cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17694526
title: Odd Chern Number Quantum Anomalous Hall Effect at Even Filling in Moir´e  Rhombohedral Heptalayer Graphene
DOI: 10.15468/dl.2bckyu
title: Occurrence Download

description: A dataset containing 18848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asclepias viridis",
 "Year 1950-2025"
 ]
}

 The dataset includes 18848 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005247-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgq6bn
title: Occurrence Download

description: A dataset containing 132176182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Charadriiformes"
 ]
}

 The dataset includes 132176182 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005222-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17607303
title: Experimental_TagPlot_T2.4_INL

description: Pathways to valorization of results generated in IMOCO4.E project, namely a microfabrication process that includes an innovative combination of already existing features. As a vehicle to test the process’s functionality, a microfabricated antenna obtained with said process was combined with a commercial low footprint NFC chip. In the DemosAxia project’s scope, to ascertain the capabilities and possible applications of this technology, the Tag must be characterized regarding it’s reading range, area and through several media. With this data, both the process’s and tag’s viability and potential applications can be assessed, as predicted by Task 2.5, and coalesced into a demonstrator, as expected in Task 2.4.
DOI: 10.5281/zenodo.17607304
title: Experimental_TagPlot_T2.4_INL

description: Pathways to valorization of results generated in IMOCO4.E project, namely a microfabrication process that includes an innovative combination of already existing features. As a vehicle to test the process’s functionality, a microfabricated antenna obtained with said process was combined with a commercial low footprint NFC chip. In the DemosAxia project’s scope, to ascertain the capabilities and possible applications of this technology, the Tag must be characterized regarding it’s reading range, area and through several media. With this data, both the process’s and tag’s viability and potential applications can be assessed, as predicted by Task 2.5, and coalesced into a demonstrator, as expected in Task 2.4.
DOI: 10.15468/dl.cjsxez
title: Occurrence Download

description: A dataset containing 5308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Country is one of (United States of America, Canada)",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus americana",
 "Year 2024-2024"
 ]
}

 The dataset includes 5308 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005248-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.2656716
title: S41 | CCL4 | CCL 4 Chemical Candidate List

description: Contaminants that are not (yet) regulated in the USA but are known or anticipated to occur in public water systems; from CompTox Chemicals Dashboard. Dataset DOI: 10.5281/zenodo.2656716.

April 2022: added annotations file (containing use information listed at https://www.epa.gov/ccl/chemical-contaminants-ccl-4).
DOI: 10.5281/zenodo.6505539
title: S41 | CCL4 | CCL 4 Chemical Candidate List

description: Contaminants that are not (yet) regulated in the USA but are known or anticipated to occur in public water systems; from CompTox Chemicals Dashboard. Dataset DOI: 10.5281/zenodo.2656716.

April 2022: added annotations file (containing use information listed at https://www.epa.gov/ccl/chemical-contaminants-ccl-4).
DOI: 10.15468/dl.xwuc3z
title: Occurrence Download

description: A dataset containing 13334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lutjanus argentimaculatus"
 ]
}

 The dataset includes 13334 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005249-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezxy4s
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paeonia anomala intermedia"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005250-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30692333
title: Life history strategies and aquatic extirpation risks of freshwater zooplankton under global warming and enhancedturbulence

description: Global warming and enhanced turbulence are posing threats to biodiversity, but the life history strategies and aquatic extirpation risks of rotifers remain largely unclear. We studied the life history strategies and aquatic extirpation risks of three rotifer species Brachionus dorcas, B. caudatus and B. angularis with different body sizes under warming and enhanced turbulence.
DOI: 10.6084/m9.figshare.30692333.v1
title: Life history strategies and aquatic extirpation risks of freshwater zooplankton under global warming and enhancedturbulence

description: Global warming and enhanced turbulence are posing threats to biodiversity, but the life history strategies and aquatic extirpation risks of rotifers remain largely unclear. We studied the life history strategies and aquatic extirpation risks of three rotifer species Brachionus dorcas, B. caudatus and B. angularis with different body sizes under warming and enhanced turbulence.
DOI: 10.5281/zenodo.17696960
title: SSbD JRC 2nd ReportingTemplate CEA SURPASS contribution

description: The European Commission's Recommendation of 8 December 2022 established a European assessment framework for 'Safe and Sustainable by Design' (SSbD) chemicals and materials, initiating a testing phase for the SSbD framework. This phase includes:



A voluntary reporting mechanism to gather stakeholder feedback

Two main focus areas for feedback collection:



Activities promoting SSbD in R&I programs and policies

Framework feasibility and applicability through case study testing




The testing period relies on active engagement from Member States, industry, academia, research organizations, and other stakeholders willing to test and provide feedback on the framework.

