cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48597/8jzt-97tj
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/933v-4nxq
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/9ac5-uxns
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/9k8z-9uxj
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/9p73-wjvq
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/a47v-7h3t
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/asw2-m7eu
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/at5g-kcwf
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/azkg-g97d
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/bbvz-4d45
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/bs8a-mdbf
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/bzvs-h9p4
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/cvav-597k
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/d64k-fqb8
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/daez-4gfa
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/de6r-m55s
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/de7v-3few
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/dkyn-uqbx
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/dynr-qv69
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/ecrx-5538
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/een2-hagw
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/esbp-7xf6
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/ey53-kgqz
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/f32k-bzkx
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/f7ek-v7nw
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/fgvd-ena7
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/fynn-hdw5
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/gr86-gsyt
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/gvxe-6kd7
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/gwc4-t989
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/huve-n6c9
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/hvzr-2n97
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/jmfk-ryhc
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/jnkz-g6pb
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/jzd4-ta8r
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/k34k-ntv6
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/k6m3-whzx
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/k79u-u2yf
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/kpts-usfy
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/kqrs-ena2
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/m69f-rr7g
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/megg-7k2d
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/mmpv-v5pa
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/mw7e-v5d2
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/n4fq-d46y
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/ndg4-nhr5
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/nkmy-kyee
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/npj5-eq8z
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/nw22-8vyw
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/nzhw-n2ry
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/qeqj-y255
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/qkrk-7vq3
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/qvmc-cgze
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/r4pv-p5gg
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/r8h7-zxb9
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/rd3a-kb77
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/s7wt-43wg
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/scca-pw57
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/sgxc-czfn
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/taxq-6h46
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/trpd-99k4
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/utm5-z298
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/v24f-eabn
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/vtpq-4xaw
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/wbxm-n86r
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/wt4t-6u9d
title: Measurement of Pm25_mass at Saguaro NM

description: Measurement of Pm25_mass at Saguaro NM
DOI: 10.48597/x75u-qxw7
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/x75z-68mq
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/xapv-k6yr
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/xfxk-ukbg
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/xy3s-rrwq
title: Measurement of Pm25_mass at Sierra Ancha

description: Measurement of Pm25_mass at Sierra Ancha
DOI: 10.48597/yc5c-vsab
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/yfz5-nmme
title: Measurement of Pm10_mass at Sierra Ancha

description: Measurement of Pm10_mass at Sierra Ancha
DOI: 10.48597/yp5k-pt2m
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/z32k-8jua
title: Measurement of Pm25_mass at Saguaro West

description: Measurement of Pm25_mass at Saguaro West
DOI: 10.48597/z7cq-8h4j
title: Measurement of Pm10_mass at Saguaro West

description: Measurement of Pm10_mass at Saguaro West
DOI: 10.48597/zpgb-njs6
title: Measurement of Pm10_mass at Saguaro NM

description: Measurement of Pm10_mass at Saguaro NM
DOI: 10.48597/2fje-3tr2
title: Measurement of Inorganics in air and particle phase at Finokalia

description: Measurement of Inorganics in air and particle phase at Finokalia
DOI: 10.48597/2mpv-e72t
title: Measurement of Sum_ammonia_and_ammonium at Westerland

description: Measurement of Sum_ammonia_and_ammonium at Westerland
DOI: 10.48597/2p88-s28p
title: Measurement of Precipitation_amount at Westerland

description: Measurement of Precipitation_amount at Westerland
DOI: 10.48597/3hyc-x5h4
title: Measurement of Nitric_acid at Karasjok

description: Measurement of Nitric_acid at Karasjok
DOI: 10.48597/3un5-zund
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/3yvu-crj4
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/47y8-q7gq
title: Measurement of Ammonium at Birkenes

description: Measurement of Ammonium at Birkenes
DOI: 10.48597/4b46-f7ju
title: Measurement of Inorganics in air and particle phase at Karasjok

description: Measurement of Inorganics in air and particle phase at Karasjok
DOI: 10.48597/5gfg-hsjg
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/5xzh-vd9d
title: Measurement of Ammonium at Karasjok

description: Measurement of Ammonium at Karasjok
DOI: 10.48597/69bv-mzhm
title: Measurement of Sulphate_total at Lista

description: Measurement of Sulphate_total at Lista
DOI: 10.48597/6dbe-wu75
title: Measurement of Inorganics in air and particle phase at Osen

description: Measurement of Inorganics in air and particle phase at Osen
DOI: 10.48597/6dgr-mutk
title: Measurement of Inorganics in air and particle phase at Osen

description: Measurement of Inorganics in air and particle phase at Osen
DOI: 10.48597/6dpx-f5y8
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/6wxy-aabt
title: Measurement of Nitrogen_dioxide at Osen

description: Measurement of Nitrogen_dioxide at Osen
DOI: 10.48597/7hmk-dx85
title: Measurement of Zinc at Angra do Heroismo

description: Measurement of Zinc at Angra do Heroismo
DOI: 10.48597/7urr-5ycp
title: Measurement of Nitrogen_dioxide at Osen

