cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17852244
title: Data and code release: Observation of inclination-dependent ringdown frequency shifts in 33 binary black hole mergers

description: Public data release accompanying the paper "Observation of inclination-dependent ringdown frequency shifts in 33 binary black hole mergers: Evidence for the Semi-Dirac membrane paradigm" (Frederick Manfredi, 2025).

This dataset contains:
• master_data.json – processed table of 33 real LIGO/Virgo/KAGRA binary black hole events (O1–O4) with official inclination posteriors, masses, network SNR, and the predicted Semi-Dirac frequency shift δf = +0.06 × f_ISCO × sin⁴ι
• Extraction script (gwtc_real_inclination.py) that reads all public GWTC-1/2.1/3/4 .h5/.hdf5 files using PESummary
• Plotting script (SEMI_DIRAC_final.py) reproducing the 4.4 σ result
• Final figure (SemiDirac_33_events.png)


The code automatically handles new public posterior files and incrementally updates the master table. All gravitational-wave samples are publicly available from GWOSC and the cited Zenodo records (GWTC-1, GWTC-2.1, GWTC-3, GWTC-4).

License: CC-BY-4.0
Please cite this Zenodo record and the accompanying paper when reusing the data or code.
DOI: 10.17026/dans-zab-kxfd
title: PAN-00120467 - terra sigillata cup type Drag. 27

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00120467&lt;/p&gt;
description: Modified: 2025-05-11T11:03:45+02:00
DOI: 10.15468/as2am8
title: Selezione dall'Erbario generale moderno dell'Università degli Studi di Catania | Selection from the Modern general herbarium of the University of Catania

description: A selection of herbarium specimens from the Modern general herbarium of the University of Catania (Herbarium Universitatis Catinensis), one of the most important botanical collection in Southern Italy, as first outcome of the ITINERIS Project training course held in Palermo in June 2024. More than 125.000 additional specimens from several CAT sub-collections, mostly from CAT-HGM, have been digitized during the past years, are currently accessible through the Catania botanical garden website (https://www.ortobotanicocatania.it/erbari/) and are aimed to be uploaded on GBIF too, as soon as possible.
DOI: 10.17026/ar/at1xnz
title: PAN-00137138 - high-arched wire brooch variant A

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00137138&lt;/p&gt;
description: Modified: 2025-07-22T16:45:37+02:00
DOI: 10.5281/zenodo.17881368
title: Data and code release: Observation of inclination-dependent ringdown frequency shifts in 48 binary black hole mergers: 6.3σ evidence for the Semi-Dirac membrane paradigm.

description: Public data release accompanying the paper "Observation of Inclination-Dependent Ringdown Frequency Shifts in 48 Binary Black Hole Mergers: 6.3σ Evidence for the Semi-Dirac Membrane Paradigm" (Frederick Manfredi, 2025).

Updated and expanded analysis of 48 binary black hole mergers from GWTC-1 through GWTC-4.0, yielding 6.29σ evidence for the predicted δf ∝ sin⁴ι correlation from the Semi-Dirac membrane paradigm. Includes full posterior-derived error bars and weighted linear fit. Supersedes and confirms the earlier 33-event result (10.5281/zenodo.17767545).

This expanded dataset contains a processed table of 48 real LIGO/Virgo/KAGRA binary black hole events (O1–O4) with official inclination posteriors, masses, network SNR, and the predicted Semi-Dirac frequency shift δf = +0.06 × f_ISCO × sin⁴ι. It includes posterior-derived error bars on both axes and a weighted linear fit yielding 6.29σ significance (slope 2.845 ± 0.428 Hz, R²=0.580).

Files:
- master_data_48events.json: Processed table of 48 BBH events
- SEMI_DIRAC_final_with_errorbars.py: Plotting script reproducing the 6.3σ result (with error bars and weighted fit)
- README.md: Documentation and reproducibility instructions
- SemiDirac_48events_WithErrorbars_Final.png: Publication-ready figure


Builds on the 33-event release (DOI: 10.5281/zenodo.17767425). All gravitational-wave samples are publicly available from GWOSC. License: CC-BY-4.0.
DOI: 10.5281/zenodo.17852169
title: Data and code release: Observation of inclination-dependent ringdown frequency shifts in 48 binary black hole mergers: 6.3σ evidence for the Semi-Dirac membrane paradigm.

description: Public data release accompanying the paper "Observation of Inclination-Dependent Ringdown Frequency Shifts in 48 Binary Black Hole Mergers: 6.3σ Evidence for the Semi-Dirac Membrane Paradigm" (Frederick Manfredi, 2025).

