cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48597/j8f6-ggj9
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/j9f8-f9u5
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/jkz2-zzjj
title: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/k62g-xbxz
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/kdvs-9nwn
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/kkby-jmwf
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/kpc5-h632
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/mchg-tc9d
title: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/n7md-dcdf
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/nc9k-zspb
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/nhf9-5qeq
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/nr6h-huhr
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/p72e-vvby
title: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/phk6-99nk
title: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/prm9-rde8
title: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/qb33-4qqg
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/qmqm-2x2k
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/r6cn-nmj6
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/radf-v2b9
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/rcpr-gkfz
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/rgpn-ssat
title: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/ruyu-sb58
title: Measurement of Pm10_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm10_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/rwbz-a97n
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/sg9j-x9xd
title: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/skeh-txe5
title: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/t2pw-2q46
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/ts7s-79t2
title: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/tucn-6cn4
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/ueun-hq9d
title: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/upwy-4c7n
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/uqww-e77d
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/utju-bpt4
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/v9ty-jqk8
title: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm25_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.5281/zenodo.10793569
title: [IO Islamic 488] غزلیات صائب

description: Ṣâ’ib-Ghazals

This manuscript is now IO Islamic 1615 in the India Office collections.

[metadata: Hermann Ethé, Catalogue of Persian Manuscripts in the Library of the India Office, 2 vols. (Oxford: India Office, 1903): volume 1, number 488 here with notations and hyperlinks].


1615

A fragment of the same.

Extracts from Ṣâ’ib’s ghazals, breaking off in the rhyme-letter ن.

No. 488, ff. 33, 3 coll., each ll. 14-20; very careless Nasta’lîḳ; size, 95/8 in. by 5¼ in.
DOI: 10.5281/zenodo.10793570
title: [IO Islamic 488] غزلیات صائب

description: Ṣâ’ib-Ghazals

This manuscript is now IO Islamic 1615 in the India Office collections.

[metadata: Hermann Ethé, Catalogue of Persian Manuscripts in the Library of the India Office, 2 vols. (Oxford: India Office, 1903): volume 1, number 488 here with notations and hyperlinks].


1615

A fragment of the same.

Extracts from Ṣâ’ib’s ghazals, breaking off in the rhyme-letter ن.

No. 488, ff. 33, 3 coll., each ll. 14-20; very careless Nasta’lîḳ; size, 95/8 in. by 5¼ in.
DOI: 10.48597/vng3-pbvm
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/vpuj-tg7f
title: Measurement of Pm10_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm10_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/vwc8-89ck
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/w274-gj4b
title: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/wezs-ddpb
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/wtkc-cxrg
title: Measurement of Pm10_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm10_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/x82k-tbg9
title: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/xfm6-98tr
title: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/xjs2-8yy6
title: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/xpxy-3uee
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/xq3c-fngp
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/yb8k-cjr9
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/yhwb-bfpc
title: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm25_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/zq3g-psqy
title: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)

description: Measurement of Pm10_mass at Shenandoah National Park-Big Meadows (VA28)
DOI: 10.48597/zwda-g4an
title: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)

description: Measurement of Pm25_mass at Mount Rainier National Park-Tahoma Woods (WA99)
DOI: 10.48597/zwzz-ptfv
title: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)

description: Measurement of Pm10_mass at Bryce Canyon National Park-Repeater Hill (UT99)
DOI: 10.48597/2evq-h5a4
title: Measurement of Mercury at Råö

description: Measurement of Mercury at Råö
DOI: 10.48597/3rwj-bysf
title: Measurement of Inorganics in precipitation at Hanoi

description: Measurement of Inorganics in precipitation at Hanoi
DOI: 10.48597/3v33-5pe5
title: Measurement of Inorganics in precipitation at Irkutsk

description: Measurement of Inorganics in precipitation at Irkutsk
DOI: 10.48597/4th5-sgmv
title: Measurement of Inorganics in precipitation at Hanoi

description: Measurement of Inorganics in precipitation at Hanoi
DOI: 10.48597/4zza-9pje
title: Measurement of OC/EC at Birkenes

description: Measurement of OC/EC at Birkenes
DOI: 10.48597/54bq-nkpj
title: Measurement of Inorganics in precipitation at Irkutsk

description: Measurement of Inorganics in precipitation at Irkutsk
DOI: 10.48597/59xk-gnbx
title: Measurement of Propyne at Peyrusse Vieille

