:Scientific data

    pub_type:

    doi:10.1038/sdata.2019.12

    authors: Horikawa T,Aoki SC,Tsukamoto M,Kamitani Y

    更新日期:2019-02-12 00:00:00

  • Linking in silico MS/MS spectra with chemistry data to improve identification of unknowns.

    abstract::Confident identification of unknown chemicals in high resolution mass spectrometry (HRMS) screening studies requires cohesive workflows and complementary data, tools, and software. Chemistry databases, screening libraries, and chemical metadata have become fixtures in identification workflows. To increase confidence i...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-019-0145-z

    authors: McEachran AD,Balabin I,Cathey T,Transue TR,Al-Ghoul H,Grulke C,Sobus JR,Williams AJ

    更新日期:2019-08-02 00:00:00

  • Long-term surveys of age structure in 13 ungulate and one ostrich species in the Serengeti, 1926-2018.

    abstract::The Serengeti ecosystem spans an extensive network of protected areas in Tanzania, eastern Africa, and a UNESCO Wold Heritage Site. It is home to some of the largest animal migrations on the planet. Here, we describe a dataset consisting of the sample counts of three age classes (infant, juvenile and adult) of 13 ungu...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-020-00701-0

    authors: Rogy P,Sinclair ARE

    更新日期:2020-10-21 00:00:00

  • Corrigendum: High-throughput RNAi screen for essential genes and drug synergistic combinations in colorectal cancer.

    abstract::This corrects the article DOI: 10.1038/sdata.2017.139. ...

    journal_title:Scientific data

    pub_type: 杂志文章,已发布勘误

    doi:10.1038/sdata.2018.215

    authors: Williams SP,Barthorpe AS,Lightfoot H,Garnett MJ,McDermott U

    更新日期:2018-10-09 00:00:00

  • A catalogue of 863 Rett-syndrome-causing MECP2 mutations and lessons learned from data integration.

    abstract::Rett syndrome (RTT) is a rare neurological disorder mostly caused by a genetic variation in MECP2. Making new MECP2 variants and the related phenotypes available provides data for better understanding of disease mechanisms and faster identification of variants for diagnosis. This is, however, currently hampered by the...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-020-00794-7

    authors: Ehrhart F,Jacobsen A,Rigau M,Bosio M,Kaliyaperumal R,Laros JFJ,Willighagen EL,Valencia A,Roos M,Capella-Gutierrez S,Curfs LMG,Evelo CT

    更新日期:2021-01-15 00:00:00

  • A database of human gait performance on irregular and uneven surfaces collected by wearable sensors.

    abstract::Gait analysis has traditionally relied on laborious and lab-based methods. Data from wearable sensors, such as Inertial Measurement Units (IMU), can be analyzed with machine learning to perform gait analysis in real-world environments. This database provides data from thirty participants (fifteen males and fifteen fem...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-020-0563-y

    authors: Luo Y,Coppola SM,Dixon PC,Li S,Dennerlein JT,Hu B

    更新日期:2020-07-08 00:00:00

  • An annual time series of weekly size-resolved aerosol properties in the megacity of Metro Manila, Philippines.

    abstract::Size-resolved aerosol samples were collected in Metro Manila between July 2018 and October 2019. Two Micro-Orifice Uniform Deposit Impactors (MOUDI) were deployed at Manila Observatory in Quezon City, Metro Manila with samples collected on a weekly basis for water-soluble speciation and mass quantification. Additional...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-020-0466-y

    authors: Stahl C,Cruz MT,Bañaga PA,Betito G,Braun RA,Aghdam MA,Cambaliza MO,Lorenzo GR,MacDonald AB,Pabroa PC,Yee JR,Simpas JB,Sorooshian A

    更新日期:2020-04-29 00:00:00

  • Transcriptome sequencing, molecular markers, and transcription factor discovery of Platanus acerifolia in the presence of Corythucha ciliata.

    abstract::The London Planetree (Platanus acerifolia) are present throughout the world. The tree is considered a greening plant and is commonly planted in streets, parks, and courtyards. The Sycamore lace bug (Corythucha ciliata) is a serious pest of this tree. To determine the molecular mechanism behind the interaction between ...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-019-0111-9

    authors: Li F,Wu C,Gao M,Jiao M,Qu C,Gonzalez-Uriarte A,Luo C

    更新日期:2019-07-22 00:00:00

  • Spatial and temporal analysis of extreme sea level and storm surge events around the coastline of the UK.

