cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5063/kp80jt
title: Arthropod diversity of San Joaquin and Mojave Desert by key habitat characteristics

description: We measured the arthropod communities associated with the shrub species Ephedra californica at nine sites across three desert regions in California, USA. Panoche Hills, Cuyama Valley, and the Mojave Desert. Specimens were collected using pitfall traps containing a 50% mixture of propylene glycol and water. All traps were deployed for 72 hours in the field.The data are comprised of a total of 5820 collected arthropod specimens and 159 species and morphospecies. The specimens were collected between the dates of June 23rd and July 8th, 2019. There are two files within this dataset:1) species_data.csv, a table containing the counts of identified arthropod specimens, the associated microsite (ephedra/open) and the site. 2) Regional_sites.csv, a table containing study site coordinates and descriptions
DOI: 10.25625/pdtx5k/j84fd9
title: Marmoset_cochlea_03_eCI_XPCT.raw

description: Marmoset cochlea with electrical cochlear implant inserted via the round window. Electrical cochlear implant: 10 contacts, 1.3 mm spacing with straight wires in silicone provided by MED-EL. Animal: Callithrix jacchus, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1500 x 1500 x 1536, uniform coordinates. Pysical size: 7417.95 µm, 7417.95 µm, 7596.1 µm. Voxel size: 4.9486 x 4.9486 x 4.9486 µm. Figure: 5D left. Internal identifier: mc4.
DOI: 10.25625/pdtx5k/ygkxdj
title: Marmoset_cochlea_03_eCI_XPCT_sample.tif
DOI: 10.25625/pdtx5k/kqgxul
title: Marmoset_cochlea_06_multimodal_XPCT-KB_sample.tif
DOI: 10.25625/pdtx5k/seiolx
title: Marmoset_cochlea_06_multimodal_XPCT-KB.raw

description: Marmoset cochlea, first imaged via LSFM and subsequently with XPCT. Imaging modality: X-ray phase-contrast tomography, GINIX endstation (P10/PETRAIII) at German Electron Synchrotron (DESY), widened beam (KB: Kirkpatrick-Baez focusing). Animal: Callithrix jacchus, adult. Data info: 32-bit float. Lattice info: 2361 x 2361 x 1961. Physical size: 7198 µm x 7198 µm x 5978 µm. Voxel size: 3.05 x 3.05 x 3.05 µm. Figure: 3C. Internal identifier: Chelsea, desy_run89_KB, cochlea_chalsey_a_LR_reconstructedSlices_CTF_1_30_mitPCA_FDK_ShiftCorrectur_v4_2_type=single_size=2361x2361x1961.
DOI: 10.25625/pdtx5k/kuc9vw
title: Gerbil_cochlea_03_XPCT.raw

description: Gerbil cochlea. Animal: Meriones unguiculatus, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 760 x 760 x 516, uniform coordinates. Pysical size: 6603.3 µm, 6603.3 µm, 4480.5 µm. Internal identifier: c28. Voxel size: 8.7 x 8.7 x 8.7 µm.
DOI: 10.25625/pdtx5k/nhxjqa
title: Gerbil_cochlea_03_XPCT_sample.tif
DOI: 10.25625/pdtx5k/y99ljx
title: Rat_cochlea_02_oCI-dummy_XPCT_sample.tif
DOI: 10.25625/pdtx5k/t9zpmp
title: Rat_cochlea_02_oCI-dummy_XPCT.raw

description: Rat cochlea with optical cochlear implant dummy inserted via the round window. Optical cochlear implant: 24 contacts on polyimide substrate thin encapsulation trial with silicone. Animal: Rattus norvegicus, Strain: Wistar, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1500 x 1500 x 1040, uniform coordinates. Pysical size: 4096.17 µm, 4096.17 µm, 2839.17 µm. Voxel size: 2.85 x 2.85 x 2.85 µm. Internal identifier: c23.
DOI: 10.25625/pdtx5k/gokpn8
title: Marmoset_cochlea_01_oCI_XPCT_sample.tif
DOI: 10.25625/pdtx5k/h3luqm
title: Marmoset_cochlea_01_oCI_XPCT.raw

