cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7284/147583
title: GNSS (Global Navigation Satellite System) data collected during research cruise WS21278 using a Raytheon 320 WAAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147588
title: Gyrocompass data collected during research cruise WS21278 using a SGB Meridian instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147597
title: Hygrometer data collected during research cruise WS21278 using a RM Young 41372 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147591
title: INS (Inertial Navigation System) data collected during research cruise WS21278 using a Applanix POS/MV-320 V2 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147593
title: Singlebeam Echosounder data collected during research cruise WS21278 using a Knudsen 3260 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147589
title: Water Temperature data collected during research cruise WS21278 using a Sea-Bird SBE-38 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147590
title: TSG (Thermosalinograph) data collected during research cruise WS21278 using a Sea-Bird SBE-45 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146433
title: Multiplexed data collected during research cruise WS21338 using a Miami VIDS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146429
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise WS21338 using a Hawaii UHDAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146434
title: Anemometer data collected during research cruise WS21338 using a RM Young 05106 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/147540
title: Fluorometer data collected during research cruise WS21338 using a Turner C3 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146399
title: GNSS (Global Navigation Satellite System) data collected during research cruise WS21338 using a Raytheon 300 WAAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146416
title: GNSS (Global Navigation Satellite System) data collected during research cruise WS21338 using a Raytheon 320 WAAS instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146417
title: Gyrocompass data collected during research cruise WS21338 using a SGB Meridian instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146435
title: Hygrometer data collected during research cruise WS21338 using a RM Young 41372 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146421
title: INS (Inertial Navigation System) data collected during research cruise WS21338 using a Applanix POS/MV-320 V2 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146427
title: Singlebeam Echosounder data collected during research cruise WS21338 using a Knudsen 3260 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146419
title: Water Temperature data collected during research cruise WS21338 using a Sea-Bird SBE-38 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/146420
title: TSG (Thermosalinograph) data collected during research cruise WS21338 using a Sea-Bird SBE-45 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7916/d8-hay7-2n57
title:  GRID3 Gabon Settlement Extents Version 01, Alpha

description: NOTE: This initial version of the Gabon settlement extents has been superseded by the final version, "GRID3 Gabon Settlement Extents, Version 01", now available here: https://doi.org/10.7916/d8-efk3-at93 The database constitutes a comprehensive set of settlement polygons nationwide. It is in geodatabase format and consists of three feature classes for built up areas (BUA), small settlement areas (SSA), and hamlets (hamlets). This work has been undertaken as part of the Geo-referenced Infrastructure and Demographic Data for Development (GRID3) initiative. GRID3 works with countries to generate, validate and use geospatial data on population, settlements, infrastructure, and subnational boundaries. For more information, see https://grid3.org/ Keywords: built up areas, BUA, small settlement areas, SSA, hamlets, settlement aggregation, settlement extent, CIESIN, GRID3, Novel-T
DOI: 10.1184/r1/19968323
title: Supporting information for Neural Network Embeddings based Similarity Search Method for Catalyst Systems

description: In this repository, we included code to prepare dataset, train gemnet model, build the faiss index, search the faiss index and visualize the searched results in the notebook `faiss-gemnet-qm9-mp.ipynb`. It reproduced our examples in the manuscript for the QM9 and the Materials Project dataset. For the OC20 dataset, we did not include its related data here because of its large size (&gt; 50 GB), the code to process the OC20 dataset is almost the same as the code included in the notebook for the QM9 dataset. <br> We include the intermediate data (GemNet checkpoints, lmdb, faiss index and the searched result for the QM9 and the Materials project in the directory `example-data`. We also put the GemNet checkpoint for the OC20 dataset in this directory. The training and evaluation of the Gaussian regression process model using the searched molecules for the query Benzene are demonstrated in the `ben-gp-data` directory, in which the `qm9-gp-gemnet-morgan-random-nrg.ipynb` can be run on Colab.
DOI: 10.7916/d8-nsa3-0f74
title:  GRID3 Ghana Settlement Extents Version 01, Alpha

description: NOTE: This initial version of the Ghana settlement extents has been superseded by the final version, "GRID3 Ghana Settlement Extents, Version 01", now available here: https://doi.org/10.7916/d8-9f6p-ke14 The database constitutes a comprehensive set of settlement polygons nationwide. It is in geodatabase format and consists of three feature classes for built up areas (BUA), small settlement areas (SSA), and hamlets (hamlets). This work has been undertaken as part of the Geo-referenced Infrastructure and Demographic Data for Development (GRID3) initiative in Ghana. GRID3 works with countries to generate, validate and use geospatial data on population, settlements, infrastructure, and subnational boundaries. For more information, see https://grid3.org/ Keywords: built up areas, BUA, small settlement areas, SSA, hamlets, settlement aggregation, settlement extent, CIESIN, GRID3, Novel-T
DOI: 10.5281/zenodo.6612123
title: Psephotus haematonotus decontaminated gx

