cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.w2xvmd
title: Occurrence Download

description: A dataset containing 2019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trixagus gracilis Wollaston, 1854, Xylotrechus antilope (Schönherr, 1817), Xylotrechus antilope (Schönherr, 1817))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 2019 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156795-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rp32ht
title: Occurrence Download

description: A dataset containing 693 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "TaxonKey is one of (Myriophyllum verticillatum L.)"
 ]
}

 The dataset includes 693 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203133-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmqpmk
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Abies pinsapo Boiss."
 ]
}

 The dataset includes 402 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238156-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewpm2j
title: Occurrence Download

description: A dataset containing 2214 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is White shark tagging off New Zealand"
 ]
}

 The dataset includes 2214 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149771-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thaevj
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Boophis boehmei Glaw & Vences, 1992)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 54 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065293-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-39569
title: Redemption tidings ambassador, vol. 4, nos. 1-40, 8 Jan. - 24 Dec. 1931

description: [description english/roman)] Issued weekly except for the week that Redemption tidings is published. Nos. 3 and 25 lack "Redemption tidings ambassador" masthead and in its place is "Bethshan (Pentecostal) Tabernacle".
DOI: 10.15468/dl.ynqevu
title: Occurrence Download

description: A dataset containing 24834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hydnellum aurantiacum (Batsch) P.Karst., Hydnellum ferrugineum (Fr.) P.Karst.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 24834 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0319766-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-39541
title: Redemption tidings ambassador, vol. 4, nos. 1-40, 8 Jan. - 24 Dec. 1931

description: [description english/roman)] Issued weekly except for the week that Redemption tidings is published. Nos. 3 and 25 lack "Redemption tidings ambassador" masthead and in its place is "Bethshan (Pentecostal) Tabernacle".
DOI: 10.15468/dl.r97mk8
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thoropa megatympanum Caramaschi & Sazima, 1984)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 58 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065310-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytsruc
title: Occurrence Download

description: A dataset containing 1308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Russula grisea Fr.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1308 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252023-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mffpuf
title: Occurrence Download

description: A dataset containing 512979 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((144.96906 -37.91523,144.94201 -37.94482,144.95638 -38.02428,145.02316 -38.06993,145.08234 -38.075,145.12122 -38.0395,145.13559 -37.98962,145.12968 -37.94566,145.11361 -37.91861,145.04091 -37.88818,145.00203 -37.88903,144.96906 -37.91523))"
 ]
}

 The dataset includes 512979 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193654-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbjf9u
title: Occurrence Download

description: A dataset containing 1764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rana amurensis Boulenger, 1886)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1764 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065315-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-39565
title: Redemption tidings ambassador, vol. 4, nos. 1-40, 8 Jan. - 24 Dec. 1931

description: [description english/roman)] Issued weekly except for the week that Redemption tidings is published. Nos. 3 and 25 lack "Redemption tidings ambassador" masthead and in its place is "Bethshan (Pentecostal) Tabernacle".
DOI: 10.15468/dl.vgraev
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-81.6002586999999977 41.0623013000000014, -81.6002586999999977 41.0633496100000031, -81.6002586999999977 41.0645591899999971, -81.6002586999999977 41.0660913299999990, -81.6002586999999977 41.0683492300000026, -81.6002586999999977 41.0703651999999977, -81.5993710700000037 41.0703651999999977, -81.5974342800000016 41.0703651999999977, -81.5961430899999982 41.0703651999999977, -81.5939642000000021 41.0703651999999977, -81.5913011199999971 41.0703651999999977, -81.5896064300000035 41.0703651999999977, -81.5883153000000050 41.0703651999999977, -81.5883153000000050 41.0685911400000023, -81.5883153000000050 41.0672202800000008, -81.5883153000000050 41.0658494199999993, -81.5883153000000050 41.0648011099999977, -81.5883153000000050 41.0635108900000034, -81.5883153000000050 41.0623013000000014, -81.5899292299999956 41.0623013000000014, -81.5912204199999991 41.0623013000000014, -81.5932379099999991 41.0623013000000014, -81.5945291000000026 41.0623013000000014, -81.5961430899999982 41.0623013000000014, -81.5985640699999948 41.0623013000000014, -81.6002586999999977 41.0623013000000014))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096820-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnqnzw
title: Occurrence Download

description: A dataset containing 3990073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year 1970-2022"
 ]
}

 The dataset includes 3990073 records from 2851 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149773-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buzru0
title: Occurrence Download

description: A dataset containing 3475 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Octopus vulgaris Cuvier, 1797"
 ]
}

 The dataset includes 3475 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008825-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hk8r93
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Asio flammeus (Pontoppidan, 1763)"
 ]
}