description: Marmoset cochlea with optical cochlear implant inserted via the round window. Optical cochlear implant: 10 emitter, 0.5 mm spacing on polyimide substrate in silicone. Animal: Callithrix jacchus, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1900 x 1900 x 1536, uniform coordinates. Pysical size: 9603.05 µm, 9603.05 µm, 7762.34 µm. Voxel size: 5.0569 x 5.0569 x 5.0569 µm. Figure: 5C left. Internal identifier: mc6.
DOI: 10.25625/pdtx5k/youfrx
title: Guinea-pig_cochlea_01_XPCT_sample.tif
DOI: 10.25625/pdtx5k/3esngm
title: Guinea-pig_cochlea_01_XPCT.raw

description: Guinea pig cochlea. Animal: Cavia porcellus, Strain: Hartley, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1900 x 1900 x 2048, uniform coordinates. Pysical size: 9589.95 µm, 9589.95 µm, 10337.4 µm. Internal identifier: c37. Voxel size: 5.05 x 5.05 x 5.05 µm.
DOI: 10.25625/pdtx5k/ztgs7x
title: Gerbil_cochlea_01_XPCT_sample.tif

description: :unav
DOI: 10.25625/pdtx5k/chucxu
title: Gerbil_cochlea_01_XPCT.raw

description: Gerbil cochlea. Animal: Meriones unguiculatus, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1900 x 1900 x 2048, uniform coordinates. Pysical size: 4842.45 µm, 4842.45 µm, 5219.85 µm. Voxel size: 2.5577 x 2.5577 x 2.5577 µm. Internal identifier: c35.
DOI: 10.25625/pdtx5k/9wknv9
title: Marmoset_cochlea_02_oCI_XPCT_sample.tif
DOI: 10.25625/pdtx5k/pjnvxa
title: Marmoset_cochlea_02_oCI_XPCT.raw

description: Marmoset cochlea with optical cochlear implant inserted via the round window. Optical cochlear implant: 10 emitter, 0.5 mm spacing on polyimide substrate in silicone. Animal: Callithrix jacchus, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1900 x 1900 x 1536, uniform coordinates. Pysical size: 10843.3 µm, 10843.3 µm, 8764.85 µm. Voxel size: 5.71 x 5.71 x 5.71 µm. Figure: 5C right. Internal identifier: mc3.
DOI: 10.5517/ccdc.csd.cc261hd5
title: CCDC 2027226: Experimental Crystal Structure Determination

description: Related Article: Robert Pomorski, María García-Valverde, Roberto Quesada, Michał J. Chmielewski|2021|RSC Advances|11|12249|doi:10.1039/D1RA01646F
DOI: 10.25625/pdtx5k/r2oumb
title: Mouse_cochlea_02_oCI-dummy_XPCT_sample.tif
DOI: 10.5517/ccdc.csd.cc26c862
title: CCDC 2036613: Experimental Crystal Structure Determination

description: Related Article: Takuya Kodama, Yuki Kawashima, Zhirong Deng, Mamoru Tobisu|2021|Inorg.Chem.|60|4332|doi:10.1021/acs.inorgchem.0c03587
DOI: 10.5517/ccdc.csd.cc26c873
title: CCDC 2036614: Experimental Crystal Structure Determination

description: Related Article: Takuya Kodama, Yuki Kawashima, Zhirong Deng, Mamoru Tobisu|2021|Inorg.Chem.|60|4332|doi:10.1021/acs.inorgchem.0c03587
DOI: 10.25625/pdtx5k/ecpwvj
title: Mouse_cochlea_02_oCI-dummy_XPCT.raw

description: Mouse cochlea with optical cochlear implant dummy inserted via the round window. Optical cochlear implant: Polyimide substrate without further encapsulation. Animal: Mus musculus, Strain: CD1, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1500 x 1500 x 1078, uniform coordinates. Pysical size: 3087.94 µm, 3087.94 µm, 2218.62 µm. Voxel size: 2.06 x 2.06 x 2.06 µm. Figure: S7B. Internal identifier: c20.
DOI: 10.5517/ccdc.csd.cc26c884
title: CCDC 2036615: Experimental Crystal Structure Determination

description: Related Article: Takuya Kodama, Yuki Kawashima, Zhirong Deng, Mamoru Tobisu|2021|Inorg.Chem.|60|4332|doi:10.1021/acs.inorgchem.0c03587
DOI: 10.5517/ccdc.csd.cc26c895
title: CCDC 2036616: Experimental Crystal Structure Determination

