Datasets:

foundry-ml
/

dataset_rpv_tts

temperature_C float64 250 315	wt_percent_Cu float64 0 0.86	wt_percent_Ni float64 0 1.85	wt_percent_Mn float64 0 1.98	wt_percent_P float64 0 0.05	wt_percent_Si float64 0 1	wt_percent_C float64 0 0.34	log(fluence_n_cm2) float64 16 20.3	log(flux_n_cm2_sec) float64 8.36 14	datatype stringclasses 6 values	Measured DT41J [C] float64 -28.93 371
287	0.04	0.74	0.6	0.012	0.23	0.21	18.664548	11.165741	Plotter	24.888889
287	0.04	0.74	0.6	0.012	0.23	0.21	18.664548	11.165741	Plotter	19.277778
287	0.04	0.74	0.6	0.012	0.23	0.21	19.64197	11.160892	Plotter	38.611111
287	0.04	0.74	0.6	0.012	0.23	0.21	19.64197	11.160892	Plotter	12.833333
287	0.03	0.56	1.4	0.005	0.31	0.13	18.664548	11.165741	Plotter	4.388889
287	0.03	0.56	1.4	0.005	0.31	0.13	19.64197	11.160892	Plotter	14.666667
291.111111	0.15	0.52	1.32	0.01	0.2	0.21	17.861534	10.3896	Plotter	10
291.111111	0.15	0.52	1.32	0.01	0.2	0.21	17.861534	10.3896	Plotter	24.444444
292.222222	0.15	0.52	1.32	0.01	0.2	0.21	19.012837	10.966256	Plotter	26.111111
292.222222	0.15	0.52	1.32	0.01	0.2	0.21	19.164353	10.937192	Plotter	29.444444
292.222222	0.15	0.52	1.32	0.01	0.2	0.21	19.012837	10.966256	Plotter	39.444444
292.222222	0.15	0.52	1.32	0.01	0.2	0.21	19.164353	10.937192	Plotter	24.444444
292.222222	0.15	0.52	1.32	0.01	0.2	0.21	18.631444	10.659881	Plotter	12.222222
292.222222	0.15	0.52	1.32	0.01	0.2	0.21	18.631444	10.659881	Plotter	-2.777778
291.111111	0.17	0.64	1.478	0.011	0.225	0.217	17.861534	10.3896	Plotter	4.444444
292.222222	0.17	0.64	1.478	0.011	0.225	0.217	19.012837	10.966256	Plotter	39.444444
292.222222	0.17	0.64	1.478	0.011	0.225	0.217	19.164353	10.937192	Plotter	41.666667
292.222222	0.17	0.64	1.478	0.011	0.225	0.217	18.631444	10.659881	Plotter	27.777778
291.111111	0.27	0.58	1.49	0.016	0.51	0.09	17.861534	10.3896	Plotter	55.555556
292.222222	0.27	0.58	1.49	0.016	0.51	0.09	19.012837	10.966256	Plotter	80.555556
292.222222	0.27	0.58	1.49	0.016	0.51	0.09	19.164353	10.937192	Plotter	96.666667
290	0.096	0.58	1.4	0.009	0.21	0.22	18.481443	10.754749	Plotter	13.055556
290	0.096	0.58	1.4	0.009	0.21	0.22	18.481443	10.754749	Plotter	18.555556
290	0.096	0.58	1.4	0.009	0.21	0.22	19.332438	10.638009	Plotter	29.388889
290	0.174	0.665	1.465	0.01	0.186	0.219	19.332438	10.638009	Plotter	74.444444
290	0.045	0.083	1.33	0.004	0.14	0.13	18.481443	10.754749	Plotter	7.333333
290	0.045	0.083	1.33	0.004	0.14	0.13	19.332438	10.638009	Plotter	8.944444
293.333333	0.03	0.73	1.33	0.007	0.28	0.2	18.588832	11.025567	Plotter	3.111111
289.444444	0.03	0.73	1.33	0.007	0.28	0.2	19.068186	10.935911	Plotter	21.055556
290	0.03	0.73	1.33	0.007	0.28	0.2	19.296665	10.906321	Plotter	13.333333
293.333333	0.03	0.73	1.33	0.007	0.28	0.2	18.588832	11.025567	Plotter	-8.777778
289.444444	0.03	0.73	1.33	0.007	0.28	0.2	19.068186	10.935911	Plotter	16.277778
290	0.03	0.73	1.33	0.007	0.28	0.2	19.296665	10.906321	Plotter	20.611111
293.333333	0.04	0.67	1.44	0.015	0.48	0.066	18.588832	11.025567	Plotter	9.666667
289.444444	0.04	0.67	1.44	0.015	0.48	0.066	19.068186	10.935911	Plotter	16.555556
290	0.04	0.67	1.44	0.015	0.48	0.066	19.296665	10.906321	Plotter	27.222222
288.888889	0.057	0.77	1.38	0.013	0.3	0.24	18.588832	11.018143	Plotter	-5.333333
288.888889	0.057	0.77	1.38	0.013	0.3	0.24	19.060698	10.934525	Plotter	-5.333333
288.888889	0.057	0.77	1.38	0.013	0.3	0.24	19.31597	10.88469	Plotter	2.555556
288.888889	0.057	0.77	1.38	0.013	0.3	0.24	18.588832	11.018143	Plotter	-0.055556
288.888889	0.057	0.77	1.38	0.013	0.3	0.24	19.060698	10.934525	Plotter	18.777778
288.888889	0.057	0.77	1.38	0.013	0.3	0.24	19.31597	10.88469	Plotter	18.388889
288.888889	0.04	0.64	1.45	0.011	0.53	0.069	18.588832	11.018143	Plotter	-0.444444
288.888889	0.04	0.64	1.45	0.011	0.53	0.069	19.060698	10.934525	Plotter	14.5
288.888889	0.04	0.64	1.45	0.011	0.53	0.069	19.31597	10.88469	Plotter	13.166667
275.555556	0.14	0.55	1.35	0.007	0.19	0.2	17.181844	8.726273	Plotter	15
275.555556	0.2	0.33	1.49	0.01	0.09	0.15	17.181844	8.726273	Plotter	15.555556