Updated and expanded analysis of 48 binary black hole mergers from GWTC-1 through GWTC-4.0, yielding 6.29σ evidence for the predicted δf ∝ sin⁴ι correlation from the Semi-Dirac membrane paradigm. Includes full posterior-derived error bars and weighted linear fit. Supersedes and confirms the earlier 33-event result (10.5281/zenodo.17767545).

This expanded dataset contains a processed table of 48 real LIGO/Virgo/KAGRA binary black hole events (O1–O4) with official inclination posteriors, masses, network SNR, and the predicted Semi-Dirac frequency shift δf = +0.06 × f_ISCO × sin⁴ι. It includes posterior-derived error bars on both axes and a weighted linear fit yielding 6.29σ significance (slope 2.845 ± 0.428 Hz, R²=0.580).

Files:
- master_data_48events.json: Processed table of 48 BBH events
- SEMI_DIRAC_final_with_errorbars.py: Plotting script reproducing the 6.3σ result (with error bars and weighted fit)
- README.md: Documentation and reproducibility instructions
- SemiDirac_48events_WithErrorbars_Final.png: Publication-ready figure


Builds on the 33-event release (DOI: 10.5281/zenodo.17767425). All gravitational-wave samples are publicly available from GWOSC. License: CC-BY-4.0.
DOI: 10.5281/zenodo.17852170
title: Data and code release: Observation of inclination-dependent ringdown frequency shifts in 48 binary black hole mergers: 6.3σ evidence for the Semi-Dirac membrane paradigm.

description: Public data release accompanying the paper "Observation of Inclination-Dependent Ringdown Frequency Shifts in 48 Binary Black Hole Mergers: 6.3σ Evidence for the Semi-Dirac Membrane Paradigm" (Frederick Manfredi, 2025).

Updated and expanded analysis of 48 binary black hole mergers from GWTC-1 through GWTC-4.0, yielding 6.29σ evidence for the predicted δf ∝ sin⁴ι correlation from the Semi-Dirac membrane paradigm. Includes full posterior-derived error bars and weighted linear fit. Supersedes and confirms the earlier 33-event result (10.5281/zenodo.17767545).

This expanded dataset contains a processed table of 48 real LIGO/Virgo/KAGRA binary black hole events (O1–O4) with official inclination posteriors, masses, network SNR, and the predicted Semi-Dirac frequency shift δf = +0.06 × f_ISCO × sin⁴ι. It includes posterior-derived error bars on both axes and a weighted linear fit yielding 6.29σ significance (slope 2.845 ± 0.428 Hz, R²=0.580).

Files:
- master_data_48events.json: Processed table of 48 BBH events
- SEMI_DIRAC_final_with_errorbars.py: Plotting script reproducing the 6.3σ result (with error bars and weighted fit)
- README.md: Documentation and reproducibility instructions
- SemiDirac_48events_WithErrorbars_Final.png: Publication-ready figure


Builds on the 33-event release (DOI: 10.5281/zenodo.17767425). All gravitational-wave samples are publicly available from GWOSC. License: CC-BY-4.0.
DOI: 10.17026/ar/hnrpc4
title: PAN-00115431 - coin/coin-related, Q. Fabius Labeo, denarius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00115431&lt;/p&gt;
description: Modified: 2025-08-26T09:03:37+02:00
DOI: 10.5281/zenodo.15294216
title: SURVEY_1158_SOURCE.Ecuador_Colombia_Peru
DOI: 10.5281/zenodo.17905001
title: SURVEY_1158_SOURCE.Ecuador_Colombia_Peru
DOI: 10.17026/ar/gkvthr
title: PAN-00172817 - jug (Roman smooth ware pottery)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00172817&lt;/p&gt;
description: Modified: 2025-10-21T15:42:33+02:00
DOI: 10.5281/zenodo.17885728
title: A genus-level classification of the ant subfamily Ponerinae (Hymenoptera, Formicidae)

description: This dataset includes input and output files for the phylogenomic analyses performed in the ZooKeys study titled "A genus-level classification of the ant subfamily Ponerinae (Hymenoptera, Formicidae)" by Fisher et al. The study analyzed Ultraconserved Element (UCE) molecular data and focused on phylogenetic relationships and classification in the ant subfamily Ponerinae. Two datasets were analyzed: one with 261 samples and an expanded dataset with 1170 samples. Provided in this dataset are (1) contig assembly files for all analyzed samples, (2) input files for phylogenetic analyses, and (3) output trees and log files for phylogenetic analyses. Raw sequences have been uploaded separately into the NCBI Sequence Read Archive.
DOI: 10.5281/zenodo.17885727
title: A genus-level classification of the ant subfamily Ponerinae (Hymenoptera, Formicidae)