description: Related Article: Takuya Kodama, Yuki Kawashima, Zhirong Deng, Mamoru Tobisu|2021|Inorg.Chem.|60|4332|doi:10.1021/acs.inorgchem.0c03587
DOI: 10.25625/pdtx5k/rii1hf
title: Marmoset_cochlea_04_eCI_XPCT.raw

description: Marmoset cochlea with electrical cochlear implant inserted via the round window. Electrical cochlear implant: 6 contacts, 1.0 mm spacing with wiggled wires in silicone provided by MED-EL. Animal: Callithrix jacchus, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1800 x 1800 x 1536, uniform coordinates. Pysical size: 10506.2 µm, 10506.2 µm, 8964.4 µm. Voxel size: 5.84 x 5.84 x 5.84 µm. Figure: 5D right. Internal identifier: mc2.
DOI: 10.5517/ccdc.csd.cc26c8gb
title: CCDC 2036621: Experimental Crystal Structure Determination

description: Related Article: Takuya Kodama, Yuki Kawashima, Zhirong Deng, Mamoru Tobisu|2021|Inorg.Chem.|60|4332|doi:10.1021/acs.inorgchem.0c03587
DOI: 10.25625/pdtx5k/8oti5c
title: Marmoset_cochlea_04_eCI_XPCT_sample.tif
DOI: 10.25625/pdtx5k/vm9qma
title: Marmoset_cochlea_06_multimodal_XPCT-PB.raw

description: Marmoset cochlea, first imaged via LSFM and subsequently with XPCT. Imaging modality: X-ray phase-contrast tomography, GINIX endstation (P10/PETRAIII) at German Electron Synchrotron (DESY), widened beam (PB: parallel beam). Animal: Callithrix jacchus, adult. Data info: 32-bit float. Lattice info: 1760x1760x1760. Physical size: 1143.35 µm x 1143.35 µm x 1143.35 µm. Voxel size: 0.650 x 0.650 x 0.650 µm. Figure: 3E,F,G,H. Internal identifier: Chelsea, desy_run89_PB, cochlea_chalsey_a_reconstructedSlices_vX1_type=single_size=1760x1760x1760.
DOI: 10.25625/pdtx5k/6ktjbr
title: Marmoset_cochlea_06_multimodal_XPCT-PB_sample.tif
DOI: 10.25625/pdtx5k/2aejvy
title: Mouse_cochlea_03_oCI-dummy_XPCT_sample.tif
DOI: 10.25625/pdtx5k/ihkmxa
title: Mouse_cochlea_03_oCI-dummy_XPCT.raw

description: Mouse cochlea with optical cochlear implant dummy inserted via the round window. Optical cochlear implant: 13 contacts on polyimide substrate encapsulated in silicone. Animal: Mus musculus, Strain: CD1, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1500 x 1500 x 1078, uniform coordinates. Pysical size: 2998 µm, 2998 µm, 2154 µm. Voxel size: 2.00 x 2.00 x 2.00 µm. Internal identifier: c21.
DOI: 10.25625/pdtx5k/insoxb
title: Marmoset_cochlea_05_LSFM_ch1_raw.tif

description: Marmoset cochlea. Animal: Callithrix jacchus, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-Parvalbumin, Channel 2 7-Aminoactinomycin D (7-AAD), Channel 3 anti-Myosin 6. Data info: 16-bit unsigned. Lattice info: 2159 x 2560 x 967. Physical size: 4073.83 µm x 4073.83 µm x 2898 µm. Voxel size: 1.887779 x 1.887779 x 3.000000 µm. Figure: 2D right. Internal identifier: Alinda, 200201_W3_Alinda_left_14-05-56.
DOI: 10.25625/pdtx5k/ffe3xc
title: Marmoset_cochlea_05_LSFM_ch2_raw.tif

description: Marmoset cochlea. Animal: Callithrix jacchus, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-Parvalbumin, Channel 2 7-Aminoactinomycin D (7-AAD), Channel 3 anti-Myosin 6. Data info: 16-bit unsigned. Lattice info: 2159 x 2560 x 967. Physical size: 4073.83 µm x 4073.83 µm x 2898 µm. Voxel size: 1.887779 x 1.887779 x 3.000000 µm. Figure: 2D right. Internal identifier: Alinda, 200201_W3_Alinda_left_14-05-56.
DOI: 10.25625/pdtx5k/gy72fy
title: Marmoset_cochlea_05_LSFM_ch2_sample.tif
DOI: 10.25625/pdtx5k/yui77x
title: Marmoset_cochlea_05_LSFM_ch3_sample.tif
DOI: 10.25625/pdtx5k/lejtyl
title: Marmoset_cochlea_05_LSFM_ch3_raw.tif