description: .
DOI: 10.5281/zenodo.6612122
title: Psephotus haematonotus decontaminated gx

description: .
DOI: 10.22008/fk2/sd56cb/opfvx9
title: albedo_bb_planar_sw.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/j7og8i
title: albedo_bb_planar_sw.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/wzj6op
title: BBA_combination.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/ntbwb7
title: BBA_combination.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/8avq9n
title: r_TOA_01.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/veniyf
title: r_TOA_01.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/kcjepj
title: r_TOA_06.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/0o1dbx
title: r_TOA_06.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/ornwbw
title: r_TOA_17.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/lwvgnf
title: r_TOA_17.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/xlvlle
title: r_TOA_21.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/rov2pi
title: r_TOA_21.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/chmoul
title: SCDA_final.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/hgqaxm
title: SCDA_final.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/j9aehc
title: SCDA_v20.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/bjowxj
title: SCDA_v20.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/8vb2ht
title: snow_specific_surface_area.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/wng48p
title: snow_specific_surface_area.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/qlkuek
title: albedo_bb_planar_sw.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/1y4qmy
title: BBA_combination.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/ywwdcd
title: r_TOA_01.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/ifnmhv
title: r_TOA_06.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/nrs1di
title: r_TOA_17.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/gp8imp
title: r_TOA_21.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/8b9zd1
title: SCDA_final.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/yc3gdn
title: SCDA_v20.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/mm8rfs
title: snow_specific_surface_area.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/owkrhh
title: albedo_bb_planar_sw.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/edeutl
title: albedo_bb_planar_sw.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/qvhwye
title: albedo_bb_planar_sw.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/dyhlaj
title: albedo_bb_planar_sw.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/9o6eec
title: BBA_combination.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/oprw3d
title: BBA_combination.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/7efbpw
title: BBA_combination.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/8uuchj
title: BBA_combination.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/uhpdfj
title: r_TOA_01.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/rfghwl
title: r_TOA_01.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/i5lcnx
title: r_TOA_01.tif

description: SICE NRT
DOI: 10.5281/zenodo.6612040
title: ResOpsUS

description: Reservoir operations dataset that contains daily time series data of storage, inflow, outflow, elevation and evaporation for all the large dams in the Contiguous United States (CONUS)
description: Updated linear interpolation for ~60 reservoirs in ResOpsUS. Most recent version is denoted by "ResOpsUS 2.csv"
DOI: 10.5281/zenodo.5367382
title: ResOpsUS

description: Reservoir operations dataset that contains daily time series data of storage, inflow, outflow, elevation and evaporation for all the large dams in the Contiguous United States (CONUS)
description: Updated linear interpolation for ~60 reservoirs in ResOpsUS. Most recent version is denoted by "ResOpsUS 2.csv"
DOI: 10.22008/fk2/sd56cb/p0ksvo
title: r_TOA_01.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/rhjstz
title: r_TOA_06.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/qytkmn
title: r_TOA_06.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/cvfpvt
title: r_TOA_06.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/llhjyk
title: r_TOA_06.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/gcxi6q
title: r_TOA_17.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/pa6bch
title: r_TOA_17.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/pfikuk
title: r_TOA_17.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/kamqnh
title: r_TOA_17.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/mjaohp
title: r_TOA_21.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/alortx
title: r_TOA_21.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/abqxaw
title: r_TOA_21.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/uvh5cj
title: r_TOA_21.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/ajetdi
title: SCDA_final.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/7z7kas
title: SCDA_final.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/ajgaod
title: SCDA_final.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/jgssfi
title: SCDA_final.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/ioporh
title: SCDA_v20.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/sm5j20
title: SCDA_v20.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/vw1mog
title: SCDA_v20.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/xr0gfg
title: SCDA_v20.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/nzsmg0
title: snow_specific_surface_area.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/b3emmt
title: snow_specific_surface_area.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/uvumg5
title: snow_specific_surface_area.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/afwnxu
title: snow_specific_surface_area.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/uo3iaa
title: albedo_bb_planar_sw.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/xaf8kh
title: BBA_combination.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/q8zt3b
title: r_TOA_01.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/aotlan
title: r_TOA_06.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/4uzoa2
title: r_TOA_17.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/vpdpnt
title: r_TOA_21.tif