The Excel file contains implementation details for the three case studies (CS) of the SURPASS project.
DOI: 10.5281/zenodo.17696961
title: SSbD JRC 2nd ReportingTemplate CEA SURPASS contribution

description: The European Commission's Recommendation of 8 December 2022 established a European assessment framework for 'Safe and Sustainable by Design' (SSbD) chemicals and materials, initiating a testing phase for the SSbD framework. This phase includes:



A voluntary reporting mechanism to gather stakeholder feedback

Two main focus areas for feedback collection:



Activities promoting SSbD in R&I programs and policies

Framework feasibility and applicability through case study testing




The testing period relies on active engagement from Member States, industry, academia, research organizations, and other stakeholders willing to test and provide feedback on the framework.

The Excel file contains implementation details for the three case studies (CS) of the SURPASS project.
DOI: 10.15468/dl.sgegjm
title: Occurrence Download

description: A dataset containing 925070 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((18.240513469450917 -33.97625414054228, 18.672311134106543 -33.97625414054228, 18.672311134106543 -33.61574900227483, 18.240513469450917 -33.61574900227483, 18.240513469450917 -33.97625414054228))"
 ]
}

 The dataset includes 925070 records from 413 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005210-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6lqjm3j/om4879
title: msXV_020v_MMSI+RTI+Arc_B06_051_F.tif
DOI: 10.15468/dl.sbqtqa
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.1688 20.84913, -106.0188 20.84913, -106.0188 20.99913, -106.1688 20.99913, -106.1688 20.84913))"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032093-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6lqjm3j/05uugk
title: msXV_020v_MMSI+RTI+Arc_B04_050_F.tif
DOI: 10.25346/s6lqjm3j/qpvcym
title: msXV_020v_MMSI+RTI+Arc_B02_049_F.tif
DOI: 10.25346/s6lqjm3j/1sibpo
title: msXV_020v_MMSI+RTI+Arc_A15_048_F.tif
DOI: 10.25346/s6lqjm3j/ukq1rs
title: msXV_020v_MMSI+RTI+Arc_A13_047_F.tif
DOI: 10.25346/s6lqjm3j/regeax
title: msXV_020v_MMSI+RTI+Arc_A11_046_F.tif
DOI: 10.25346/s6lqjm3j/rgbc8v
title: msXV_020v_MMSI+RTI+Arc_A09_045_F.tif
DOI: 10.25346/s6lqjm3j/mvr2ow
title: msXV_020v_MMSI+RTI+Arc_A07_044_F.tif
DOI: 10.25346/s6lqjm3j/1vpygc
title: msXV_020v_MMSI+RTI+Arc_A05_043_F.tif