    abstract::In this paper we analyse the spatial footprint and temporal clustering of extreme sea level and skew surge events around the UK coast over the last 100 years (1915-2014). The vast majority of the extreme sea level events are generated by moderate, rather than extreme skew surges, combined with spring astronomical high...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2016.107

    authors: Haigh ID,Wadey MP,Wahl T,Ozsoy O,Nicholls RJ,Brown JM,Horsburgh K,Gouldby B

    更新日期:2016-12-06 00:00:00

  • Large-scale modeled contemporary and future water temperature estimates for 10774 Midwestern U.S. Lakes.

    abstract::Climate change has already influenced lake temperatures globally, but understanding future change is challenging. The response of lakes to changing climate drivers is complex due to the nature of lake-atmosphere coupling, ice cover, and stratification. To better understand the diversity of lake responses to climate ch...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2017.53

    authors: Winslow LA,Hansen GJA,Read JS,Notaro M

    更新日期:2017-04-25 00:00:00

  • The odonate phenotypic database, a new open data resource for comparative studies of an old insect order.

    abstract::We present The Odonate Phenotypic Database (OPD): an online data resource of dragonfly and damselfly phenotypes (Insecta: Odonata). Odonata is a relatively small insect order that currently consists of about 6400 species belonging to 32 families. The database consists of multiple morphological, life-history and behavi...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-019-0318-9

    authors: Waller JT,Willink B,Tschol M,Svensson EI

    更新日期:2019-12-12 00:00:00

  • Genome-wide barcoded transposon screen for cancer drug sensitivity in haploid mouse embryonic stem cells.

    abstract::We describe a screen for cellular response to drugs that makes use of haploid embryonic stem cells. We generated ten libraries of mutants with piggyBac gene trap transposon integrations, totalling approximately 100,000 mutant clones. Random barcode sequences were inserted into the transposon vector to allow the number...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2017.20

    authors: Pettitt SJ,Krastev DB,Pemberton HN,Fontebasso Y,Frankum J,Rehman FL,Brough R,Song F,Bajrami I,Rafiq R,Wallberg F,Kozarewa I,Fenwick K,Armisen-Garrido J,Swain A,Gulati A,Campbell J,Ashworth A,Lord CJ

    更新日期:2017-03-01 00:00:00

  • Corrigendum: Metagenome sequencing and 98 microbial genomes from Juan de Fuca Ridge flank subsurface fluids.

    abstract::This corrects the article DOI: 10.1038/sdata.2017.37. ...

    journal_title:Scientific data

    pub_type: 杂志文章,已发布勘误

    doi:10.1038/sdata.2017.80

    authors: Jungbluth SP,Amend JP,Rappé MS

    更新日期:2017-07-04 00:00:00

  • High-throughput RNAi screen for essential genes and drug synergistic combinations in colorectal cancer.

    abstract::Metastatic colorectal cancer is a leading cause of cancer death. However, current therapy options are limited to chemotherapy, with the addition of anti-EGFR antibodies for patients with RAS wild-type tumours. Novel drug targets, or drug combinations that induce a synergistic response, would be of great benefit to pat...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2017.139

    authors: Williams SP,Barthorpe AS,Lightfoot H,Garnett MJ,McDermott U

    更新日期:2017-10-03 00:00:00

  • A database seed for a community-driven material intensity research platform.

    abstract::The data record contains Material Intensity data for buildings (MI). MI coefficients are often used for different types of analysis of socio-economic systems and in particular for environmental assessments. Until now, MI values were compiled and reported ad-hoc with few cross-study comparisons. We extracted and conver...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-019-0021-x

    authors: Heeren N,Fishman T

    更新日期:2019-04-09 00:00:00

  • A synthesis of bacterial and archaeal phenotypic trait data.

    abstract::A synthesis of phenotypic and quantitative genomic traits is provided for bacteria and archaea, in the form of a scripted, reproducible workflow that standardizes and merges 26 sources. The resulting unified dataset covers 14 phenotypic traits, 5 quantitative genomic traits, and 4 environmental characteristics for app...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-020-0497-4

    authors: Madin JS,Nielsen DA,Brbic M,Corkrey R,Danko D,Edwards K,Engqvist MKM,Fierer N,Geoghegan JL,Gillings M,Kyrpides NC,Litchman E,Mason CE,Moore L,Nielsen SL,Paulsen IT,Price ND,Reddy TBK,Richards MA,Rocha EPC,Schmidt