292	0.04	0.86	0.71	0.011	0.2	0	18.987219	11.214434	Plotter	9
292	0.04	0.86	0.71	0.011	0.2	0	19.133539	11.016899	Plotter	12
292	0.04	0.85	0.75	0.01	0.32	0	18.987219	11.214434	Plotter	17
292	0.04	0.85	0.75	0.01	0.32	0	19.133539	11.016899	Plotter	18
292	0.09	0.05	1.98	0.011	0.19	0	18.987219	11.214434	Plotter	34
292	0.09	0.05	1.98	0.011	0.19	0	19.133539	11.016899	Plotter	40
298.888889	0.1	0.18	1.42	0.016	0.25	0.3	18.176091	10.801695	Plotter	-13.888889
298.888889	0.1	0.18	1.42	0.016	0.25	0.3	19.361728	11.987331	Plotter	37.222222
298.888889	0.1	0.18	1.42	0.016	0.25	0.3	20.029384	12.210868	Plotter	83.888889
298.888889	0.1	0.18	1.42	0.016	0.25	0.3	18.851258	10.878082	Plotter	31.111111
298.888889	0.1	0.18	1.42	0.016	0.25	0.3	19.356026	10.921454	Plotter	58.333333
298.888889	0.27	0.1	1.25	0.014	0.28	0.12	18.176091	10.801695	Plotter	27.222222
298.888889	0.27	0.1	1.25	0.014	0.28	0.12	18.851258	10.878082	Plotter	78.333333
298.888889	0.27	0.1	1.25	0.014	0.28	0.12	19.356026	10.921454	Plotter	68.333333
283.888889	0.2	0.54	1.31	0.01	0.18	0.2	18.480007	10.902019	Plotter	71.055556
283.888889	0.2	0.54	1.31	0.01	0.18	0.2	18.792392	10.737283	Plotter	65.722222
283.888889	0.2	0.54	1.31	0.01	0.18	0.2	18.979548	10.70989	Plotter	82.055556
283.888889	0.2	0.54	1.31	0.01	0.18	0.2	19.322219	10.668077	Plotter	78.722222
283.888889	0.2	0.54	1.31	0.01	0.18	0.2	18.480007	10.902019	Plotter	76.666667
283.888889	0.2	0.54	1.31	0.01	0.18	0.2	18.792392	10.737283	Plotter	73.388889
283.888889	0.2	0.54	1.31	0.01	0.18	0.2	18.979548	10.70989	Plotter	100.111111
283.888889	0.2	0.54	1.31	0.01	0.18	0.2	19.322219	10.668077	Plotter	92.722222
283.888889	0.26	0.62	1.37	0.018	0.27	0.11	18.480007	10.902019	Plotter	88.777778
283.888889	0.26	0.62	1.37	0.018	0.27	0.11	18.792392	10.737283	Plotter	91.611111
283.888889	0.26	0.62	1.37	0.018	0.27	0.11	18.979548	10.70989	Plotter	103.555556
283.888889	0.26	0.62	1.37	0.018	0.27	0.11	19.322219	10.668077	Plotter	99.166667
283.888889	0.05	0.56	1.32	0.01	0.24	0.24	18.78533	11.156189	Plotter	13.333333
283.888889	0.05	0.56	1.32	0.01	0.24	0.24	19.418301	11.141343	Plotter	31.111111
283.888889	0.05	0.56	1.32	0.01	0.24	0.24	19.565848	11.073605	Plotter	39.888889
283.888889	0.05	0.56	1.32	0.01	0.24	0.24	18.78533	11.156189	Plotter	10.111111
283.888889	0.05	0.56	1.32	0.01	0.24	0.24	19.418301	11.141343	Plotter	25.833333
283.888889	0.05	0.56	1.32	0.01	0.24	0.24	19.565848	11.073605	Plotter	35.444444
283.888889	0.05	0.56	1.32	0.01	0.24	0.24	19.746634	11.10108	Plotter	54.444444
283.888889	0.05	0.56	1.32	0.01	0.24	0.24	19.746634	11.10108	Plotter	58.055556
283.888889	0.08	0.07	1.17	0.008	0.14	0.1	18.78533	11.156189	Plotter	3.222222
283.888889	0.08	0.07	1.17	0.008	0.14	0.1	19.418301	11.141343	Plotter	14.777778
283.888889	0.08	0.07	1.17	0.008	0.14	0.1	19.565848	11.073605	Plotter	3.333333
283.888889	0.08	0.07	1.17	0.008	0.14	0.1	19.746634	11.10108	Plotter	13
276.666667	0.12	0.56	1.5	0.01	0.27	0.23	17.608526	9.072006	Plotter	10.494444
292.222222	0.05	0.73	0.69	0.01	0.27	0.21	18.611723	11.041035	Plotter	15.944444
289.444444	0.05	0.73	0.69	0.01	0.27	0.21	19.173186	10.920797	Plotter	10.166667
290	0.05	0.73	0.69	0.01	0.27	0.21	19.354108	10.888222	Plotter	27.5
292.222222	0.05	0.73	0.69	0.01	0.27	0.21	18.611723	11.041035	Plotter	10.333333
289.444444	0.05	0.73	0.69	0.01	0.27	0.21	19.173186	10.920797	Plotter	30.333333
290	0.05	0.73	0.69	0.01	0.27	0.21	19.354108	10.888222	Plotter	16.388889
292.222222	0.026	0.71	1.48	0.011	0.57	0.08	18.611723	11.041035	Plotter	2.888889
289.444444	0.026	0.71	1.48	0.011	0.57	0.08	19.173186	10.920797	Plotter	22.277778
290	0.026	0.71	1.48	0.011	0.57	0.08	19.354108	10.888222	Plotter	28.111111
293.333333	0.07	0.65	1.18	0.005	0.23	0.18	18.608526	11.034172	Plotter	-2.666667
289.444444	0.07	0.65	1.18	0.005	0.23	0.18	19.082785	10.914662	Plotter	1.388889
289.444444	0.07	0.65	1.18	0.005	0.23	0.18	19.338456	10.903639	Plotter	8.277778
293.333333	0.07	0.65	1.18	0.005	0.23	0.18	18.608526	11.034172	Plotter	11.333333
289.444444	0.07	0.65	1.18	0.005	0.23	0.18	19.082785	10.914662	Plotter	17.833333