description: Marmoset cochlea. Animal: Callithrix jacchus, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-Parvalbumin, Channel 2 7-Aminoactinomycin D (7-AAD), Channel 3 anti-Myosin 6. Data info: 16-bit unsigned. Lattice info: 2159 x 2560 x 967. Physical size: 4073.83 µm x 4073.83 µm x 2898 µm. Voxel size: 1.887779 x 1.887779 x 3.000000 µm. Figure: 2D right. Internal identifier: Alinda, 200201_W3_Alinda_left_14-05-56.
DOI: 10.25625/pdtx5k/vm6mev
title: Marmoset_cochlea_05_LSFM_ch1_sample.tif
DOI: 10.25625/pdtx5k/o107wd
title: Mouse_cochlea_01_oCI_XPCT.raw

description: Mouse cochlea with optical cochlear implant inserted via the round window. Optical cochlear implant: 94 emitters on polyimide substrate encapsulated in silicone. Animal: Mus musculus, Strain: CD1, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1350 x 1350 x 1040, uniform coordinates. Pysical size: 3659.84 µm, 3659.84 µm, 2818.81 µm. Voxel size: 2.713 x 2.713 x 2.713 µm. Figure: 5A. Internal identifier: c26.
DOI: 10.25625/pdtx5k/yjsqrb
title: Mouse_cochlea_01_oCI_XPCT_sample.tif
DOI: 10.25625/pdtx5k/2gtjjp
title: Mouse_cochlea_04_LSFM_ch2_raw.tif

description: Animal: Mus musculus, Strain: CD1, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-Parvalbumin, Channel 2 7-Aminoactinomycin D (7-AAD), Channel 3 anti-Myosin 6. Data info: 16-bit unsigned Lattice info: 2159 x 2560 x 337. Physical size: 1629.53 µm x 1932.33 µm x 1008 µm. Voxel size: 0.755112 x 0.755112 x 3.000000 µm. Figure: 2D left. Internal identifier: 190729_21_15-50-30.
DOI: 10.25625/pdtx5k/7pnigp
title: Mouse_cochlea_04_LSFM_ch3_raw.tif

description: Animal: Mus musculus, Strain: CD1, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-Parvalbumin, Channel 2 7-Aminoactinomycin D (7-AAD), Channel 3 anti-Myosin 6. Data info: 16-bit unsigned Lattice info: 2159 x 2560 x 337. Physical size: 1629.53 µm x 1932.33 µm x 1008 µm. Voxel size: 0.755112 x 0.755112 x 3.000000 µm. Figure: 2D left. Internal identifier: 190729_21_15-50-30.
DOI: 10.25625/pdtx5k/qqhrtg
title: Mouse_cochlea_04_LSFM_ch1_sample.tif
DOI: 10.25625/pdtx5k/dmi9jx
title: Mouse_cochlea_04_LSFM_ch2_sample.tif
DOI: 10.25625/pdtx5k/mbiffi
title: Mouse_cochlea_04_LSFM_ch3_sample.tif
DOI: 10.25625/pdtx5k/ulvydh
title: Mouse_cochlea_04_LSFM_ch1_raw.tif

description: Animal: Mus musculus, Strain: CD1, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-Parvalbumin, Channel 2 7-Aminoactinomycin D (7-AAD), Channel 3 anti-Myosin 6. Data info: 16-bit unsigned Lattice info: 2159 x 2560 x 337. Physical size: 1629.53 µm x 1932.33 µm x 1008 µm. Voxel size: 0.755112 x 0.755112 x 3.000000 µm. Figure: 2D left. Internal identifier: 190729_21_15-50-30.
DOI: 10.25625/pdtx5k/3ulpbi
title: Rat_cochlea_01_oCI_XPCT_sample.tif
DOI: 10.25625/pdtx5k/qdahyz
title: Rat_cochlea_01_oCI_XPCT.raw

