cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.23725/9nm8-2e03
title: NWD733400.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD733400.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/brz9-7j95
title: NWD813167.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD813167.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/c8th-qn91
title: NWD812506.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD812506.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/d5ag-h864
title: NWD812697.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD812697.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/ddcn-gr42
title: NWD813285.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD813285.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/dwyr-1f76
title: NWD898606.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898606.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/ecm5-6339
title: NWD898768.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898768.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/emfw-bn21
title: NWD812995.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD812995.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/etsy-vm51
title: NWD972936.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD972936.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/f9zm-m808
title: NWD973206.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973206.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/g003-df64
title: NWD732844.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD732844.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/ghnt-s812
title: NWD732867.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD732867.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/gnfx-jm57
title: NWD973189.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973189.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/j2hx-c185
title: NWD898849.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898849.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/jb8f-p554
title: NWD812918.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD812918.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/mp01-3633
title: NWD732932.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD732932.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/p7xa-bj07
title: NWD898738.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898738.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/q24m-gc66
title: NWD898552.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898552.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/rpc7-x747
title: NWD898733.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898733.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/s3dp-q459
title: NWD898787.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898787.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/s4m6-7485
title: NWD972427.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD972427.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/sdh2-wk94
title: NWD732780.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD732780.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/vghp-3627
title: NWD972200.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD972200.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/whqm-am46
title: NWD813828.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD813828.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/zgkt-ek65
title: NWD732769.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD732769.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/zgyq-0y31
title: NWD898841.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898841.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/zpfm-f674
title: NWD732610.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD732610.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.25549/wpacards-c8-168286
title: WPA household census for 1644 1/2 E 103RD PL, Los Angeles County
DOI: 10.25549/wpacards-c8-168531
title: WPA block face card for household census (block 1986) in Los Angeles County
DOI: 10.25549/wpacards-c8-168787
title: WPA household census for 1719 E 111 ST, Los Angeles County
DOI: 10.25549/wpacards-c8-168798
title: WPA household census for 1630 E 111 ST, Los Angeles County
DOI: 10.25549/wpacards-c8-169043
title: WPA household census for 238 6TH AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-169054
title: WPA household census for 233 1/2 7TH AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-169299
title: WPA household census for 734 ROSE AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-169310
title: WPA household census for 711 FLOWER AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-169555
title: WPA household census for 553 INDIANA AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-169566
title: WPA household census for 531 1/2 INDIANA AVE, Los Angeles County
DOI: 10.25549/wpacards-c8-169811
title: WPA household census for 681 BROADWAY, Los Angeles County
DOI: 10.25549/wpacards-c8-169822
title: WPA household census for 651 BROADWAY, Los Angeles County
DOI: 10.25549/wpacards-c8-170207
title: WPA household census for 727 La Reina Avenue, Los Angeles County

description: NOTE: Coordinates are not accurate as they were derived by hand from a Gillespie Guide (1939), a Thomas Brothers Atlas (1941), and Google Maps (2015).
DOI: 10.25549/wpacards-c8-170240
title: WPA household census for 740 Western Avenue, Los Angeles County

description: NOTE: Coordinates are not accurate as they were derived by hand from a Gillespie Guide (1939), a Thomas Brothers Atlas (1941), and Google Maps (2015).
DOI: 10.25549/wpacards-c8-170975
title: WPA household census for 211 East 6th Street, Los Angeles County

description: NOTE: Coordinates are not accurate as they were derived by hand from a Gillespie Guide (1939), a Thomas Brothers Atlas (1941), and Google Maps (2015).
DOI: 10.25549/wpacards-c8-171008
title: WPA household census for 630 Western Avenue, Los Angeles County

description: NOTE: Coordinates are not accurate as they were derived by hand from a Gillespie Guide (1939), a Thomas Brothers Atlas (1941), and Google Maps (2015).
DOI: 10.14457/tu.the.2017.454
title: Does private placement investor friend or foe?

description: The purpose of this paper to examine the factors that determine cumulativeabnormal return and announcement effect of equity private placements issue by listedcompany in Thailand from 202-2015. Our study separates the whole observation in to2 groups by result of cumulative abnormal return. The result for positive cumulativeabnormal return corroborate to fraction factor. We have explained fraction place reflectsized of investment opportunities. Firm use equity private placement to raised fund tomigrate under investment problem. Claessen cash flow ratio and equity book value tomarket value has effect to negative cumulative abnormal return.Announcement effect, stock price has positive reaction to equity privateplacement
DOI: 10.14457/tu.the.2017.455
title: Multifractal model - parsimonious model for volatility in financial market

description: The nature have exhibit a self-replication in every scales. This came in to a scale invariant property that we can find in nature. This paper extend the volatility clustering model based on the scale invariant property. Combined with such a simple but elegance of Poisson arrival process, Markov switching process that allow maximum likelihood estimation. We called this model “Markov Switching Multifractal model” or MSM.The first part is to test both in and out of sample between MSM against GARCH and MSGARCH.  Then I trying to find such a practical use case of the model.
DOI: 10.14457/tu.the.2017.456
title: Short selling and price pressure around acquisition announcement: evidence from Thailand

