cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13130/rd_unimi/0fmo7s/ts1bu1
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_31_20_10_10_T5_1_113611_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/ubl7ee
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_25_15_10_T5_1_2065_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/30bhrj
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_25_15_10_T10_50_2429_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/9cb4ly
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-25_25_15_10_T7_0_12973_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/dwcchx
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_36_15_7_10_T7_50_1508_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/lbtdj9
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_36_15_7_10_T10_0_1508_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/jam9mm
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_25_15_10_T5_10_2065_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/luzyn7
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_36_15_7_10_T10_5_1508_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/vezcti
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-30_25_15_10_T10_5_2203_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/frdutn
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-25_20_10_10_T10_10_12973_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/gwwipk
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-30_25_15_10_T7_1_13334_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/4qsv5a
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_36_20_10_10_T10_50_113137_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/lak1oo
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_20_10_10_T10_5_112571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/bwwviw
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_20_10_10_T7_10_1953_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/jfwxoa
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_20_10_10_T7_1_112571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/wreg41
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-30_15_7_10_T7_50_13334_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/sf3hop
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_41_20_10_10_T7_5_1857_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/knjp50
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_25_15_10_T5_0_112530_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/wwbqqr
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_20_10_10_T5_10_1953_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/1gue9o
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-30_15_7_10_T7_10_13334_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/cwag7m
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_20_10_10_T7_50_112571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/eoujuu
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_15_7_10_T7_10_1571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/xxkwze
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_41_15_7_10_T10_50_1463_POST_EPE.jpg
DOI: 10.15468/dl.z9c6ht
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Machine Observation)",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cryptobranchus alleganiensis",
 "Year 2018-2025"
 ]
}

 The dataset includes 208 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039678-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/0fmo7s/9mqkcv
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_20_10_10_T10_1_1953_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/qvgssx
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_31_25_15_10_T7_1_113611_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/jzn04p
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-30_25_15_10_T7_50_13334_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/oh2c0u
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_31_20_10_10_T5_5_113611_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/yxa4fx
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_25_15_10_T10_0_112530_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/0jjkwp
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-30_15_7_10_T10_5_1537_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/qqepeq
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-30_15_7_10_T10_0_1537_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/qzqibd
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_15_7_10_T5_1_1571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/mpdlqb
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_15_7_10_T10_5_1571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/ww1mbe
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-25_15_7_10_T7_5_12973_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/xebug7
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_36_25_15_10_T7_5_113137_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/vudgld
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_25_15_10_T7_50_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/jvzn8s
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_25_15_10_T10_10_2065_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/q5vblf
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-25_25_15_10_T7_10_2134_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/sxvqi1
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_31_20_10_10_T7_5_113611_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/tpthfp
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_15_7_10_T10_1_112571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/gfwxsv
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-30_25_15_10_T5_1_2203_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/gp1lkz
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_20_10_10_T7_1_1929_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/ohsl7j
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_20_10_10_T5_1_1929_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/5pxywj
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_31_15_7_10_T10_5_113611_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/bfc2es
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_36_20_10_10_T10_0_113137_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/c8pfzz
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_20_10_10_T10_1_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/dr15b0
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_20_10_10_T5_0_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/tjxx7y
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_15_7_10_T7_50_112571_POST_EPE.jpg
DOI: 10.15468/dl.84dsen
title: Occurrence Download