description: Rat cochlea with optical cochlear implant inserted via the round window. Optical cochlear implant: 13 emitters on polyimide substrate encapsulated in silicone. Animal: Rattus norvegicus, Strain: Wistar, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1500 x 1500 x 1040, uniform coordinates. Pysical size: 4096.17 µm, 4096.17 µm, 2839.17 µm. Voxel size: 2.7326 x 2.7326 x 2.7326 µm. Figure: 5B. Internal identifier: c25.
DOI: 10.25625/pdtx5k/n2nujd
title: Gerbil_cochlea_02_XPCT_sample.tif
DOI: 10.25625/pdtx5k/wkzqxq
title: Gerbil_cochlea_02_XPCT.raw

description: Gerbil cochlea. Animal: Meriones unguiculatus, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1900 x 1900 x 2048, uniform coordinates. Pysical size: 4857.07 µm, 4857.07 µm, 5235.61 µm. Voxel size: 2.5577 x 2.5577 x 2.5577 µm. Internal identifier: c36.
DOI: 10.25625/pdtx5k/fggeps
title: Rat_cochlea_03_oCI_XPCT_sample.tif
DOI: 10.25625/pdtx5k/agv34n
title: Rat_cochlea_03_oCI_XPCT.raw

description: Rat cochlea with optical cochlear implant inserted via the round window. Optical cochlear implant: 10 emitters on polyimide substrate encapsulated in silicone. Animal: Rattus norvegicus, Strain: Wistar, adult. Imaging modality: X-ray phase-contrast tomography. Data info: 32-bit float. Lattice info: 1900 x 1900 x 2048, uniform coordinates. Pysical size: 4481.64 µm, 4481.64 µm, 4830.92 µm. Voxel size: 2.36 x 2.36 x 2.36 µm. Internal identifier: c29.
DOI: 10.25625/pdtx5k/5tedsy
title: Marmoset_cochlea_06_multimodal_LSFM_ch1_sample.tif
DOI: 10.25625/pdtx5k/2wbdrq
title: Marmoset_cochlea_06_multimodal_LSFM_ch2_raw.tif

description: Marmoset cochlea, first imaged via LSFM and subsequently with XPCT. Animal: Callithrix jacchus, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-TuJ1 (Neuron-specific Class III ﬂ-tubulin), Channel 2 anti-Calretinin, Channel 3 anti-VGlut3 (vesicular glutamate transporter type 3). Data info: 16-bit unsigned. Lattice info: 2159 x 2560 x 697. Physical size: 2607.25 µm x 3091.73 µm x 2088 µm. Voxel size: 1.208178 x 1.208178 x 3.000000 µm. Figure: 3D. Internal identifier: Chelsea, 190130_chelsea_A_Tuj1488_calr568_vGlut3633_z2_5_17-56-46, 17-56-46.
DOI: 10.25625/pdtx5k/qcxq9b
title: Marmoset_cochlea_06_multimodal_LSFM_ch1_raw.tif

description: Marmoset cochlea, first imaged via LSFM and subsequently with XPCT. Animal: Callithrix jacchus, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-TuJ1 (Neuron-specific Class III ﬂ-tubulin), Channel 2 anti-Calretinin, Channel 3 anti-VGlut3 (vesicular glutamate transporter type 3). Data info: 16-bit unsigned. Lattice info: 2159 x 2560 x 697. Physical size: 2607.25 µm x 3091.73 µm x 2088 µm. Voxel size: 1.208178 x 1.208178 x 3.000000 µm. Figure: 3D. Internal identifier: Chelsea, 190130_chelsea_A_Tuj1488_calr568_vGlut3633_z2_5_17-56-46, 17-56-46.
DOI: 10.25625/pdtx5k/2kkbm9
title: Marmoset_cochlea_06_multimodal_LSFM_ch3_sample.tif
DOI: 10.25625/pdtx5k/bhcyet
title: Marmoset_cochlea_06_multimodal_LSFM_ch3_raw.tif

description: Marmoset cochlea, first imaged via LSFM and subsequently with XPCT. Animal: Callithrix jacchus, adult. Imaging modality: Light sheet fluorescent microscopy. Immunohistochemistry: Channel 1 anti-TuJ1 (Neuron-specific Class III ﬂ-tubulin), Channel 2 anti-Calretinin, Channel 3 anti-VGlut3 (vesicular glutamate transporter type 3). Data info: 16-bit unsigned. Lattice info: 2159 x 2560 x 697. Physical size: 2607.25 µm x 3091.73 µm x 2088 µm. Voxel size: 1.208178 x 1.208178 x 3.000000 µm. Figure: 3D. Internal identifier: Chelsea, 190130_chelsea_A_Tuj1488_calr568_vGlut3633_z2_5_17-56-46, 17-56-46.
DOI: 10.25625/pdtx5k/cxo4un
title: Marmoset_cochlea_06_multimodal_LSFM_ch2_sample.tif
DOI: 10.25625/pdtx5k/ndta5k
title: Info_Datasets.txt

