cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110675142
title: Persepolis Fortification Elamite Tablet 0930.103, Fort 0930.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0930.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge.
DOI: 10.25549/inscriptifact-ouc110672798
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110675141
title: Persepolis Fortification Elamite Tablet 0930.103, Fort 0930.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0930.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge.
DOI: 10.25549/inscriptifact-ouc110672776
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110675135
title: Persepolis Fortification Elamite Tablet 0930.103, Fort 0930.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0930.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge.
DOI: 10.5281/zenodo.17575934
title: Combined dataset of observations and neural network predictions of downward vertical turbulent heat flux at 0°N, 140°W used in "The equatorial Pacific's cold tongue as a primary thermal conduit to the deep ocean"

description: This contains the composite observation-neural network predicted dataset of downward vertical turbulent heat flux (Jq) at 0N, 140W used in the following manuscript. Also included is the neural network used to make predictions from state variables, vertical gradients, and surface parameters. Please see the main manuscript for a detailed description, and cite the main manuscript if using the dataset or neural network:

Iyer, S. and J.N. Moum. The equatorial Pacific’s cold tongue as a primary thermal conduit to the deep ocean. Submitted to Geophysical Research Letters.

Contents:

"Jq_combined.nc": This contains the composite observational-neural network predicted dataset of Jq. Coverage is from May 1990 to March 2020 and 30 to 90 m depth with 4 hour temporal resolution and 5 m vertical resolution. The variable "Jq" contains time-depth gridded values of Jq (W m^{-2}; positive downward). The variable "Jq_flag" denotes whether data are from observations or neural network predictions. Observations are smoothed from higher-resolution data available on the NOAA GTMBA website "https://www.pmel.noaa.gov/tao/drupal/disdel/". Please cite that source for use of the observational data. The authors recommend these data should only be used in the context of analyzing longer-term variability, as point-to-point predictability is weaker and the neural network predictions include some peculiarities regarding the prediction of low values of Jq on shorter timescales (please see the Supplementary Information of the manuscript for details).

"neural_network.nc": This contains the neural network specifications (weights, bias terms, mean/standard deviations of inputs used to normalize) used to calculate the predictions provided in "Jq_combined.nc".

"trained_neural_network.mat": This contains the trained neural network (weights, biases, other specifications) as output automatically during training by MATLAB. This can be used to make predictions of Jq using the same neural network with MATLAB with minimal additional coding. The specifications are also included in the netCDF file "neural_network.nc" so that predictions can be made with other software as desired.

Contact:Suneil IyerOregon State Universityiyersu@oregonstate.edu

This version: Version 1.1 (updated 10 November 2025)

All versions:Version 1.1 - Minor edits to readme. Data files have not been changed and are identical to Version 1.0 (10 November 2025)Version 1.0 - Original version (14 August 2025)

DOI:10.5281/zenodo.17575934
DOI: 10.5281/zenodo.16877994
title: Combined dataset of observations and neural network predictions of downward vertical turbulent heat flux at 0°N, 140°W used in "The equatorial Pacific's cold tongue as a primary thermal conduit to the deep ocean"

description: This contains the composite observation-neural network predicted dataset of downward vertical turbulent heat flux (Jq) at 0N, 140W used in the following manuscript. Also included is the neural network used to make predictions from state variables, vertical gradients, and surface parameters. Please see the main manuscript for a detailed description, and cite the main manuscript if using the dataset or neural network:

Iyer, S. and J.N. Moum. The equatorial Pacific’s cold tongue as a primary thermal conduit to the deep ocean. Submitted to Geophysical Research Letters.

Contents:

"Jq_combined.nc": This contains the composite observational-neural network predicted dataset of Jq. Coverage is from May 1990 to March 2020 and 30 to 90 m depth with 4 hour temporal resolution and 5 m vertical resolution. The variable "Jq" contains time-depth gridded values of Jq (W m^{-2}; positive downward). The variable "Jq_flag" denotes whether data are from observations or neural network predictions. Observations are smoothed from higher-resolution data available on the NOAA GTMBA website "https://www.pmel.noaa.gov/tao/drupal/disdel/". Please cite that source for use of the observational data. The authors recommend these data should only be used in the context of analyzing longer-term variability, as point-to-point predictability is weaker and the neural network predictions include some peculiarities regarding the prediction of low values of Jq on shorter timescales (please see the Supplementary Information of the manuscript for details).

"neural_network.nc": This contains the neural network specifications (weights, bias terms, mean/standard deviations of inputs used to normalize) used to calculate the predictions provided in "Jq_combined.nc".

"trained_neural_network.mat": This contains the trained neural network (weights, biases, other specifications) as output automatically during training by MATLAB. This can be used to make predictions of Jq using the same neural network with MATLAB with minimal additional coding. The specifications are also included in the netCDF file "neural_network.nc" so that predictions can be made with other software as desired.

Contact:Suneil IyerOregon State Universityiyersu@oregonstate.edu

This version: Version 1.1 (updated 10 November 2025)

All versions:Version 1.1 - Minor edits to readme. Data files have not been changed and are identical to Version 1.0 (10 November 2025)Version 1.0 - Original version (14 August 2025)

DOI:10.5281/zenodo.17575934
DOI: 10.25549/inscriptifact-ouc110672764
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110675132
title: Persepolis Fortification Elamite Tablet 0930.103, Fort 0930.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0930.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge.
DOI: 10.25549/inscriptifact-ouc110672758
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110672759
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110672754
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110674219
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110672749
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110674192
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110672731
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110674189
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110672723
title: Persepolis Fortification Elamite Tablet 0925.101, Fort 0925.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0925.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large gouge on bottom edge, affecting the left edge. Damaged upper edge.
DOI: 10.25549/inscriptifact-ouc110674181
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110674174
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110674178
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110674172
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110675071
title: Persepolis Fortification Elamite Tablet 0930.103, Fort 0930.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0930.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge.
DOI: 10.25549/inscriptifact-ouc110674100
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110675069
title: Persepolis Fortification Elamite Tablet 0930.103, Fort 0930.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0930.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge.
DOI: 10.25549/inscriptifact-ouc110674053
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110675067
title: Persepolis Fortification Elamite Tablet 0930.103, Fort 0930.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0930.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge.
DOI: 10.25549/inscriptifact-ouc110674051
title: Persepolis Fortification Elamite Tablet 0927.101, Fort 0927.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0927.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Some damage on left edge, reverse.
DOI: 10.25549/inscriptifact-ouc110675066
title: Persepolis Fortification Elamite Tablet 0930.103, Fort 0930.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 0930.103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Broken right edge.