description: Measurement of Propyne at Peyrusse Vieille
DOI: 10.48597/5d7y-4b68
title: Measurement of Inorganics in precipitation at Hanoi

description: Measurement of Inorganics in precipitation at Hanoi
DOI: 10.48597/5qxs-ynuv
title: Measurement of POPs (persistent organic pollutants) at Kosetice (NOAK)

description: Measurement of POPs (persistent organic pollutants) at Kosetice (NOAK)
DOI: 10.48597/5sh9-kv7r
title: Measurement of Inden_123cd_pyrene at Niembro

description: Measurement of Inden_123cd_pyrene at Niembro
DOI: 10.48597/6fhj-av4a
title: Measurement of Inorganics in precipitation at Primorskaya

description: Measurement of Inorganics in precipitation at Primorskaya
DOI: 10.48597/6npt-q6jj
title: Measurement of Inorganics in precipitation at Mondy

description: Measurement of Inorganics in precipitation at Mondy
DOI: 10.48597/6tdp-vy8m
title: Measurement of Heavy metals at Gårdsjön

description: Measurement of Heavy metals at Gårdsjön
DOI: 10.48597/7egy-p43g
title: Measurement of Chloride at Listvyanka

description: Measurement of Chloride at Listvyanka
DOI: 10.48597/8ar2-ztmk
title: Measurement of Sulphate_corrected at Troll

description: Measurement of Sulphate_corrected at Troll
DOI: 10.48597/8bp8-x85w
title: Measurement of Nickel at Ulborg

description: Measurement of Nickel at Ulborg
DOI: 10.48597/8tah-23pz
title: Measurement of Inorganics in precipitation at Irkutsk

description: Measurement of Inorganics in precipitation at Irkutsk
DOI: 10.48597/8zs7-5a9f
title: Measurement of Inorganics in precipitation at Yusuhara

description: Measurement of Inorganics in precipitation at Yusuhara
DOI: 10.48597/9gcp-rb6k
title: Measurement of Heavy metals at Koksijde

description: Measurement of Heavy metals at Koksijde
DOI: 10.48597/9t66-9gk8
title: Measurement of Inden_123cd_pyrene at Niembro

description: Measurement of Inden_123cd_pyrene at Niembro
DOI: 10.48597/a8bj-6x2j
title: Measurement of Inorganics in precipitation at Xiamen-Hongwen

description: Measurement of Inorganics in precipitation at Xiamen-Hongwen
DOI: 10.48597/ab5c-7d7m
title: Measurement of Inorganics in precipitation at Mondy

description: Measurement of Inorganics in precipitation at Mondy
DOI: 10.48597/abc3-xddw
title: Measurement of Inorganics in precipitation at Metro Manila

description: Measurement of Inorganics in precipitation at Metro Manila
DOI: 10.48597/abc8-ykrc
title: Measurement of Inorganics in precipitation at Mondy

description: Measurement of Inorganics in precipitation at Mondy
DOI: 10.48597/aeb6-7gk7
title: Measurement of OC/EC at Finokalia

description: Measurement of OC/EC at Finokalia
DOI: 10.48597/aenz-36jw
title: Measurement of Inorganics in precipitation at Kollumerwaard

description: Measurement of Inorganics in precipitation at Kollumerwaard
DOI: 10.48597/az4r-qxnd
title: Measurement of Heavy metals at Birkenes

description: Measurement of Heavy metals at Birkenes
DOI: 10.48597/d3aj-949x
title: Measurement of Chloride at Borovoe

description: Measurement of Chloride at Borovoe
DOI: 10.48597/d4g3-xbrm
title: Measurement of Inorganics in air and particle phase at Troll

description: Measurement of Inorganics in air and particle phase at Troll
DOI: 10.48597/da4j-3afz
title: Measurement of Inorganics in air and particle phase at De Zilk

description: Measurement of Inorganics in air and particle phase at De Zilk
DOI: 10.48597/dh66-eqsh
title: Measurement of Nitrate at Listvyanka

description: Measurement of Nitrate at Listvyanka
DOI: 10.48597/dwaj-5ak8
title: Measurement of Inorganics in precipitation at Mondy

description: Measurement of Inorganics in precipitation at Mondy
DOI: 10.48597/dzuc-pf86
title: Measurement of Propyne at La Tardière