description: A dataset containing 285773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Puccinia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 285773 records from 443 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039651-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/0fmo7s/d7vp4r
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_36_25_15_10_T7_1_113137_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/dnnlrt
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_36_25_15_10_T5_1_113137_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/wfm3if
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_20_10_10_T7_10_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/8zqaax
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-25_20_10_10_T10_50_1949_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/yi4bbv
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_15_7_10_T5_0_112571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/jtalq0
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_20_10_10_T5_1_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/eo0rol
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_36_15_7_10_T7_0_113137_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/znhm5h
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_25_15_10_T7_0_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/h3ga8m
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_20_10_10_T10_0_1929_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/0viqwp
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_20_10_10_T7_10_112571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/ajlpch
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_25_15_10_T7_50_112530_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/0reaf9
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_25_15_10_T7_5_2065_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/28uvgn
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_36_15_7_10_T7_5_1508_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/k2is6b
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_25_15_10_T10_1_2065_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/fmnbtf
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_20_10_10_T5_50_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/wj29ic
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-25_25_15_10_T10_0_2134_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/bnul83
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-30_20_10_10_T5_5_1969_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/gyf6h6
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-30_20_10_10_T5_10_13334_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/eenz3r
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_36_15_7_10_T5_10_1508_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/samln3
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-30_20_10_10_T7_50_1969_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/7wkgix
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-25_25_15_10_T5_1_12973_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/87ciyb
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-25_20_10_10_T10_5_1949_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/rbywhe
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_41_25_15_10_T7_50_2328_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/d40gul
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_31_25_15_10_T10_1_113611_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/wwvtt5
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_25_15_10_T10_0_2429_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/zxinjf
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_41_15_7_10_T7_10_112571_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/sp9nib
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_31_20_10_10_T5_50_1929_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/lckuka
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_36_20_10_10_T7_50_113137_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/rvdpkg
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-25_25_15_10_T10_5_2134_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/d3ep8x
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-30_25_15_10_T10_50_2203_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/rzvoik
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_25_15_10_T5_1_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/d0czao
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_31_25_15_10_T7_50_113611_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/id1nbl
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_36_25_15_10_T7_0_113137_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/uxyhre
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-20_15_7_10_T10_50_12651_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/0x3gnf
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_41_20_10_10_T5_50_1857_POST_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/or3let
title: 12000_Turdus-philomelos.rds_All_RAR_0.5_-20_15_7_10_T10_10_1538_PRE_EPE.jpg
DOI: 10.13130/rd_unimi/0fmo7s/yypogn
title: 12000_Turdus-philomelos.rds_All_ALL_0.5_-25_15_7_10_T7_1_12973_PRE_EPE.jpg
DOI: 10.15468/dl.y2y4gj
title: Occurrence Download

description: A dataset containing 132819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avena fatua",
 "HasCoordinate is true"
 ]
}

 The dataset includes 132819 records from 1576 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039653-251025141854904/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.29115570
title: Additional file 1 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.29115570.v1
title: Additional file 1 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.29115576
title: Additional file 3 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 3.
DOI: 10.6084/m9.figshare.29115576.v1
title: Additional file 3 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 3.
DOI: 10.6084/m9.figshare.29115579
title: Additional file 4 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 4.
DOI: 10.6084/m9.figshare.29115579.v1
title: Additional file 4 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 4.
DOI: 10.6084/m9.figshare.29115582
title: Additional file 5 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 5.
DOI: 10.6084/m9.figshare.29115582.v1
title: Additional file 5 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 5.
DOI: 10.6084/m9.figshare.29115585
title: Additional file 6 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 6.
DOI: 10.6084/m9.figshare.29115585.v1
title: Additional file 6 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 6.
DOI: 10.6084/m9.figshare.29115588
title: Additional file 7 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 7.
DOI: 10.6084/m9.figshare.29115588.v1
title: Additional file 7 of Among-population proteomic differences in Schistocephalus solidus based on excretory/secretory and total body protein predictions

description: Supplementary Material 7.
DOI: 10.15468/dl.pqmeh8
title: Occurrence Download

description: A dataset containing 161756 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus ilex L."
 ]
}

 The dataset includes 161756 records from 1048 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011137-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efhscd
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014792-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63kvxh
title: Occurrence Download

description: A dataset containing 10315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Minuria DC."
 ]
}

 The dataset includes 10315 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006841-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvvqbh
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.70863 36.28354,-6.50981 36.28354,-6.50981 42.3341,-9.70863 42.3341,-9.70863 36.28354))",
 "OccurrenceStatus is Present",
 "TaxonKey is Anacamptis laxiflora (Lam.) R.M.Bateman, Pridgeon & M.W.Chase",
 "Year 1975-2025"
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006842-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14733116
title: Real-Time Analysis of Flame Chemiluminescence Spectra for Equivalence Ratio and Gas Composition using Neural Network Approaches

description: This provided data is the original data,  created and used for this study.

 

1) Raw data of flame chemiluminescence spectra for two datasets. 

ALLSPECTRA_RAW_SET1.mat

ALLSPECTRA_RAW_SET2_VAL.mat

SET1 was used for neural network training and validation.

SET2  was used for testing.

2) MATLAB Code for K-fold Neural Network and pre trained neural network that was used in this study with SET1

Kfold_ANN.m

NET_Kfold.mat

3) MATLAB Code for picking random conditions from SET2 and predicting

SecondSetPrediction.m

4) MATLAB code for calculating different metrics (MAE, absolute deviations, R-squared, standardized absolute deviations)

Metrics.m
DOI: 10.5281/zenodo.14733117
title: Real-Time Analysis of Flame Chemiluminescence Spectra for Equivalence Ratio and Gas Composition using Neural Network Approaches

description: This provided data is the original data,  created and used for this study.

 

1) Raw data of flame chemiluminescence spectra for two datasets. 