description: In this study, we would like to investigate specifically on acquisition announcement through tender offer in Thailand to see whether it has an impact on investors choice to short sale the acquiring firm’ stock or not by examining the volume of short sale around acquisition announcement.We believed that this study will help us understand investor behavior and dynamic of the market when there is an event affecting investor strategy to maximize their profit and whether there’s a mergers arbitrageurs or risk arbitrageurs who would attempts to create profit from the news of acquisition announcement through tender offer.
DOI: 10.14457/tu.the.2017.457
title: Liquidity as an investment style: evidence from Stock Exchange of Thailand

description: This paper finds the relationship between liquidity of stocks which use turnover ratio of stock as a proxy and excess returns explained by four factors from Scherer (2011) consisting of market return, size-effect, value-effect, volatility-effect. I use simple linear regression to find the relationship in 2x3 portfolios and check robustness by split time period into 3 periods and forming more 3x3 portfolios. The datasets that use in this research are from the Stock Exchange of Thailand (SET) during January 2006 to December 2017 which excluding some stocks that least liquid until that can’t be traded.The result show that the intercept term of low liquid stocks also less abnormal return than high liquid stocks with significant also close to zero and R-square in model of high liquid stocks also significantly higher than low liquid stocks. I conclude that high liquid stocks can generate abnormal return in term of individually but I cannot find the significant alpha in the different basis and better explain by four-factor model than low liquid stocks which mean it is good enough for being one of the investment style.
DOI: 10.23725/07a6-xr79
title: NWD973803.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973803.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/0aha-q015
title: NWD973347.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973347.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/0tbj-gy47
title: NWD899217.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD899217.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/3e7z-n673
title: NWD973554.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973554.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/3fyg-bd10
title: NWD899688.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD899688.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/42zw-cw62
title: NWD814053.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814053.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/44bk-kq38
title: NWD733681.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD733681.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/4ms4-zz14
title: NWD814141.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814141.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/50mq-5979
title: NWD814146.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814146.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/5rvg-1e73
title: NWD814188.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814188.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/6gjb-t129
title: NWD899236.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD899236.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/6prj-0f13
title: NWD899592.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD899592.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/8559-3132
title: NWD733511.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD733511.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/9yhh-bd76
title: NWD899391.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD899391.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/a4gw-k992
title: NWD734035.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD734035.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/acxv-gd21
title: NWD973663.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973663.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/cj6s-mx30
title: NWD899141.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD899141.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/dkn8-ch21
title: NWD733470.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD733470.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/e4ba-4446
title: NWD733701.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD733701.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/hztx-9v59
title: NWD733414.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD733414.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/j369-t693
title: NWD814157.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814157.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/j8qe-n318
title: NWD899851.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD899851.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/jtj4-e464
title: NWD733404.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD733404.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/mjc3-0735
title: NWD813943.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD813943.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/n670-hp57
title: NWD813908.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD813908.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/nv4h-1j57
title: NWD898908.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898908.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/p135-sv90
title: NWD973316.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973316.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/pd23-7e68
title: NWD899021.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD899021.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/ptz0-a185
title: NWD898990.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD898990.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/qfjr-7w77
title: NWD734168.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD734168.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/vmb6-8k55
title: NWD973293.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973293.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/wrd7-cq24
title: NWD733246.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD733246.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/x166-0188
title: NWD813505.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD813505.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/yr99-jq84
title: NWD973504.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973504.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/zaph-1t13
title: NWD973460.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973460.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.3886/e100167v16-8942
title: National Surveys on Energy and Environment [United States]