description: Measurement of Propyne at La Tardière
DOI: 10.48597/erh7-eapb
title: Measurement of Inorganics in precipitation at Listvyanka

description: Measurement of Inorganics in precipitation at Listvyanka
DOI: 10.48597/ezt6-bzj7
title: Measurement of Inorganics in air and particle phase at Borovoe

description: Measurement of Inorganics in air and particle phase at Borovoe
DOI: 10.48597/fd9t-pskg
title: Measurement of Inorganics in precipitation at Happo

description: Measurement of Inorganics in precipitation at Happo
DOI: 10.48597/fehc-pegb
title: Measurement of Inorganics in precipitation at Tappi

description: Measurement of Inorganics in precipitation at Tappi
DOI: 10.48597/fger-34xf
title: Measurement of PCB_99 at Birkenes

description: Measurement of PCB_99 at Birkenes
DOI: 10.48597/fq2y-4cs3
title: Measurement of Inorganics in precipitation at Banryu

description: Measurement of Inorganics in precipitation at Banryu
DOI: 10.48597/fyw9-62pk
title: Measurement of Heavy metals at Niembro

description: Measurement of Heavy metals at Niembro
DOI: 10.48597/gd7d-8u4f
title: Measurement of Inorganics in precipitation at Hoa Binh

description: Measurement of Inorganics in precipitation at Hoa Binh
DOI: 10.48597/gsaq-wvq3
title: Measurement of Sulphate_total at Listvyanka

description: Measurement of Sulphate_total at Listvyanka
DOI: 10.48597/gumc-kac4
title: Measurement of Heavy metals at Iskrba

description: Measurement of Heavy metals at Iskrba
DOI: 10.48597/h3m7-wzq5
title: Measurement of Inorganics in precipitation at Mondy

description: Measurement of Inorganics in precipitation at Mondy
DOI: 10.48597/hd9q-jzjs
title: Measurement of Pm25_mass at Kosetice (NOAK)

description: Measurement of Pm25_mass at Kosetice (NOAK)
DOI: 10.48597/hef5-cyas
title: Measurement of Nitrite at Jungfraujoch

description: Measurement of Nitrite at Jungfraujoch
DOI: 10.48597/kn4v-smp5
title: Measurement of Inorganics in precipitation at Ochiishi

description: Measurement of Inorganics in precipitation at Ochiishi
DOI: 10.48597/krfk-fwum
title: Measurement of Inorganics in precipitation at Ochiishi

description: Measurement of Inorganics in precipitation at Ochiishi
DOI: 10.48597/krn6-q6sh
title: Measurement of Mercury at Banchory

description: Measurement of Mercury at Banchory
DOI: 10.48597/mhrw-ps8f
title: Measurement of OC/EC at K-puszta

description: Measurement of OC/EC at K-puszta
DOI: 10.48597/mxm6-fk7h
title: Measurement of Precipitation_amount at Niembro

description: Measurement of Precipitation_amount at Niembro
DOI: 10.48597/nczp-nvk7
title: Measurement of Inorganics in precipitation at Hanoi

description: Measurement of Inorganics in precipitation at Hanoi
DOI: 10.48597/ngvx-hrdh
title: Measurement of Inorganics in precipitation at De Zilk

description: Measurement of Inorganics in precipitation at De Zilk
DOI: 10.48597/nxc6-ypnj
title: Measurement of Inorganics in precipitation at Irkutsk

description: Measurement of Inorganics in precipitation at Irkutsk
DOI: 10.48597/p4sa-wrft
title: Measurement of POPs (persistent organic pollutants) at Storhofdi

description: Measurement of POPs (persistent organic pollutants) at Storhofdi
DOI: 10.48597/p8pd-p9rz
title: Measurement of Inorganics in precipitation at Hoa Binh

description: Measurement of Inorganics in precipitation at Hoa Binh
DOI: 10.48597/p9wa-zgju
title: Measurement of Nitrate at Listvyanka

description: Measurement of Nitrate at Listvyanka
DOI: 10.48597/pf6j-45pm
title: Measurement of Nitrite at Jungfraujoch

description: Measurement of Nitrite at Jungfraujoch
DOI: 10.48597/pmkv-f4jm
title: Measurement of Propyne at La Tardière

description: Measurement of Propyne at La Tardière
DOI: 10.48597/py7z-xbgs
title: Measurement of PCB_153 at Storhofdi