DOI: 10.25346/s6lqjm3j/edxnh3
title: msXV_020v_MMSI+RTI+Arc_A03_042_F.tif
DOI: 10.25346/s6lqjm3j/afggge
title: msXV_020v_MMSI+RTI+Arc_A01_041_F.tif
DOI: 10.25346/s6lqjm3j/zmkze3
title: msXV_020r_MMSI+RTI+W530R72_039_F.tif
DOI: 10.25346/s6lqjm3j/rxfjfp
title: msXV_020r_MMSI+RTI+W505665_040_F.tif
DOI: 10.25346/s6lqjm3j/bbdkyz
title: msXV_020r_MMSI+RTI+W450R25_030_F.tif
DOI: 10.25346/s6lqjm3j/fvo6ja
title: msXV_020r_MMSI+RTI+W450G58_034_F.tif
DOI: 10.25346/s6lqjm3j/mtjzf8
title: msXV_020r_MMSI+RTI+W450B47_038_F.tif
DOI: 10.25346/s6lqjm3j/ihqa7j
title: msXV_020r_MMSI+RTI+W400R25_029_F.tif
DOI: 10.25346/s6lqjm3j/npohhe
title: msXV_020r_MMSI+RTI+W400G58_033_F.tif
DOI: 10.25346/s6lqjm3j/vsatlf
title: msXV_020r_MMSI+RTI+W400B47_037_F.tif
DOI: 10.25346/s6lqjm3j/lexhrb
title: msXV_020r_MMSI+RTI+W385R25_028_F.tif
DOI: 10.25346/s6lqjm3j/ipu2px
title: msXV_020r_MMSI+RTI+W385G58_032_F.tif
DOI: 10.25346/s6lqjm3j/va3pgf
title: msXV_020r_MMSI+RTI+W385B47_036_F.tif
DOI: 10.25346/s6lqjm3j/zu0p9z
title: msXV_020r_MMSI+RTI+W365R25_027_F.tif
DOI: 10.25346/s6lqjm3j/yj7xsy
title: msXV_020r_MMSI+RTI+W365G58_031_F.tif
DOI: 10.25346/s6lqjm3j/plobj0
title: msXV_020r_MMSI+RTI+W365B47_035_F.tif
DOI: 10.25346/s6lqjm3j/gcitzn
title: msXV_020r_MMSI+RTI+TX940IR_025_F.tif
DOI: 10.25346/s6lqjm3j/njpqdx
title: msXV_020r_MMSI+RTI+TX735IR_024_F.tif
DOI: 10.25346/s6lqjm3j/0kam67
title: msXV_020r_MMSI+RTI+TX615RO_023_F.tif
DOI: 10.25346/s6lqjm3j/bei6yn
title: msXV_020r_MMSI+RTI+TX1050R_026_F.tif
DOI: 10.25346/s6lqjm3j/0qb7z8
title: msXV_020r_MMSI+RTI+TX1050R_022_F.tif
DOI: 10.25346/s6lqjm3j/terskq
title: msXV_020r_MMSI+RTI+M1050IR_021_F.tif
DOI: 10.25346/s6lqjm3j/8jmh7n
title: msXV_020r_MMSI+RTI+M1050IR_020_F.tif
DOI: 10.25346/s6lqjm3j/eompjs
title: msXV_020r_MMSI+RTI+M1050IR_019_F.tif
DOI: 10.25346/s6lqjm3j/0dadmr
title: msXV_020r_MMSI+RTI+M0940IR_018_F.tif
DOI: 10.25346/s6lqjm3j/sb9ocb
title: msXV_020r_MMSI+RTI+M0850IR_017_F.tif
DOI: 10.25346/s6lqjm3j/fyhdjd
title: msXV_020r_MMSI+RTI+M0780IR_016_F.tif
DOI: 10.25346/s6lqjm3j/znjdah
title: msXV_020r_MMSI+RTI+M0735IR_015_F.tif
DOI: 10.25346/s6lqjm3j/m8by2o
title: msXV_020r_MMSI+RTI+M0700IR_014_F.tif
DOI: 10.25346/s6lqjm3j/alblp6
title: msXV_020r_MMSI+RTI+M0655DR_013_F.tif
DOI: 10.25346/s6lqjm3j/4hgssb
title: msXV_020r_MMSI+RTI+M0630RD_012_F.tif
DOI: 10.25346/s6lqjm3j/cl0hbp
title: msXV_020r_MMSI+RTI+M0615RO_011_F.tif
DOI: 10.25346/s6lqjm3j/utqud1
title: msXV_020r_MMSI+RTI+M0590AM_010_F.tif