description: SICE NRT
DOI: 10.22008/fk2/sd56cb/wem5xa
title: SCDA_final.tif

description: SICE NRT
DOI: 10.5519/qd.zowozhsu
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (16148 records)
DOI: 10.34681/z40w-2c07
title: Fourth National Incidence Study of Child Abuse and Neglect (NIS–4)

description: In collaboration with the Children's Bureau, the Office of Planning, Research and Evaluation in the Administration for Children and Families conducted the Fourth National Incidence Study of Child Abuse and Neglect (NIS-4). The National Incidence Studies have been conducted approximately once each decade, beginning in 1974, in response to requirements of the Child Abuse Prevention and Treatment Act. Although the Children's Bureau collects annual state-level administrative data on official reports of child maltreatment, the NIS studies are designed to estimate more broadly the incidence of child maltreatment in the United States by including both cases that are investigated by the authorities as well as those that are not. A unique contribution of the NIS has been the use of a common definitional framework for classifying children according to types of maltreatment as well as the severity of maltreatment. Key demographic characteristics of maltreated children and their families are also collected, which enables us to provide information about which children are most at risk. Data collection for the NIS-4 took place in 2005 and 2006. The study was conducted through a contract to Westat.The principal objectives of the NIS-4 were to provide updated estimates of the incidence of child abuse and neglect in the United States and measure changes in incidence from the earlier studies. The NIS follows a nationally representative sample design, so the estimates reflect the numbers of abused and neglected children in the United States who receive CPS investigation or come to the attention of community professionals. The fact that there have been three previous NIS cycles using comparable methods and definitions means that one can compare NIS-4 estimates with those from the earlier studies in order to identify changes over time in the incidence and distribution of abused and neglected children. Data from the three prior NIS cycles are available from NDACAN as Datasets 52, 51, and 70. <strong>Access the NIS-4 online to conduct interactive, live analyses of the NIS-4 data, see incidence estimates, and download NIS-4 documents at https://www.nis4.org/access_nis4.html"&gt;the nis4.org site. NDACAN's dedicated ../user-support/user-support-nis.cfm"&gt;NIS-4 User Support page contains a video and several documents to assist researchers with these data. </strong>
DOI: 10.6084/m9.figshare.19990865
title: Coreq_Schistosomiasis

description: Qualitative Coreq Form
DOI: 10.6084/m9.figshare.19990865.v1
title: Coreq_Schistosomiasis

description: Qualitative Coreq Form
DOI: 10.6084/m9.figshare.19990862
title: Dixon.et.al.Comparative_cue_use_in_bats.Rmd

description: R code for statistics and figures and access to dataset
DOI: 10.6084/m9.figshare.19990862.v1
title: Dixon.et.al.Comparative_cue_use_in_bats.Rmd

description: R code for statistics and figures and access to dataset
DOI: 10.6084/m9.figshare.19990871.v1
title: Content addressed, activities conducted and format of classes held with the teachers in the two training courses.

description: Content addressed, activities conducted and format of classes held with the teachers in the two training courses.
DOI: 10.6084/m9.figshare.19990871
title: Content addressed, activities conducted and format of classes held with the teachers in the two training courses.

description: Content addressed, activities conducted and format of classes held with the teachers in the two training courses.
DOI: 10.6084/m9.figshare.19990880
title: Semi-structured interview guide

description: <strong>Semi-structured interview guide</strong>
DOI: 10.6084/m9.figshare.19990883
title: Focus Group Discussion Guide

description: <strong>Focus Group Discussion Guide</strong>
DOI: 10.5066/p9r6ywkj
title: Permeameter test data collected in the streambed sediments of the Cedar River near Cedar Rapids, Iowa, 2014

description: This data release contains a set of permeameter test data collected in February and March of 2014 on the Cedar River near Cedar Rapids, Iowa. The permeameter tests were performed in proximity to five horizontal collector wells (HCs) 1, 2, 3, 4, and 6, and three vertical wells that are operated by the City of Cedar Rapids. Each dataset represents groundwater levels over time while individual HC and a few selected vertical wells (S10, S18, S23) had pumps turned on or off to look at the response of the streambed sediments as it relates to the operations of HCs and vertical wells. Three permeameter test locations at the HC2 site and four at the HC1, 3, 4, and 6 were selected across the Cedar River for permeability tests. At each permeameter [...]
DOI: 10.5066/p9gsx4qe
title: Water temperature and riparian vegetation survey data for the lower Quinault River, WA for select periods in 2018 and 2019