    更新日期:2020-06-05 00:00:00

  • HYSOGs250m, global gridded hydrologic soil groups for curve-number-based runoff modeling.

    abstract::Hydrologic soil groups (HSGs) are a fundamental component of the USDA curve-number (CN) method for estimation of rainfall runoff; yet these data are not readily available in a format or spatial-resolution suitable for regional- and global-scale modeling applications. We developed a globally consistent, gridded dataset...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2018.91

    authors: Ross CW,Prihodko L,Anchang J,Kumar S,Ji W,Hanan NP

    更新日期:2018-05-15 00:00:00

  • A high-content image-based drug screen of clinical compounds against cell transmission of adenovirus.

    abstract::Human adenoviruses (HAdVs) are fatal to immuno-suppressed individuals, but no effective anti-HAdV therapy is available. Here, we present a novel image-based high-throughput screening (HTS) platform, which scores the full viral replication cycle from virus entry to dissemination of progeny and second-round infections. ...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-020-00604-0

    authors: Georgi F,Kuttler F,Murer L,Andriasyan V,Witte R,Yakimovich A,Turcatti G,Greber UF

    更新日期:2020-08-12 00:00:00

  • Long-term observation of amphibian populations inhabiting urban and forested areas in Yekaterinburg, Russia.

    abstract::This article presents data derived from a 36 year-long uninterrupted observational study of amphibian populations living in the city and vicinity of Yekaterinburg, Russia. This area is inhabited by six amphibian species. Based on a degree of anthropogenic transformation, the urban territory is divided into five highly...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2015.18

    authors: Vershinin VL,Vershinina SD,Berzin DL,Zmeeva DV,Kinev AV

    更新日期:2015-05-12 00:00:00

  • Gene-gene and gene-environment interaction data for platinum-based chemotherapy in non-small cell lung cancer.

    abstract::Gene-gene (GXG) and gene-environment (GXE) interactions play important roles in pharmacogenetics study. Simultaneously incorporating multiple single nucleotide polymorphisms (SNPs) and clinical factors is needed to explore the association of their interactions with drug response and toxicity phenotypes. We genotyped 5...

    journal_title:Scientific data

    pub_type:

    doi:10.1038/sdata.2018.284

    authors: Wang LY,Cui JJ,Liu JY,Guo AX,Zhao ZY,Liu YZ,Wu JC,Li M,Hu CP,Gao Y,Zhou HH,Yin JY

    更新日期:2018-12-11 00:00:00

  • De novo transcriptome assembly databases for the butterfly orchid Phalaenopsis equestris.

    abstract::Orchids are renowned for their spectacular flowers and ecological adaptations. After the sequencing of the genome of the tropical epiphytic orchid Phalaenopsis equestris, we combined Illumina HiSeq2000 for RNA-Seq and Trinity for de novo assembly to characterize the transcriptomes for 11 diverse P. equestris tissues r...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/sdata.2016.83

    authors: Niu SC,Xu Q,Zhang GQ,Zhang YQ,Tsai WC,Hsu JL,Liang CK,Luo YB,Liu ZJ

    更新日期:2016-09-27 00:00:00

  • The effect of 16S rRNA region choice on bacterial community metabarcoding results.

    abstract::In this work, we compare the resolution of V2-V3 and V3-V4 16S rRNA regions for the purposes of estimating microbial community diversity using paired-end Illumina MiSeq reads, and show that the fragment, including V2 and V3 regions, has higher resolution for lower-rank taxa (genera and species). It allows for a more p...

    journal_title:Scientific data

    pub_type:

    doi:10.1038/sdata.2019.7

    authors: Bukin YS,Galachyants YP,Morozov IV,Bukin SV,Zakharenko AS,Zemskaya TI

    更新日期:2019-02-05 00:00:00

  • Japan prefectural emission accounts and socioeconomic data 2007 to 2015.

    abstract::In the wake of the Fukushima nuclear disaster, Japan largely moved away from nuclear power generation and turned back towards an energy sector dominated by fossil fuels. As a result, the pace towards reaching emission reduction targets has largely slowed down. This situation indicates that higher emissions will contin...

    journal_title:Scientific data

    pub_type: 杂志文章

    doi:10.1038/s41597-020-0571-y

    authors: Long Y,Yoshida Y,Zhang H,Zheng H,Shan Y,Guan D

    更新日期:2020-07-13 00:00:00