DOI: 10.25346/s6lqjm3j/6i8fdx
title: msXV_020r_MMSI+RTI+M0560LI_009_F.tif
DOI: 10.25346/s6lqjm3j/kywhkf
title: msXV_020r_MMSI+RTI+M0530GN_008_F.tif
DOI: 10.25346/s6lqjm3j/gpn8f9
title: msXV_020r_MMSI+RTI+M0505CN_007_F.tif
DOI: 10.25346/s6lqjm3j/aayks8
title: msXV_020r_MMSI+RTI+M0470LB_006_F.tif
DOI: 10.25346/s6lqjm3j/wk3agu
title: msXV_020r_MMSI+RTI+M0450RB_005_F.tif
DOI: 10.25346/s6lqjm3j/cay1a5
title: msXV_020r_MMSI+RTI+M0420VI_004_F.tif
DOI: 10.25346/s6lqjm3j/g3zd2l
title: msXV_020r_MMSI+RTI+M0400UV_003_F.tif
DOI: 10.25346/s6lqjm3j/lgddlh
title: msXV_020r_MMSI+RTI+M0385UV_002_F.tif
DOI: 10.25346/s6lqjm3j/nun2xx
title: msXV_020r_MMSI+RTI+M0365UV_001_F.tif
DOI: 10.25346/s6lqjm3j/zwo0ki
title: msXV_020r_MMSI+RTI+Arc_G15_096_F.tif
DOI: 10.25346/s6lqjm3j/p0klnq
title: msXV_020r_MMSI+RTI+Arc_G13_095_F.tif
DOI: 10.25346/s6lqjm3j/yi5xup
title: msXV_020r_MMSI+RTI+Arc_G11_094_F.tif
DOI: 10.25346/s6lqjm3j/tqkovy
title: msXV_020r_MMSI+RTI+Arc_G09_093_F.tif
DOI: 10.25346/s6lqjm3j/isgspm
title: msXV_020r_MMSI+RTI+Arc_G07_092_F.tif
DOI: 10.25346/s6lqjm3j/mi55lv
title: msXV_020r_MMSI+RTI+Arc_G05_091_F.tif
DOI: 10.25346/s6lqjm3j/kentjk
title: msXV_020r_MMSI+RTI+Arc_G03_090_F.tif
DOI: 10.25346/s6lqjm3j/vjo3td
title: msXV_020r_MMSI+RTI+Arc_G01_089_F.tif
DOI: 10.25346/s6lqjm3j/pekeld
title: msXV_020r_MMSI+RTI+Arc_F16_088_F.tif
DOI: 10.25346/s6lqjm3j/psokmg
title: msXV_020r_MMSI+RTI+Arc_F14_087_F.tif
DOI: 10.25346/s6lqjm3j/txn2to
title: msXV_020r_MMSI+RTI+Arc_F12_086_F.tif
DOI: 10.25346/s6lqjm3j/ajcluj
title: msXV_020r_MMSI+RTI+Arc_F10_085_F.tif
DOI: 10.25346/s6lqjm3j/61taud
title: msXV_020r_MMSI+RTI+Arc_F08_084_F.tif
DOI: 10.25346/s6lqjm3j/wenr0g
title: msXV_020r_MMSI+RTI+Arc_F06_083_F.tif
DOI: 10.25346/s6lqjm3j/w3lnsp
title: msXV_020r_MMSI+RTI+Arc_F04_082_F.tif
DOI: 10.25346/s6lqjm3j/qpchdg
title: msXV_020r_MMSI+RTI+Arc_F02_081_F.tif
DOI: 10.25346/s6lqjm3j/apnknb
title: msXV_020r_MMSI+RTI+Arc_E15_080_F.tif
DOI: 10.25346/s6lqjm3j/qw3qqa
title: msXV_020r_MMSI+RTI+Arc_E13_079_F.tif
DOI: 10.25346/s6lqjm3j/xrbcns
title: msXV_020r_MMSI+RTI+Arc_E11_078_F.tif
DOI: 10.25346/s6lqjm3j/e92pzq
title: msXV_020r_MMSI+RTI+Arc_E09_077_F.tif
DOI: 10.25346/s6lqjm3j/lgtx2v
title: msXV_020r_MMSI+RTI+Arc_E07_076_F.tif
DOI: 10.25346/s6lqjm3j/wrsgsy
title: msXV_020r_MMSI+RTI+Arc_E05_075_F.tif
DOI: 10.15468/dl.yfcr9s
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.0188 20.84913, -105.8688 20.84913, -105.8688 20.99913, -106.0188 20.99913, -106.0188 20.84913))"
