cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30128527
title: Dataset S2

description: Differential abundance results from radEmu for spring inversely stratified samples, contrasting taxa in the epilimnion and hypolimnion of the deepest lakes Superior, Ontario, Michigan.
DOI: 10.6084/m9.figshare.30128527.v1
title: Dataset S2

description: Differential abundance results from radEmu for spring inversely stratified samples, contrasting taxa in the epilimnion and hypolimnion of the deepest lakes Superior, Ontario, Michigan.
DOI: 10.6084/m9.figshare.30128545
title: Dataset S3

description: ASV abundance and taxonomy table for the free-living (FL) fraction.
DOI: 10.6084/m9.figshare.30128545.v1
title: Dataset S3

description: ASV abundance and taxonomy table for the free-living (FL) fraction.
DOI: 10.6084/m9.figshare.30128554
title: Dataset S4

description: ASV abundance and taxonomy table for the particle-associated (PA) fraction
DOI: 10.6084/m9.figshare.30128554.v1
title: Dataset S4

description: ASV abundance and taxonomy table for the particle-associated (PA) fraction
DOI: 10.6084/m9.figshare.30128563
title: Dataset S5

description: Metadata for all samples, including collection details and associated physicochemical parameters.
DOI: 10.6084/m9.figshare.30128563.v1
title: Dataset S5

description: Metadata for all samples, including collection details and associated physicochemical parameters.
DOI: 10.6084/m9.figshare.30128581
title: Dataset S6

description: Estimated light extinction coefficients
DOI: 10.6084/m9.figshare.30128581.v1
title: Dataset S6

description: Estimated light extinction coefficients
DOI: 10.17182/hepdata.166751.v2/t1
title: "Figure 6a" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background prediction for the event yields in the (a) 10 VLL<sub>e</sub> SRs, (b) 10 VLL<sub>μ</sub> SRs, and (c) 9 CRs, after a background-only fit to data (`post-fit') in the (a) VLL<sub>e</sub> SRs and CRs and (b, c) VLL<sub>μ</sub> SRs and CRs. The background contributions in the CRs after the likelihood fit to data in the VLL<sub>e</sub> SRs and CRs are comparable to those in (c).
Distributions for the VLL<sub>e</sub><sup>D</sup> and VLL<sub>μ</sub><sup>D</sup> signal points for a VLL mass of 600 GeV are overlaid for comparison in (a) and (b), respectively.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.
DOI: 10.17182/hepdata.166751.v2/t3
title: "Figure 6c" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background prediction for the event yields in the (a) 10 VLL<sub>e</sub> SRs, (b) 10 VLL<sub>μ</sub> SRs, and (c) 9 CRs, after a background-only fit to data (`post-fit') in the (a) VLL<sub>e</sub> SRs and CRs and (b, c) VLL<sub>μ</sub> SRs and CRs. The background contributions in the CRs after the likelihood fit to data in the VLL<sub>e</sub> SRs and CRs are comparable to those in (c).
Distributions for the VLL<sub>e</sub><sup>D</sup> and VLL<sub>μ</sub><sup>D</sup> signal points for a VLL mass of 600 GeV are overlaid for comparison in (a) and (b), respectively.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.
DOI: 10.17182/hepdata.166751.v2/t5
title: "Figure 7b" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background estimate for the htlepmet distribution used in different vlle signal region categories:
(a) 2ℓ(e)ℓℓHH, (b) 2ℓ(e)ℓℓHV, (c) 2ℓ(e)ℓℓVV, (d) 2ℓ(e)ℓνHW, (e) 2ℓ(e)ℓνWZ, (f) 3ℓ(e)ℓℓHH+HW, (g) 3ℓ(e)ℓνHV, (h) 3ℓ(e)ℓℓHV+VV, (i) 4ℓ(e)1OSSF, (j) 4ℓ(e)2OSSF.
Distributions for one VLL<sub>e</sub><sup>D</sup> signal point for a VLL mass of 600 GeV normalised to the total background yields are overlaid for comparison.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the signal-plus-background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.
DOI: 10.17182/hepdata.166751.v2/t6
title: "Figure 7c" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background estimate for the htlepmet distribution used in different vlle signal region categories:
(a) 2ℓ(e)ℓℓHH, (b) 2ℓ(e)ℓℓHV, (c) 2ℓ(e)ℓℓVV, (d) 2ℓ(e)ℓνHW, (e) 2ℓ(e)ℓνWZ, (f) 3ℓ(e)ℓℓHH+HW, (g) 3ℓ(e)ℓνHV, (h) 3ℓ(e)ℓℓHV+VV, (i) 4ℓ(e)1OSSF, (j) 4ℓ(e)2OSSF.
Distributions for one VLL<sub>e</sub><sup>D</sup> signal point for a VLL mass of 600 GeV normalised to the total background yields are overlaid for comparison.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the signal-plus-background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.
DOI: 10.17182/hepdata.166751.v2/t7
title: "Figure 7d" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background estimate for the htlepmet distribution used in different vlle signal region categories:
(a) 2ℓ(e)ℓℓHH, (b) 2ℓ(e)ℓℓHV, (c) 2ℓ(e)ℓℓVV, (d) 2ℓ(e)ℓνHW, (e) 2ℓ(e)ℓνWZ, (f) 3ℓ(e)ℓℓHH+HW, (g) 3ℓ(e)ℓνHV, (h) 3ℓ(e)ℓℓHV+VV, (i) 4ℓ(e)1OSSF, (j) 4ℓ(e)2OSSF.
Distributions for one VLL<sub>e</sub><sup>D</sup> signal point for a VLL mass of 600 GeV normalised to the total background yields are overlaid for comparison.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the signal-plus-background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.
DOI: 10.17182/hepdata.166751.v2/t8
title: "Figure 7e" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background estimate for the htlepmet distribution used in different vlle signal region categories:
(a) 2ℓ(e)ℓℓHH, (b) 2ℓ(e)ℓℓHV, (c) 2ℓ(e)ℓℓVV, (d) 2ℓ(e)ℓνHW, (e) 2ℓ(e)ℓνWZ, (f) 3ℓ(e)ℓℓHH+HW, (g) 3ℓ(e)ℓνHV, (h) 3ℓ(e)ℓℓHV+VV, (i) 4ℓ(e)1OSSF, (j) 4ℓ(e)2OSSF.
Distributions for one VLL<sub>e</sub><sup>D</sup> signal point for a VLL mass of 600 GeV normalised to the total background yields are overlaid for comparison.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the signal-plus-background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.
DOI: 10.17182/hepdata.166751.v2/t9
title: "Figure 7f" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background estimate for the htlepmet distribution used in different vlle signal region categories:
(a) 2ℓ(e)ℓℓHH, (b) 2ℓ(e)ℓℓHV, (c) 2ℓ(e)ℓℓVV, (d) 2ℓ(e)ℓνHW, (e) 2ℓ(e)ℓνWZ, (f) 3ℓ(e)ℓℓHH+HW, (g) 3ℓ(e)ℓνHV, (h) 3ℓ(e)ℓℓHV+VV, (i) 4ℓ(e)1OSSF, (j) 4ℓ(e)2OSSF.
Distributions for one VLL<sub>e</sub><sup>D</sup> signal point for a VLL mass of 600 GeV normalised to the total background yields are overlaid for comparison.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the signal-plus-background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.
DOI: 10.17182/hepdata.166751.v2/t10
title: "Figure 7g" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background estimate for the htlepmet distribution used in different vlle signal region categories:
(a) 2ℓ(e)ℓℓHH, (b) 2ℓ(e)ℓℓHV, (c) 2ℓ(e)ℓℓVV, (d) 2ℓ(e)ℓνHW, (e) 2ℓ(e)ℓνWZ, (f) 3ℓ(e)ℓℓHH+HW, (g) 3ℓ(e)ℓνHV, (h) 3ℓ(e)ℓℓHV+VV, (i) 4ℓ(e)1OSSF, (j) 4ℓ(e)2OSSF.
Distributions for one VLL<sub>e</sub><sup>D</sup> signal point for a VLL mass of 600 GeV normalised to the total background yields are overlaid for comparison.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the signal-plus-background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.
DOI: 10.17182/hepdata.166751.v2/t11
title: "Figure 7h" of "Search for vector-like leptons coupling to first- and second-generation Standard Model leptons in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector"