description: This dataset includes input and output files for the phylogenomic analyses performed in the ZooKeys study titled "A genus-level classification of the ant subfamily Ponerinae (Hymenoptera, Formicidae)" by Fisher et al. The study analyzed Ultraconserved Element (UCE) molecular data and focused on phylogenetic relationships and classification in the ant subfamily Ponerinae. Two datasets were analyzed: one with 261 samples and an expanded dataset with 1170 samples. Provided in this dataset are (1) contig assembly files for all analyzed samples, (2) input files for phylogenetic analyses, and (3) output trees and log files for phylogenetic analyses. Raw sequences have been uploaded separately into the NCBI Sequence Read Archive.
DOI: 10.17026/ar/khbbu2
title: PAN-00148703 - Roman smooth-ware jug (type undetermined) group C

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00148703&lt;/p&gt;
description: Modified: 2025-10-21T12:21:41+02:00
DOI: 10.15468/dl.zr2kz3
title: Occurrence Download

description: A dataset containing 3013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Paspalum notatum"
 ]
}

 The dataset includes 3013 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048260-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/0ovgmu
title: PAN-00131430 - strap end group 10.2

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00131430&lt;/p&gt;
description: Modified: 2025-08-18T14:51:13+02:00
DOI: 10.17026/ar/2ddyqo
title: PAN-00104824 - coin/coin-related, Constantinus I en zonen (306-361), naar, nummus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00104824&lt;/p&gt;
description: Modified: 2025-05-06T09:51:49+02:00
DOI: 10.17026/dans-z56-brpj
title: PAN-00140924 - terra sigillata plate type Halt. 1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00140924&lt;/p&gt;
description: Modified: 2025-09-09T12:46:10+02:00
DOI: 10.17026/ar/z4eter
title: PAN-00114161 - coin/coin-related, Marcus Aurelius (161-180), sestertius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00114161&lt;/p&gt;
description: Modified: 2025-08-26T08:22:24+02:00
DOI: 10.15468/dl.rnk9p7
title: Occurrence Download

description: A dataset containing 372229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Contopus cooperi)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 372229 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048256-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/iavvy1
title: PAN-00019459 - applique of animal figure

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00019459&lt;/p&gt;
description: Modified: 2025-06-12T17:47:36+02:00
DOI: 10.48597/hdje-r459
title: Measurement of Sulphate_corrected at Iskrba

description: Measurement of Sulphate_corrected at Iskrba
DOI: 10.48597/skh8-vpu3
title: Ozone at Sniezka

description: Measurement of Ozone at Sniezka
DOI: 10.48597/ey9f-27dj
title: Sulphate_corrected at Iskrba

description: Measurement of Sulphate_corrected at Iskrba
DOI: 10.48597/jcha-e6j3
title: Precipitation_amount at Bredkälen

description: Measurement of Precipitation_amount at Bredkälen
DOI: 10.48597/x4mf-qh8a
title: Precipitation_amount at Bredkälen

description: Measurement of Precipitation_amount at Bredkälen
DOI: 10.48597/gf8y-cu9q
title: Lead at Iskrba

description: Measurement of Lead at Iskrba
DOI: 10.48597/krfx-6vua
title: Chromium at Iskrba

description: Measurement of Chromium at Iskrba
DOI: 10.48597/m5s4-sgpk
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/mujq-nxzv
title: Nickel at Iskrba

description: Measurement of Nickel at Iskrba
DOI: 10.48597/nhs3-xb5t
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/ry99-3fe5
title: Copper at Iskrba

description: Measurement of Copper at Iskrba
DOI: 10.48597/sjva-u9mz
title: Cadmium at Iskrba

description: Measurement of Cadmium at Iskrba
DOI: 10.48597/tf8e-rugz
title: Arsenic at Iskrba

description: Measurement of Arsenic at Iskrba
DOI: 10.48597/nnww-uuty
title: Pm10_mass at Iskrba

description: Measurement of Pm10_mass at Iskrba
DOI: 10.48597/785m-h4fq
title: Mercury at Bredkälen

description: Measurement of Mercury at Bredkälen
DOI: 10.48597/p9vj-fum6
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/z42v-exf8
title: Mercury at Bredkälen

description: Measurement of Mercury at Bredkälen
DOI: 10.48597/37yb-a4um
title: PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba

description: Measurement of PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba
DOI: 10.48597/63xp-grvh
title: Benzo_a_pyrene at Iskrba

description: Measurement of Benzo_a_pyrene at Iskrba
DOI: 10.48597/236t-3j6a
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/9gax-uvnh
title: Benzo_bjk_fluoranthenes at Iskrba

description: Measurement of Benzo_bjk_fluoranthenes at Iskrba
DOI: 10.48597/9vh9-wtfj
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/dyn8-r9f7
title: Aluminium at Iskrba

description: Measurement of Aluminium at Iskrba
DOI: 10.48597/c658-qe9g
title: Pm25_mass at Iskrba

description: Measurement of Pm25_mass at Iskrba
DOI: 10.48597/cejk-7t59
title: PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba

description: Measurement of PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba
DOI: 10.48597/dnu6-k4y4
title: Pm10_mass at Iskrba

description: Measurement of Pm10_mass at Iskrba
DOI: 10.48597/kve8-9wa6
title: Dibenzo_ah_anthracene at Iskrba

description: Measurement of Dibenzo_ah_anthracene at Iskrba
DOI: 10.48597/mzyr-djhy
title: Arsenic at Iskrba

description: Measurement of Arsenic at Iskrba
DOI: 10.48597/arx7-e5gx
title: PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba

description: Measurement of PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba
DOI: 10.48597/4y8k-jxnk
title: Benzo_a_pyrene at Iskrba

description: Measurement of Benzo_a_pyrene at Iskrba
DOI: 10.48597/v8xa-dwz3
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/uts3-278p
title: Zinc at Iskrba

description: Measurement of Zinc at Iskrba
DOI: 10.48597/vkwr-es7a
title: Nickel at Iskrba

description: Measurement of Nickel at Iskrba
DOI: 10.48597/4nz4-7tg2
title: Copper at Iskrba

description: Measurement of Copper at Iskrba
DOI: 10.48597/6ajt-7yd4
title: Cadmium at Iskrba

description: Measurement of Cadmium at Iskrba
DOI: 10.48597/c6g2-vy7z
title: Lead at Iskrba

description: Measurement of Lead at Iskrba
DOI: 10.48597/jf9h-2775
title: Benz_a_anthracene at Iskrba

description: Measurement of Benz_a_anthracene at Iskrba
DOI: 10.48597/mpha-dt9q
title: Benzo_bjk_fluoranthenes at Iskrba

description: Measurement of Benzo_bjk_fluoranthenes at Iskrba
DOI: 10.48597/wcfz-xwuh
title: Arsenic at Iskrba

description: Measurement of Arsenic at Iskrba
DOI: 10.48597/wcuz-692d
title: Inden_123cd_pyrene at Iskrba

description: Measurement of Inden_123cd_pyrene at Iskrba
DOI: 10.48597/wt64-4849
title: Dibenzo_ah_anthracene at Iskrba

description: Measurement of Dibenzo_ah_anthracene at Iskrba
DOI: 10.48597/yw8w-ant9
title: Benzo_a_pyrene at Iskrba

description: Measurement of Benzo_a_pyrene at Iskrba
DOI: 10.48597/69f4-77uw
title: Manganese at Bredkälen

description: Measurement of Manganese at Bredkälen
DOI: 10.48597/kym2-2tjt
title: Precipitation_amount at Bredkälen

description: Measurement of Precipitation_amount at Bredkälen
DOI: 10.48597/c4nd-q9ve
title: Cobalt at Bredkälen

description: Measurement of Cobalt at Bredkälen
DOI: 10.48597/gf64-zdeg
title: Copper at Bredkälen

description: Measurement of Copper at Bredkälen
DOI: 10.17632/wdp2d5hgxt
title: TISSUE-LOCATION SPECIFIC TRANSCRIPTIONAL PROGRAMS IN COLON DETERMINE MOLECULAR DEPENDENCIES FOR TUMOR INITIATION

description: The original data for this manuscript.
DOI: 10.48597/pma7-sfx3
title: PM mass at Iskrba

description: Measurement of PM mass at Iskrba
DOI: 10.48597/w2t8-s4qv
title: Lead at Bredkälen

description: Measurement of Lead at Bredkälen
DOI: 10.48597/wnrs-pdp2
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.17632/wdp2d5hgxt.1
title: TISSUE-LOCATION SPECIFIC TRANSCRIPTIONAL PROGRAMS IN COLON DETERMINE MOLECULAR DEPENDENCIES FOR TUMOR INITIATION

description: The original data for this manuscript.
DOI: 10.48597/kbef-9es8
title: Precipitation_amount at Bredkälen