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032094-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6lqjm3j/5gorfj
title: msXV_020r_MMSI+RTI+Arc_E03_074_F.tif
DOI: 10.25346/s6lqjm3j/yu2xkd
title: msXV_020r_MMSI+RTI+Arc_E01_073_F.tif
DOI: 10.25346/s6lqjm3j/vwdhtt
title: msXV_020r_MMSI+RTI+Arc_D16_072_F.tif
DOI: 10.25346/s6lqjm3j/l7s4sp
title: msXV_020r_MMSI+RTI+Arc_D14_071_F.tif
DOI: 10.25346/s6lqjm3j/v0h7et
title: msXV_020r_MMSI+RTI+Arc_D12_070_F.tif
DOI: 10.25346/s6lqjm3j/5yzvsq
title: msXV_020r_MMSI+RTI+Arc_D10_069_F.tif
DOI: 10.25346/s6lqjm3j/qp8ltl
title: msXV_020r_MMSI+RTI+Arc_D08_068_F.tif
DOI: 10.25346/s6lqjm3j/7ur19k
title: msXV_020r_MMSI+RTI+Arc_D06_067_F.tif
DOI: 10.25346/s6lqjm3j/dmam55
title: msXV_020r_MMSI+RTI+Arc_D04_066_F.tif
DOI: 10.25346/s6lqjm3j/hmfr0n
title: msXV_020r_MMSI+RTI+Arc_D02_065_F.tif
DOI: 10.25346/s6lqjm3j/pkmyu1
title: msXV_020r_MMSI+RTI+Arc_C15_064_F.tif
DOI: 10.25346/s6lqjm3j/rsosgb
title: msXV_020r_MMSI+RTI+Arc_C13_063_F.tif
DOI: 10.25346/s6lqjm3j/0yvbim
title: msXV_020r_MMSI+RTI+Arc_C11_062_F.tif
DOI: 10.25346/s6lqjm3j/q4ilti
title: msXV_020r_MMSI+RTI+Arc_C09_061_F.tif
DOI: 10.25346/s6lqjm3j/6uxksv
title: msXV_020r_MMSI+RTI+Arc_C07_060_F.tif
DOI: 10.25346/s6lqjm3j/nugll4
title: msXV_020r_MMSI+RTI+Arc_C05_059_F.tif
DOI: 10.25346/s6lqjm3j/xnrdun
title: msXV_020r_MMSI+RTI+Arc_C03_058_F.tif
DOI: 10.25346/s6lqjm3j/ljcmvd
title: msXV_020r_MMSI+RTI+Arc_C01_057_F.tif
DOI: 10.25346/s6lqjm3j/tgfqqx
title: msXV_020r_MMSI+RTI+Arc_B16_056_F.tif
DOI: 10.25346/s6lqjm3j/0c6yyu
title: msXV_020r_MMSI+RTI+Arc_B14_055_F.tif
DOI: 10.25346/s6lqjm3j/owiniw
title: msXV_020r_MMSI+RTI+Arc_B12_054_F.tif
DOI: 10.25346/s6lqjm3j/51zbou
title: msXV_020r_MMSI+RTI+Arc_B10_053_F.tif
DOI: 10.25346/s6lqjm3j/hil5lh
title: msXV_020r_MMSI+RTI+Arc_B08_052_F.tif
DOI: 10.25346/s6lqjm3j/nlp6qq
title: msXV_020r_MMSI+RTI+Arc_B06_051_F.tif
DOI: 10.25346/s6lqjm3j/d4fshv
title: msXV_020r_MMSI+RTI+Arc_B04_050_F.tif
DOI: 10.25346/s6lqjm3j/v9a72r
title: msXV_020r_MMSI+RTI+Arc_B02_049_F.tif
DOI: 10.25346/s6lqjm3j/jqv2ct
title: msXV_020r_MMSI+RTI+Arc_A15_048_F.tif
DOI: 10.25346/s6lqjm3j/hspduz
title: msXV_020r_MMSI+RTI+Arc_A13_047_F.tif
DOI: 10.25346/s6lqjm3j/9bwbi4
title: msXV_020r_MMSI+RTI+Arc_A11_046_F.tif
DOI: 10.5281/zenodo.17604869
title: Paradoxical G-quadruplex distribution in coronavirus genomes reveals functional constraints and antiviral therapeutic opportunities