description: Measurement of Nitrogen_dioxide at Osen
DOI: 10.48597/86v3-krgp
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/8jqj-qyct
title: Measurement of Manganese at Angra do Heroismo

description: Measurement of Manganese at Angra do Heroismo
DOI: 10.48597/8ryk-gn6c
title: Measurement of Ammonium at Lista

description: Measurement of Ammonium at Lista
DOI: 10.48597/9byt-uatr
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/9x3c-nngv
title: Measurement of Nitrogen_dioxide at Osen

description: Measurement of Nitrogen_dioxide at Osen
DOI: 10.48597/a7q9-djss
title: Measurement of Inorganics in air and particle phase at Osen

description: Measurement of Inorganics in air and particle phase at Osen
DOI: 10.48597/a82v-2bry
title: Measurement of Heavy metals at Zoseni

description: Measurement of Heavy metals at Zoseni
DOI: 10.48597/a99t-5xv6
title: Measurement of Nitrogen_dioxide at Birkenes

description: Measurement of Nitrogen_dioxide at Birkenes
DOI: 10.48597/adxr-4rk5
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/ag3a-nh9r
title: Measurement of Ammonia at Osen

description: Measurement of Ammonia at Osen
DOI: 10.48597/ampf-nhyx
title: Measurement of Inorganics in air and particle phase at Karasjok

description: Measurement of Inorganics in air and particle phase at Karasjok
DOI: 10.48597/asfb-ssxp
title: Measurement of Heavy metals and inorganics in precipitation at Monte Velho

description: Measurement of Heavy metals and inorganics in precipitation at Monte Velho
DOI: 10.48597/b76d-7e5e
title: Measurement of Nitrogen_dioxide at Birkenes

description: Measurement of Nitrogen_dioxide at Birkenes
DOI: 10.48597/bck2-hhuk
title: Measurement of Nitrogen_dioxide at Birkenes

description: Measurement of Nitrogen_dioxide at Birkenes
DOI: 10.48597/bd7k-2tdv
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/cdhm-y42s
title: Measurement of Heavy metals at Lista

description: Measurement of Heavy metals at Lista
DOI: 10.48597/d4ur-2xtz
title: Measurement of Inorganics in air and particle phase at Osen

description: Measurement of Inorganics in air and particle phase at Osen
DOI: 10.48597/dn5t-5yex
title: Measurement of Nitrogen_dioxide at Osen

description: Measurement of Nitrogen_dioxide at Osen
DOI: 10.48597/e2yd-panf
title: Measurement of Heavy metals at Turlough Hill

description: Measurement of Heavy metals at Turlough Hill
DOI: 10.48597/ec8e-zaxd
title: Measurement of Nitrogen_dioxide at Karasjok

description: Measurement of Nitrogen_dioxide at Karasjok
DOI: 10.48597/epdt-4dpt
title: Measurement of Inorganics in air and particle phase at Karasjok

description: Measurement of Inorganics in air and particle phase at Karasjok
DOI: 10.48597/fhf2-xxqm
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/fxp9-svmb
title: Measurement of Bromide at Reykjavik

description: Measurement of Bromide at Reykjavik
DOI: 10.48597/gyd9-skc2
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/h3e2-e47r
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/h6n5-xwr2
title: Measurement of Nitric_acid at Osen

description: Measurement of Nitric_acid at Osen
DOI: 10.48597/h8w5-atga
title: Measurement of Inorganics in air and particle phase at Osen

description: Measurement of Inorganics in air and particle phase at Osen
DOI: 10.48597/hm65-bbrj
title: Measurement of Heavy metals at Lista

description: Measurement of Heavy metals at Lista
DOI: 10.48597/hvc2-8wbf
title: Measurement of Heavy metals at Valentia Observatory

description: Measurement of Heavy metals at Valentia Observatory
DOI: 10.48597/hwvs-xjsd
title: Measurement of Heavy metals at Lista

description: Measurement of Heavy metals at Lista
DOI: 10.48597/j553-55q4
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/ja69-5ytt
title: Measurement of Copper at Angra do Heroismo

description: Measurement of Copper at Angra do Heroismo
DOI: 10.48597/jmmx-2nq4
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/jnma-medu
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/k5gh-6j7m
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/k8vf-8pxa
title: Measurement of Sodium at Birkenes

description: Measurement of Sodium at Birkenes
DOI: 10.48597/k9g9-dhch
title: Measurement of Heavy metals at Knokke

description: Measurement of Heavy metals at Knokke
DOI: 10.48597/m7je-3vv6
title: Measurement of Precipitation_amount at Aspvreten

description: Measurement of Precipitation_amount at Aspvreten
DOI: 10.48597/mwxe-8g5x
title: Measurement of Inorganics in precipitation at Karasjok

description: Measurement of Inorganics in precipitation at Karasjok
DOI: 10.48597/mzkt-edys
title: Measurement of Nickel at Angra do Heroismo

description: Measurement of Nickel at Angra do Heroismo
DOI: 10.48597/n54c-a3fr
title: Measurement of Inorganics in precipitation at Karasjok