description: The National Surveys on Energy and Environment (NSEE), a core activity in CLOSUP's Energy and Environmental Policy Initiative, reflects a formal partnership between the Muhlenberg Institute of Public Opinion at Muhlenberg College and the Center for Local, State, and Urban Policy at the University of Michigan's Gerald R. Ford School of Public Policy. NSEE surveys include twice per year national opinion surveys on issues directly related to climate change and energy policy, as well as other surveys conducted on a range of topics such as hydraulic fracturing ("fracking"), the Great Lakes, and wider issues of energy and environment. NSEE is co-directed by professor Barry Rabe at the University of Michigan, and professor Christopher Borick at Muhlenberg College. For more information on the collaboration between the University of Michigan and Muhlenberg College, please see the recent article from Muhlenberg Magazine. For more information about the NSEE, contact CLOSUP staff at 734-647-4091 or closup@umich.edu. From 2008-2012 the survey was called the “National Survey of American Public Opinion on Climate Change” (NSAPOOC); starting in 2013 the survey was renamed to the “National Surveys on Energy and Environment” (NSEE). <br><br>The NSEE is committed to transparency in all facets of our work, including timely release and posting of data from each survey wave. A grant from the Office of the Provost at the University of Michigan has allowed us to provide online access to earlier waves of the NSEE, including frequency tables, survey instruments, and datasets. Users can see a list of topics covered by the NSEE, and search for questions by text, variable name, or variable category on CLOSUP's website. <br><br>Although the datasets are listed by survey wave, the NSEE is a valuable source of longitudinal public-opinion data on climate change and energy policy. Many questions have been asked over multiple waves, including questions about belief in global warming that have been asked in every wave of the NSEE. Consult the NSEE Crosswalk to see which questions have been asked in prior and subsequent waves of the NSEE. To facilitate longitudinal analysis, the NSEE datasets use a longitudinal variable naming scheme to facilitate longitudinal analysis. Variable names include two parts: a subject category for the question, and a description of the contents of the question. When a question has been asked with the same text and response options over multiple waves, the same variable name will be used in each dataset. For more information on the longitudinal naming scheme users should consult the codebooks for the datasets. <br><br><br>
DOI: 10.15142/t3h07n
title: Determine if Eriogonum soredium is a genetically distinct species from E. shockleyi
DOI: 10.15142/t3ms98
title: Identification and Enumeration of Aquatic Macroinvertebrate Samples to Support Long-Term Monitoring of Aquatic Macroinvertebrate Communities in National Park Service Units of the Southern Colorado Plateau
DOI: 10.23725/19bg-5e41
title: NWD900097.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD900097.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/1taq-ya39
title: NWD900397.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD900397.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/1vs5-ke38
title: NWD814593.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814593.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/2n71-0530
title: NWD974530.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD974530.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/4s09-2f14
title: NWD734955.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD734955.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/5s0v-ak10
title: NWD974509.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD974509.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/7vcz-rg09
title: NWD900290.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD900290.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/akvw-hg05
title: NWD900407.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD900407.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/aqe2-5h33
title: NWD734798.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD734798.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/b4v1-5m72
title: NWD814441.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814441.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/cjp8-8813
title: NWD814616.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814616.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/d73e-qt23
title: NWD814198.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814198.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/d8a8-1x63
title: NWD814402.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814402.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/ed1g-sj97
title: NWD734720.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD734720.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/g0rb-ag58
title: NWD973960.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973960.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/gz3m-gh15
title: NWD973732.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973732.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/h5g1-5235
title: NWD973950.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973950.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/jmm2-s239
title: NWD900299.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD900299.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/jww0-nx81
title: NWD974365.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD974365.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/jx1j-k915
title: NWD814634.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD814634.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/k38j-d209
title: NWD900511.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD900511.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.23725/kcs0-kk47
title: NWD973905.freeze5.v1.vcf.gz.csi

description: TOPMed: NWD973905.freeze5.v1.vcf.gz.csi <br>File: VCF CSI file
DOI: 10.15468/dl.puu4h2
title: Occurrence Download

description: A dataset containing 914 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus grandiflorus Sm."
 ]
}

 The dataset includes 914 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041821-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10848080
title: APEIRON-IND4

description: This is a single run of APEIRON: a Multimodal Drone Dataset Bridging Perception and Network Data in Outdoor Environments.

For more data and details visit: APEIRON (c3lab.github.io)

 

If you use this dataset in an academic context, please cite the following work:



@inproceedings{10.1145/3625468.3652186,    author = {Barone, Nunzio and Brescia, Walter and Mascolo, Saverio and De Cicco, Luca},    title = {APEIRON: a Multimodal Drone Dataset bridging Perception and Network Data},    year = {2024},    publisher = {Association for Computing Machinery},    url = {https://doi.org/10.1145/3625468.3652186},    doi = {10.1145/3625468.3652186},    abstract = {Unmanned Aerial Vehicles (UAVs), commonly denoted as drones, are being increasingly adopted as platforms to enable applications such as surveillance, disaster response, environmental monitoring, live drone broadcasting, and Internet-of-Drones (IoD). In this context, drone systems are required to carry out tasks autonomously in potentially unknown and challenging environments. As such, deep learning algorithms are widely adopted to implement efficient perception from sensors, making the availability of comprehensive datasets capturing real-world environments important. In this work, we introduce APEIRON, a rich multimodal aerial dataset that simultaneously collects perception data from a stereocamera and an event based camera sensor, along with measurements of wireless network links obtained using an LTE module. The assembled dataset consists of both perception and network data, making it suitable for typical perception or communication applications, as well as cross-disciplinary applications that require both types of data. We believe that this dataset will help promoting multidisciplinary research at the intersection of multimedia systems, computer networks, and robotics fields. APEIRON is available at https://c3lab.github.io/Apeiron/},    booktitle = {Proceedings of the 15th ACM Multimedia Systems Conference},    keywords = {Open Dataset, UAV, Event camera, Network traces, Stereocamera},    location = {Bari, Italy},    series = {MMSys '24}}