description: Measurement of Precipitation_amount at Bredkälen
DOI: 10.48597/tpk8-ka9e
title: Mercury at Bredkälen

description: Measurement of Mercury at Bredkälen
DOI: 10.17632/f9k79z29rp
title: Towards Reliable Data Augmentation in Machine Learning

description: This repository contains the data and code for the paper "Towards Reliable Data Augmentation in Machine Learning: Practices to Prevent Data Leakage." It includes two case studies demonstrating full reproducibility (Tomato Disease Detection and Rice Pest Detection), which show that applying data augmentation before the train-test split leads to severe data leakage and massively inflated performance metrics. These resources enable the complete replication of our findings.

Highlights of the paper:
- Data leakage from pre-split augmentation inflates mAP50 by up to 66 percentage points.
- Two forms of leakage are identified: process-induced and data-inherent data leakage.
- Leakage is a pervasive systemic problem across applied ML domains.
- Actionable best practices are provided for researchers, reviewers, and educators.
DOI: 10.48597/ensx-xx9j
title: PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba

description: Measurement of PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba
DOI: 10.48597/s7j6-tp6z
title: PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba

description: Measurement of PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba
DOI: 10.17632/f9k79z29rp.1
title: Towards Reliable Data Augmentation in Machine Learning

description: This repository contains the data and code for the paper "Towards Reliable Data Augmentation in Machine Learning: Practices to Prevent Data Leakage." It includes two case studies demonstrating full reproducibility (Tomato Disease Detection and Rice Pest Detection), which show that applying data augmentation before the train-test split leads to severe data leakage and massively inflated performance metrics. These resources enable the complete replication of our findings.

Highlights of the paper:
- Data leakage from pre-split augmentation inflates mAP50 by up to 66 percentage points.
- Two forms of leakage are identified: process-induced and data-inherent data leakage.
- Leakage is a pervasive systemic problem across applied ML domains.
- Actionable best practices are provided for researchers, reviewers, and educators.
DOI: 10.48597/66rs-8m2e
title: Inorganics in air and particle phase at Iskrba

description: Measurement of Inorganics in air and particle phase at Iskrba
DOI: 10.48597/95tf-xdfy
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/73zt-qrbp
title: PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba

description: Measurement of PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba
DOI: 10.48597/7ngm-y3dm
title: Pm25_mass at Iskrba

description: Measurement of Pm25_mass at Iskrba
DOI: 10.48597/aeam-gmg4
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/cu94-v8ue
title: Precipitation_amount_off at Iskrba

description: Measurement of Precipitation_amount_off at Iskrba
DOI: 10.48597/emmq-yxbq
title: Pm10_mass at Iskrba

description: Measurement of Pm10_mass at Iskrba
DOI: 10.48597/hbr8-td2h
title: PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba

description: Measurement of PAHs (polycyclic aromatic hydrocarbons, 16) at Iskrba
DOI: 10.48597/kvef-mn37
title: Inorganics in precipitation at Iskrba

description: Measurement of Inorganics in precipitation at Iskrba
DOI: 10.48597/n7sv-8m5e
title: Inorganics in precipitation at Iskrba

description: Measurement of Inorganics in precipitation at Iskrba
DOI: 10.48597/t5qm-4s8z
title: Sulphate_corrected at Iskrba

description: Measurement of Sulphate_corrected at Iskrba
DOI: 10.48597/f9xd-t8m2
title: Nitrogen_dioxide at Iskrba

description: Measurement of Nitrogen_dioxide at Iskrba
DOI: 10.48597/vt3h-ehzg
title: Mercury at Bredkälen

description: Measurement of Mercury at Bredkälen
DOI: 10.48597/x8z4-s4ez
title: Precipitation_amount at Bredkälen

description: Measurement of Precipitation_amount at Bredkälen
DOI: 10.48597/7c3a-a6qa
title: Inorganics in precipitation at Iskrba

description: Measurement of Inorganics in precipitation at Iskrba
DOI: 10.48597/atcs-ag3t
title: Mercury at Iskrba

description: Measurement of Mercury at Iskrba
DOI: 10.48597/rk2j-p9fp
title: Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/es8f-mpdy
title: Chromium at Bredkälen

description: Measurement of Chromium at Bredkälen
DOI: 10.48597/gtvg-mtyu
title: Zinc at Bredkälen

description: Measurement of Zinc at Bredkälen
DOI: 10.48597/hgfk-bfar
title: Lead at Bredkälen

description: Measurement of Lead at Bredkälen