description: Measurement of Inorganics in precipitation at Karasjok
DOI: 10.48597/ne9a-fp37
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/njzk-k23d
title: Measurement of Inorganics in air and particle phase at Osen

description: Measurement of Inorganics in air and particle phase at Osen
DOI: 10.48597/nrm3-p8tf
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/p465-c2sc
title: Measurement of Sum_ammonia_and_ammonium at Osen

description: Measurement of Sum_ammonia_and_ammonium at Osen
DOI: 10.48597/p6eh-4nqg
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/pwev-kn6q
title: Measurement of Inorganics in precipitation at Karasjok

description: Measurement of Inorganics in precipitation at Karasjok
DOI: 10.48597/pxn6-9d6t
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/qbfz-qtb7
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/qwf7-8j64
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/r2qr-zpp4
title: Measurement of Sum_ammonia_and_ammonium at Osen

description: Measurement of Sum_ammonia_and_ammonium at Osen
DOI: 10.48597/rtxt-mprh
title: Measurement of Inorganics in air and particle phase at Birkenes

description: Measurement of Inorganics in air and particle phase at Birkenes
DOI: 10.48597/s2av-q9je
title: Measurement of Precipitation_amount at Karasjok

description: Measurement of Precipitation_amount at Karasjok
DOI: 10.48597/s3bp-twwc
title: Measurement of Heavy metals at Lista

description: Measurement of Heavy metals at Lista
DOI: 10.48597/snz8-dmah
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/tcu2-fmrf
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/tcxd-jrft
title: Measurement of Precipitation_amount at Irafoss

description: Measurement of Precipitation_amount at Irafoss
DOI: 10.48597/ttta-y746
title: Measurement of Nitric_acid at Birkenes

description: Measurement of Nitric_acid at Birkenes
DOI: 10.48597/tyjv-h4r2
title: Measurement of Precipitation_amount at Reykjavik

description: Measurement of Precipitation_amount at Reykjavik
DOI: 10.48597/u8pg-7r3r
title: Measurement of Sodium at Birkenes

description: Measurement of Sodium at Birkenes
DOI: 10.48597/uffh-uf99
title: Measurement of Copper at Angra do Heroismo

description: Measurement of Copper at Angra do Heroismo
DOI: 10.48597/ugn9-c4ts
title: Measurement of Inorganics in precipitation at Lista

description: Measurement of Inorganics in precipitation at Lista
DOI: 10.48597/upzu-js3x
title: Measurement of Nitrogen_dioxide at Karasjok

description: Measurement of Nitrogen_dioxide at Karasjok
DOI: 10.5281/zenodo.10791422
title: VOLONTYORLIK FAOLIYATINING INSONIYAT HAYOTIDAGI MUHIM O'RNI VA AHAMIYATI
DOI: 10.5281/zenodo.10791423
title: VOLONTYORLIK FAOLIYATINING INSONIYAT HAYOTIDAGI MUHIM O'RNI VA AHAMIYATI
DOI: 10.21227/6jef-3467
title: High-plex IF imaging: inflamed colon

description: The rapid development of highly multiplexed microscopy systems has enabled the study of cells embedded within their native tissue. The rich spatial data provided by these techniques have yielded exciting insights into the spatial features of human disease. However, computational methods for analyzing these high-content images are still emerging, and there is a need for more robust and generalizable tools for evaluating the cellular constituents and underlying stroma captured by high-plex imaging. To address this need, we have adapted spectral angle mapping – an algorithm used widely in hyperspectral image analysis – to compress the channel dimension of high-plex immunofluorescence (IF) images. As many high-plex IF imaging experiments probe unique sets of markers, existing cell and pixel classification models do not typically generalize well. Here, we present pseudo-spectral angle mapping (pSAM), a robust and flexible method for determining the most likely class of each pixel in the image. The class maps calculated through pSAM not only yield pixel classifications but can be combined with instance segmentation algorithms to phenotype cells in high-plex IF images. In a dataset of colon biopsies imaged with a 13-plex staining panel, sixteen pSAM class maps were computed and combined with instance segmentation of cells to provide cell class predictions. Finally, pSAM detected a diverse set of structure and immune cells when applied to a novel dataset of kidney biopsies imaged with a 44-marker panel. In summary, pSAM is a powerful and readily generalizable tool for evaluating cellular constituents of high-plex IF image data.
DOI: 10.48597/uxft-v8ma
title: Measurement of Inorganics in air and particle phase at Osen

description: Measurement of Inorganics in air and particle phase at Osen
DOI: 10.48597/uz7a-xp8q
title: Measurement of Sum_ammonia_and_ammonium at Westerland

description: Measurement of Sum_ammonia_and_ammonium at Westerland
DOI: 10.48597/v74f-ujxx
title: Measurement of Heavy metals and inorganics in precipitation at Viana do Castelo

description: Measurement of Heavy metals and inorganics in precipitation at Viana do Castelo
DOI: 10.48597/vt55-xvyx
title: Measurement of Ammonium at Birkenes

description: Measurement of Ammonium at Birkenes
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