description: Comparison between data and the background estimate for the htlepmet distribution used in different vlle signal region categories:
(a) 2ℓ(e)ℓℓHH, (b) 2ℓ(e)ℓℓHV, (c) 2ℓ(e)ℓℓVV, (d) 2ℓ(e)ℓνHW, (e) 2ℓ(e)ℓνWZ, (f) 3ℓ(e)ℓℓHH+HW, (g) 3ℓ(e)ℓνHV, (h) 3ℓ(e)ℓℓHV+VV, (i) 4ℓ(e)1OSSF, (j) 4ℓ(e)2OSSF.
Distributions for one VLL<sub>e</sub><sup>D</sup> signal point for a VLL mass of 600 GeV normalised to the total background yields are overlaid for comparison.
The lower panels show the ratio of data to the background estimate (`B.'), separately for post-fit background (black points) and pre-fit background (dashed blue line).
The size of the combined statistical and systematic uncertainty in the signal-plus-background prediction is indicated by the blue hatched band.
description: A search for pair production of vector-like leptons coupling to first- and second-generation Standard Model leptons is presented. The search is based on a dataset of proton-proton collisions at $\sqrt{s}=13$ TeV recorded with the ATLAS detector during Run 2 of the Large Hadron Collider, corresponding to an integrated luminosity of 140 fb$^{-1}$. Events are categorised depending on the flavour and multiplicity of leptons (electrons or muons), as well as on the scores of a deep neural network targeting particular signal topologies according to the decay modes of the vector-like leptons. In each of the signal regions, the scalar sum of the transverse momentum of the leptons and the missing transverse momentum is analysed. The main background processes are estimated using dedicated control regions in a simultaneous fit with the signal regions to data. No significant excess above the Standard Model background expectation is observed and limits are set at 95% confidence level on the production cross-sections of vector-like electrons and muons as a function of the vector-like lepton mass, separately for SU(2) doublet and singlet scenarios. The resulting mass lower limits are 1220 GeV (1270 GeV) and 320 GeV (400 GeV) for vector-like electrons (muons) in the doublet and singlet scenarios, respectively.