description: Overview for XPCT and LSFM datasets containing information about sample, animal, imaging modality, immunohistochemistry, bit depth, lattice info, physical size, voxel size, figure number in publication and internal identifier.
DOI: 10.25625/pdtx5k
title: Supplementary data for: Multiscale photonic imaging of the native and implanted cochlea

description: X-ray phase-contrast tomography (XPCT) and light sheet fluorescence microscopy (LSFM) datasets of rodent (mouse, rat, gerbil, guinea pig) and non-human primate (common marmoset) cochleae. Supplementary data for "Multiscale photonic imaging of the native and implanted cochlea" published in PNAS in 2021 (doi: 10.1073/pnas.2014472118).
DOI: 10.25345/c5g51z
title: MassIVE MSV000087173 - Top-down Proteomics of Venom from Naja haje from the Berlin Zoo
title: Top-down Proteomics of Venom from Naja haje from the Berlin Zoo. 4 technical replicates from TCEP reduced crude venom and 1 replicate from native venom.
DOI: 10.6084/m9.figshare.12153003.v1
title: Tertiary Study Package on Technical Debt and its Management

description: Lab package containing: <b>(i) </b>sheets with information about the Secondary Studies (SS) on Tecnical Debt included in theseTertiary Study. The information refers to demographic data, quality assessment, and the complete list of the primary studies included in such SS;<b>(ii)</b> the archive with the coding process (analysis) performed by using the QDA miner Lite Tool, and the Grounded Theory;<b>(iii)</b> descriptions of the relationship between categories, its subcategories and codes, in which they were emerged in the coding process.
DOI: 10.5281/zenodo.4327643
title: Annual Snow Timing Index Rasters for the Western US and Alaska, WY2001-2019

description: Here, a collection of rasters describing annual snow onset (SO), snow cover duration (SCD), and day of snow disappearance (DSD) for WY2001-2019 over Alaska, Canada, and the Western United States (boundary box: -152W, -100W, 32N, 68N) are available. Units are in calendar Day of Year (DOY) for SO and DSD, and in days for SCD. Filenames follow the convention, "index_west_threshold_spatialsubdomain.tif". For example, "SCD_west_5-0000005376-0000005376.tif" indicates the file contains snow cover duration raster data obtained using a 5% threshold. Spatial subdomain naming convention is described below. These data accompany a manuscript entitled, "Investigating the Relationship Between Peak Snow-Water Equivalent and Snow Timing Indices in the Western U.S. and Alaska". A diagnostic model of peak SWE as a function of remotely sensed snow timing indices (the dataset provided here) was developed in the course of this study to address the following questions: 1) Are peak SWE and snow timing related?; 2) How does this relationship vary across the western United States?; and 3) What meteorological and topographical conditions affect this relationship? These rasters were created in the Google Earth Engine (GEE) from the MODIS MOD10A1 v006 product (MODIS/Terra Snow Cover Daily L3 Global 500m SIN Grid, Version 6). From the initial daily fSCA product, a moving median window (i.e., a low-pass filter) of filter length k=25 days was applied to obtain a binary snow cover series using fractional cover threshold of 1%, 5%, 10%, 20%, and 30% such that the timing indices may be extracted. The filter length smooths out small-scale short-lived snow deposition events that obscure snow timing. Pixels without seasonal snowpack (i.e., persistent year-round snow or little to no snow) were masked: within a given water year, pixels that 1) show no onset of snow between the 272nd day of year and end of calendar year (corresponding with the typical N. hemisphere timeframe for the start of snow accumulation), and/or 2) do not melt out between start of calendar year and the 272nd day of year (typical timeframe for the end of snowmelt) were masked. SCD was calculated as (DSD + 365 days - SO). Because of the large file size, rasters were split up spatially into multiple files by the GEE, and follow the naming convention for large file exports listed here: https://developers.google.com/earth-engine/guides/exporting. As stated, "the filename of each tile will be in the form baseFilename-yMin-xMin where xMin and yMin are the coordinates of each tile within the overall bounding box of the exported image." Each band represents a different water year and is labeled as such, e.g. "DSD_2001".