ALLSPECTRA_RAW_SET1.mat

ALLSPECTRA_RAW_SET2_VAL.mat

SET1 was used for neural network training and validation.

SET2  was used for testing.

2) MATLAB Code for K-fold Neural Network and pre trained neural network that was used in this study with SET1

Kfold_ANN.m

NET_Kfold.mat

3) MATLAB Code for picking random conditions from SET2 and predicting

SecondSetPrediction.m

4) MATLAB code for calculating different metrics (MAE, absolute deviations, R-squared, standardized absolute deviations)

Metrics.m
DOI: 10.15468/dl.tmxuej
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.74161 36.25052,-6.83449 36.25052,-6.83449 42.08409,-9.74161 42.08409,-9.74161 36.25052))",
 "OccurrenceStatus is Present",
 "TaxonKey is Anacamptis collina (Banks & Sol. ex Russell) R.M.Bateman, Pridgeon & M.W.Chase",
 "Year 1975-2025"
 ]
}

 The dataset includes 167 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006843-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yferqy
title: Occurrence Download

description: A dataset containing 59202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((60.80414 19.351,141.88401 19.351,141.88401 63.64056,60.80414 63.64056,60.80414 19.351))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Lamiaceae",
 "Year 1995-2015"
 ]
}

 The dataset includes 59202 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006833-250515123054153/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.29098154
title: <b>Impact of multiphasic pore-scale interactions on gas hydrate formation and dissociation characteristics and kinetics: a microfluidic study</b>

description: Understanding the multiphasic interactions governing gas hydrate formation and dissociation is critical for optimizing natural gas storage and extraction. This study investigates the characteristics and kinetics of methane hydrate formation and dissociation within porous media using a microfluidic chip platform designed to simulate natural conditions. By introducing methylene blue for enhanced phase differentiation, five distinct hydrate morphologies—block, vein, point, membrane, and shell—were identified.The relevant quantitative original data are shown as in this dataset.
DOI: 10.15468/dl.wwrm9v
title: Occurrence Download

description: A dataset containing 35470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Papilio polymnestor Cramer, 1775, Megachile disjuncta (Fabricius, 1781), Megachile bicolor (Fabricius, 1781), Meloidogyne enterolobii Yang & Eisenback, 1983, Melanacanthus margineguttatus Distant, 1911, Creontiades pacificus (Stal, 1859), Clavaspis herculeana (Doane & Hadden, 1909), Pseudaletis clymenus Druce, Cyclyrius mandersi (Druce, 1907), Metacanthus pulchellus Dallas, 1852, Catochrysops panormus (Felder, 1860), Euchrysops malathana (Boisduval, 1833), Urbanus dorantes (Stoll, 1790), Heterodera cajani Koshy, 1967, Uresiphita polygonalis (Denis & Schiffermüller), 1775, Antheua simplex Walker, 1855, Phodoryctis caerulea (Meyrick, 1912), Mononychellus planki (McGregor, 1950), Digama hearseyana Moore, 1859, Anarsia omoptila Meyrick, 1918, Dichomeris exallacta (Meyrick, 1923), Comibaena integranota Hampson, 1893, Prasinocyma pictifimbria Warren, 1904, Suana concolor (Walker, 1855), Thosea aperiens (Walker, 1865), Bracharoa quadripunctata Wallengren, 1875, Orvasca subnotata Walker, 1865, Etiella behrii (Zeller, 1848), Lamprosema niphealis Walker, 1859, Nudaurelia gueinzii Staudinger, 1872, Aegerina silvai (Köhler, 1953), Synanthedon orientalis Heppner & Duckworth, 1981, Matsumuraeses melanaula (Meyrick, 1916), Euproctis dewitzi Grünberg, 1907, Ancylostomia stercorea Zeller, 1848, Tautoneura prima Dworakowska, 1979, Distantasca faciata Dworakowska, 1972, Tautoneura ficaria Dworakowska, 1984, Distantasca tna (Dworakowska, 1980), Qadria cajanae (Ahmed, 1971), Caloptilia soyella (van Deventer, 1904), Matsumurasca obliqua (Caldwell, 1952), Antillormenis contaminata (Uhler, 1895), Matsumurasca insularis (Oman, 1936), Hebata kerri (Singh-Pruthi, 1940), Hebata motti (Singh-Pruthi, 1940), Hortensia similis (Walker, 1851), Opogona omoscopa (Meyrick, 1893), Stauropus alternus Walker, 1855, Adoxophyes privatana (Walker, 1863))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 35470 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006845-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/2aju-b7bt
title: Measurement of Inorganics in precipitation at Kosetice (NAOK)

description: Measurement of Inorganics in precipitation at Kosetice (NAOK)