description: Measurement of PCB_153 at Storhofdi
DOI: 10.48597/qdnw-fwzz
title: Measurement of PAHs (polycyclic aromatic hydrocarbons) at Houtem

description: Measurement of PAHs (polycyclic aromatic hydrocarbons) at Houtem
DOI: 10.48597/qtqr-z73b
title: Measurement of Inorganics in precipitation at Hoa Binh

description: Measurement of Inorganics in precipitation at Hoa Binh
DOI: 10.48597/s3a9-bhr9
title: Measurement of Inorganics in precipitation at Irkutsk

description: Measurement of Inorganics in precipitation at Irkutsk
DOI: 10.48597/sra7-g2kn
title: Measurement of Nickel at Ulborg

description: Measurement of Nickel at Ulborg
DOI: 10.48597/susv-ptr5
title: Measurement of Inorganics in precipitation at Listvyanka

description: Measurement of Inorganics in precipitation at Listvyanka
DOI: 10.48597/tdqs-uthd
title: Measurement of PAHs (polycyclic aromatic hydrocarbons) at Houtem

description: Measurement of PAHs (polycyclic aromatic hydrocarbons) at Houtem
DOI: 10.5281/zenodo.10593152
title: Pre-processed daily ERA5 and MODIS AOD data (2003 - 2022) ready for use in AI/ML forecasting

description: Long-term, pre-processed, atmospheric datasets for use in Machine Learning/AI based forecasting. Initially intended to predict AOD, however can be adapted for prediction of other atmospheric particles. 

Pre-processed data and code

Machine Learning ready NumPy* dataset constructed by pre-processing selected atmospheric variables at 5 pressure levels form ERA5 reanalysis (resulting in 35 features) and AOD data from MODIS on board of Aqua and Terra satellites. This is a long-term daily dataset which spans 20 years from 1st Jan 2003 to 31st Dec 2022 and is homogeneously structured into 1ºx1º grid cells. Missing days and AOD values from MODIS were imputed using Lattice Kriging method (Python code used for imputation included as Jupyter Notebook 'Combine_impute_AOD.ipynb'), but raw (unimputed) MODIS data are also available. All datasets were created for a purpose of training Convolutional Neural Network model designed to forecast Saharan dust (DustNet). These datasets can also be used to train other ML models, or indeed to forecast other variables. 

This dataset was used to train the DustNet model and predict 24-hr ahead AOD. Please see doi: 10.5281/zenodo.10722953 for further details on predicting AOD and the DustNet model code. 

 

*datasets are NumPy arrays (v1.23) created in Python v3.8.18.
DOI: 10.5281/zenodo.10593151
title: Pre-processed daily ERA5 and MODIS AOD data (2003 - 2022) ready for use in AI/ML forecasting

description: Long-term, pre-processed, atmospheric datasets for use in Machine Learning/AI based forecasting. Initially intended to predict AOD, however can be adapted for prediction of other atmospheric particles. 

Pre-processed data and code

Machine Learning ready NumPy* dataset constructed by pre-processing selected atmospheric variables at 5 pressure levels form ERA5 reanalysis (resulting in 35 features) and AOD data from MODIS on board of Aqua and Terra satellites. This is a long-term daily dataset which spans 20 years from 1st Jan 2003 to 31st Dec 2022 and is homogeneously structured into 1ºx1º grid cells. Missing days and AOD values from MODIS were imputed using Lattice Kriging method (Python code used for imputation included as Jupyter Notebook 'Combine_impute_AOD.ipynb'), but raw (unimputed) MODIS data are also available. All datasets were created for a purpose of training Convolutional Neural Network model designed to forecast Saharan dust (DustNet). These datasets can also be used to train other ML models, or indeed to forecast other variables. 

This dataset was used to train the DustNet model and predict 24-hr ahead AOD. Please see doi: 10.5281/zenodo.10722953 for further details on predicting AOD and the DustNet model code. 

 

*datasets are NumPy arrays (v1.23) created in Python v3.8.18.
DOI: 10.5281/zenodo.10793573
title: Appendix I - Search strategy
DOI: 10.5281/zenodo.10793574
title: Appendix I - Search strategy
DOI: 10.48597/umxk-uz7z
title: Measurement of Inorganics in precipitation at Ogasawara

description: Measurement of Inorganics in precipitation at Ogasawara