description: This data release includes hourly water temperature data at 12 locations in the main stem of the Quinault River and its major tributaries, and data from a riparian vegetation survey conducted in the lower Quinault River, Washington. Water temperature data was collected during the summer of 2018 and 2019 at most locations. Variable collection periods by site are described within the dataset. Riparian vegetation surveys were conducted during the summer of 2018.
DOI: 10.5281/zenodo.6612330
title: Psittacara chloropterus decontaminated gx

description: .
DOI: 10.5281/zenodo.6612329
title: Psittacara chloropterus decontaminated gx

description: .
DOI: 10.5066/p9xgi6gs
title: Quinault River water temperature and salmon bioenergetics model data

description: This data release contains the complete set of modeling input and output files for a Heat Source water temperature model and fish bioenergetics model on the lower Quinault River in Washington state. A detailed description of the modeling process, results, and interpretation can be found in the associated primary publication.
DOI: 10.5281/zenodo.6612372
title: Psittacara holochlorus decontaminated gx

description: .
DOI: 10.5281/zenodo.6612371
title: Psittacara holochlorus decontaminated gx

description: .
DOI: 10.6073/pasta/36ad4c2fc0210a8f9df326ebc6315e2b
title: WDNR Yahara Lakes Fisheries: Fish Lengths and Weights 1987-1998

description: These data were collected by the Wisconsin Department of Natural Resources (WDNR) from 1987-1998. Most of these data (1987-1993) precede 1995, the year that the University of Wisconsin NTL-LTER program took over sampling of the Yahara Lakes. However, WDNR data collected from 1997-1998 (unrelated to LTER sampling) is also included. In 1987 a joint project by the WDNR and the University of Wisconsin-Madison, Center for Limnology (CFL) was initiated on Lake Mendota. The project involved biomanipulation of fish communities within the lake, which was acheived by stocking game fish species (northern pike and walleye). The goal was to induce a trophic cascade that would improve the water clarity of Lake Mendota. See Lathrop et al. 2002. Stocking piscivores to improve fishing and water clarity: a synthesis of the Lake Mendota biomanipulation project. Freshwater Biology 47, 2410-2424. In collecting these data, the objective was to gather population data and monitor populations to track the progress of the biomanipulation. The data is dominated by an assesssment of the game fishery in Lake Mendota, however other Yahara Lakes and non-game fish species are also represented. A combination of gear types was used to gather the population data including boom shocking, fyke netting, mini-fyke netting, seining, and gill netting. Not every sampling year includes length and weight data from all gear types. The WDNR also carried out randomized, access-point creel surveys to estimate fishing pressure, catch rates, harvest, and exploitation rates. Five data files each include length-weight data, and are organized by the type of gear or method which was used to collect the data: 1) fyke, mini-fyke, and seine netting 2) boom shocking 3) gill netting (1993 only) 4)walleye age as determined by scale and spine analysis (1987 only), and 5) creel survey. The final data file contains creel survey information: number of anglers fishing the shoreline, and number of anglers that started and completed trips from public and private access points.
DOI: 10.22003/xfel.eu-data-003216-00
title: Nonequilibrium Electron-Hole Dynamics of Highly Photoexcited Material (derived from 2497)
DOI: 10.22003/xfel.eu-data-002816-00
title: Movie sequences of electron transfer and water splitting in Photosynthesis with the pulse train structure of the XFEL
DOI: 10.22003/xfel.eu-data-002765-00
title: Signal generation in Bacteriophytochromes studied by Serial Femtosecond Crystallography (SFX)
DOI: 10.5281/zenodo.6609641
title: Microscopy and track data for extraction of accurate cytoskeletal actin velocity distributions

description: This data accompanies the paper <strong>Extraction of accurate cytoskeletal actin velocity distributions from noisy measurements</strong> by C M Miller, E Korkmazhan, and A R Dunn. The data include actin speckle microscopy videos and corresponding track files containing coordinates and other information from tracked speckles. These data were collected in both human foreskin fibroblasts (HFFs) and human umbilical vein endothelial cells (HUVECs). Each data "set" contains one group of fixed cells, and one or more groups of live cells. Further information about the data structure is supplied in the README doc, and further experimental detail in the accompanying paper: https://doi.org/10.1101/2020.08.13.247304