description:  # G-quadruplex Distribution in Coronavirus Genomes: Analysis Code and Data

  ## Overview

  This dataset contains all code, data, and supplementary materials for the manuscript "Paradoxical G-quadruplex distribution in coronavirus genomes reveals  functional constraints and antiviral therapeutic opportunities" published in *Virus Research* (2025).

  ## Key Findings

  - **Genome-wide G4 depletion**: Fold-change = 0.56 (95% CI: 0.24-2.30)  - **Regional enrichment in critical proteins**:    - Spike protein: IRR = 17.9 (95% CI: 11.7-27.6)    - Nucleocapsid protein: IRR = 14.4 (95% CI: 8.3-25.1)  - **Therapeutic targets**: 38 thermodynamically stable G4 candidates (ΔG < -5 kcal/mol)  - **Primary target**: GGCTGGCAATGGCGG (ΔG = -7.35 kcal/mol, 54.8% conservation)

  ## Dataset Contents

  ### Genomes (31 files)  - **SARS-CoV-2 variants** (n=19): Alpha, Beta, Gamma, Delta, Omicron sublineages (BA.1, BA.2, BA.5, BQ.1.1, XBB.1.5, XBB.1.16, JN.1), Epsilon, Eta, Kappa,  Lambda, Mu, D614G, B.1, Wuhan reference  - **Other coronaviruses** (n=12): SARS-CoV, MERS-CoV, bat coronaviruses (RmYN02, RaTG13, BANAL-52), pangolin coronaviruses, HCoV-OC43, HCoV-HKU1, HCoV-229E,  HCoV-NL63

  ### Code (95 Python scripts)  - G4 detection and regional mapping  - Statistical robustness analysis (Bootstrap, Poisson GLM, GEE models)  - Thermodynamic stability assessment (ΔG calculations)  - Bayesian network analysis (pgmpy)  - Machine learning predictions (XGBoost)  - Cross-virus comparative analysis

  ### Results  - Supplementary Tables S1-S7, S6A  - Complete analysis outputs (CSV format)  - Reproducible analysis pipeline