 The dataset includes 116 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019555-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/tke4wr
title: QMA_dec.tab

description: :unav
DOI: 10.15468/dl.ziibgc
title: Occurrence Download

description: A dataset containing 77505 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Month is March",
 "Month is April",
 "Month is May",
 "Month is June"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Sphyrapicus ruber (J.F.Gmelin, 1788)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 77505 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027948-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/espmez
title: QMNA.tab

description: :unav
DOI: 10.15468/dl.lqvwa5
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Platymantis banahao Brown, Alcala, Diesmos & Alcala, 1997",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019670-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naclro
title: Occurrence Download

description: A dataset containing 1975 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera tigris (Linnaeus, 1758)"
 ]
}

 The dataset includes 1975 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013534-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/6iwq07
title: VCN10.tab

description: :unav
DOI: 10.15468/dl.2mvga2
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carpobrotus dimidiatus (Haw.) L.Bolus)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 238 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055820-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6li6o6
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((14.99634 64.66187,34.74976 64.66187,34.74976 72.94556,14.99634 72.94556,14.99634 64.66187))",
 "HasCoordinate is true",
 "TaxonKey is Acherontia atropos Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 153 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026358-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/ahhjzd
title: QSA_SON.tab

description: :unav
DOI: 10.15468/dl.b7gp1f
title: Occurrence Download

description: A dataset containing 2465 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophelia pertusa (Linnaeus, 1758)"
 ]
}

 The dataset includes 2465 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000676-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/mbjhih
title: QMA_nov.tab

description: :unav
DOI: 10.15468/dl.fuh9eh
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum ossicruentum Martine & J.Cantley"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010558-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/gnrwo1
title: QSA_MAM.tab

description: :unav
DOI: 10.15468/dl.rc4hu7
title: Occurrence Download

description: A dataset containing 1006 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2019-2020",
 "TaxonKey is Pipistrellus pipistrellus (Schreber, 1774)"
 ]
}

 The dataset includes 1006 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026359-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfgksl
title: Occurrence Download

description: A dataset containing 491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Trichechus manatus Linnaeus, 1758"
 ]
}

 The dataset includes 491 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000676-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/voiedm
title: endLF.tab

description: :unav
DOI: 10.57745/1styqn
title: Q95A.tab

description: :unav
DOI: 10.15468/dl.vicynt
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Year 1970-2020",
 "HasCoordinate is true",
 "TaxonKey is Manihot walkerae Croizat",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013532-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/chp77e
title: QMA_feb.tab

description: :unav
DOI: 10.15468/dl.n2ahwu
title: Occurrence Download

description: A dataset containing 4371275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odonata"
 ]
}

 The dataset includes 4371275 records from 1299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000676-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7nksu
title: Occurrence Download

description: A dataset containing 94004 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Colaptes campestris"
 ]
}

 The dataset includes 94004 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048386-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enmjpx
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is Thailand",
 "TaxonKey is Panthera tigris"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048478-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f24d6v
title: Occurrence Download

description: A dataset containing 13664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bactrocera correcta, Bactrocera dorsalis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13664 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048479-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vddr6a
title: Occurrence Download

description: A dataset containing 13664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bactrocera correcta, Bactrocera dorsalis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13664 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048480-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17804905
title: Root Zone Soil Moisture Prediction over Nebraska Croplands

description: Accurate root zone soil moisture (RZSM) information is critical for agricultural water management. While satellites provide observations of Surface Soil Moisture (SSM), they are confined to the top few centimeters, necessitating models to infer RZSM from surface measurements. This is difficult in managed agricultural landscapes because of site specific inputs like irrigation. In this study, we evaluated a machine learning (Random Forest) framework against a recursive exponential filter to assess the predictability of RZSM using SSM. We assessed the model performance using in-situ data from three adjacent corn and soybean fields under two scenarios: i) temporal transferability (out of sample years) and ii) spatial transferability (out of sample sites). In temporal transfer, the ML model (R² = 0.74) outperformed the exponential filter (R² = 0.52), where the predictive skill was found to be predominantly determined by SSM variability. In the spatial transfer task, the exponential filter performed poorly (R² = -0.02), which resulted from the filter’s exclusive reliance on SSM, and inability to accept ancillary variables required to account for site-specific heterogeneity. In contrast, the ML model remained robust (R² = 0.63) due to the integration of ancillary remote-sensing data alongside SSM, specifically Alpha Earth embeddings and Sentinel-2 imagery that identified the irrigation regime and tracked crop phenology, respectively. This combination allowed the model to correct for the systematic underestimation in irrigated sites.  Machine learning was able to maintain reliable performance in spatial and temporal transfers to out-of-sample validation cases, without elaborately improving the physics of the hydrology model.