  ## Usage

  ```bash  # Install dependencies  pip install -r requirements.txt

  # Run complete analysis  ./run_all.sh

  # Or use Make  make all
DOI: 10.25346/s6lqjm3j/igdmbj
title: msXV_020r_MMSI+RTI+Arc_A09_045_F.tif
DOI: 10.25346/s6lqjm3j/rfqorl
title: msXV_020r_MMSI+RTI+Arc_A07_044_F.tif
DOI: 10.25346/s6lqjm3j/bawu8o
title: msXV_020r_MMSI+RTI+Arc_A05_043_F.tif
DOI: 10.25346/s6lqjm3j/upskta
title: msXV_020r_MMSI+RTI+Arc_A03_042_F.tif
DOI: 10.25346/s6lqjm3j/ykjjto
title: msXV_020r_MMSI+RTI+Arc_A01_041_F.tif
DOI: 10.25346/s6lqjm3j/eajplt
title: msXV_017v_MMSI+RTI+M1050IR_019_F.tif
DOI: 10.25346/s6lqjm3j/kw1uds
title: msXV_017v_MMSI+RTI+M0940IR_018_F.tif
DOI: 10.25346/s6lqjm3j/iq5nx0
title: msXV_017v_MMSI+RTI+M0850IR_017_F.tif
DOI: 10.25346/s6lqjm3j/t3ykct
title: msXV_017v_MMSI+RTI+M0780IR_016_F.tif
DOI: 10.25346/s6lqjm3j/ol4j2y
title: msXV_017v_MMSI+RTI+M0735IR_015_F.tif
DOI: 10.25346/s6lqjm3j/wpxuc8
title: msXV_017v_MMSI+RTI+M0700IR_014_F.tif
DOI: 10.25346/s6lqjm3j/bojaat
title: msXV_017v_MMSI+RTI+M0655DR_013_F.tif
DOI: 10.25346/s6lqjm3j/1aitir
title: msXV_017v_MMSI+RTI+M0630RD_012_F.tif
DOI: 10.25346/s6lqjm3j/suq4ob
title: msXV_017v_MMSI+RTI+M0615RO_011_F.tif
DOI: 10.25346/s6lqjm3j/iiet56
title: msXV_017v_MMSI+RTI+M0590AM_010_F.tif
DOI: 10.25346/s6lqjm3j/pbn19c
title: msXV_017v_MMSI+RTI+M0560LI_009_F.tif
DOI: 10.25346/s6lqjm3j/qu6dpy
title: msXV_017v_MMSI+RTI+M0530GN_008_F.tif
DOI: 10.25346/s6lqjm3j/jee5lh
title: msXV_017v_MMSI+RTI+M0505CN_007_F.tif
DOI: 10.25346/s6lqjm3j/ylezoe
title: msXV_017v_MMSI+RTI+M0470LB_006_F.tif
DOI: 10.25346/s6lqjm3j/kricxc
title: msXV_017v_MMSI+RTI+M0450RB_005_F.tif
DOI: 10.25346/s6lqjm3j/xjcy9a
title: msXV_017v_MMSI+RTI+M0420VI_004_F.tif
DOI: 10.25346/s6lqjm3j/2j5xb6
title: msXV_017v_MMSI+RTI+M0400UV_003_F.tif
DOI: 10.25346/s6lqjm3j/xc8s6e
title: msXV_017v_MMSI+RTI+M0385UV_002_F.tif
DOI: 10.25346/s6lqjm3j/w3oria
title: msXV_017v_MMSI+RTI+M0365UV_001_F.tif
DOI: 10.25346/s6lqjm3j/hrgcjh
title: msXV_017r_MMSI+RTI+M1050IR_019_F.tif
DOI: 10.25346/s6lqjm3j/slz06i
title: msXV_017r_MMSI+RTI+M0940IR_018_F.tif
DOI: 10.25346/s6lqjm3j/cdfzba
title: msXV_017r_MMSI+RTI+M0850IR_017_F.tif
DOI: 10.25346/s6lqjm3j/0d9l7l
title: msXV_017r_MMSI+RTI+M0780IR_016_F.tif
DOI: 10.25346/s6lqjm3j/d3ofry
title: msXV_017r_MMSI+RTI+M0735IR_015_F.tif
DOI: 10.25346/s6lqjm3j/oh8o4g
title: msXV_017r_MMSI+RTI+M0700IR_014_F.tif
DOI: 10.25346/s6lqjm3j/p8hwo2
title: msXV_017r_MMSI+RTI+M0655DR_013_F.tif
DOI: 10.25346/s6lqjm3j/jkppah
title: msXV_017r_MMSI+RTI+M0630RD_012_F.tif
DOI: 10.25346/s6lqjm3j/tcwoss
title: msXV_017r_MMSI+RTI+M0615RO_011_F.tif
DOI: 10.25346/s6lqjm3j/3hepwa
title: msXV_017r_MMSI+RTI+M0590AM_010_F.tif
DOI: 10.25346/s6lqjm3j/hmknbc
title: msXV_017r_MMSI+RTI+M0560LI_009_F.tif
DOI: 10.25346/s6lqjm3j/qrnunk
title: msXV_017r_MMSI+RTI+M0530GN_008_F.tif
DOI: 10.25346/s6lqjm3j/jxfbli
title: msXV_017r_MMSI+RTI+M0505CN_007_F.tif
DOI: 10.15468/dl.fpy5m4
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.8688 20.84913, -105.7188 20.84913, -105.7188 20.99913, -105.8688 20.99913, -105.8688 20.84913))"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032095-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6lqjm3j/gdn98o
title: msXV_017r_MMSI+RTI+M0470LB_006_F.tif
DOI: 10.25346/s6lqjm3j/i1im5x
title: msXV_017r_MMSI+RTI+M0450RB_005_F.tif
DOI: 10.25346/s6lqjm3j/tobk7j
title: msXV_017r_MMSI+RTI+M0420VI_004_F.tif
DOI: 10.25346/s6lqjm3j/tamohv
title: msXV_017r_MMSI+RTI+M0400UV_003_F.tif
DOI: 10.25346/s6lqjm3j/qdhysh
title: msXV_017r_MMSI+RTI+M0385UV_002_F.tif
DOI: 10.25346/s6lqjm3j/2j4zy0
title: msXV_017r_MMSI+RTI+M0365UV_001_F.tif
DOI: 10.25346/s6lqjm3j/jqovue
title: msXL_344v_MMSI+RTI+W530R72_039_F.tif
DOI: 10.25346/s6lqjm3j/yuzcsy
title: msXL_344v_MMSI+RTI+W505665_040_F.tif
DOI: 10.25346/s6lqjm3j/k4wi0w
title: msXL_344v_MMSI+RTI+W450R25_030_F.tif
DOI: 10.25346/s6lqjm3j/ckpqui
title: msXL_344v_MMSI+RTI+W450G58_034_F.tif
DOI: 10.25346/s6lqjm3j/32llht
title: msXL_344v_MMSI+RTI+W450B47_038_F.tif
DOI: 10.15468/dl.kab68c
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tupaia splendidula"
 ]
}

 The dataset's 7 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032088-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s6lqjm3j/lblamn
title: msXL_344v_MMSI+RTI+W400R25_029_F.tif