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Predictions and uncertainty estimates of reactor pressure vessel steel embrittlement using Machine learning

Dataset containing 4535 transition temperature shifts of reactor pressure vessel steels

Dataset Information

Source: Foundry-ML
DOI: 10.18126/3zkm-yd51
Year: 2023
Authors: Jacobs, Ryan, Yamamoto, Takuya, Odette, G. Robert, Morgan, Dane
Data Type: tabular

Fields

Field	Role	Description	Units
temperature_C	input	Temperature of measurement	degC
wt_percent_Cu	input	Amount of Cu	wt%
wt_percent_Ni	input	Amount of Ni	wt%
wt_percent_Mn	input	Amount of Mn	wt%
wt_percent_P	input	Amount of P	wt%
wt_percent_Si	input	Amount of Si	wt%
wt_percent_C	input	Amount of C	wt%
log(fluence_n_cm2)	input	Irradiation fluence (log scale)	n/cm2
log(flux_n_cm2_sec)	input	Irradiation flux (log scale)	n/cm2-s
datatype	input	Data subtype
Measured DT41J [C]	target	Ductile-to-brittle transition temperature shift	degC

Splits

train: train

Usage

With Foundry-ML (recommended for materials science workflows)

from foundry import Foundry

f = Foundry()
dataset = f.get_dataset("10.18126/3zkm-yd51")
X, y = dataset.get_as_dict()['train']

With HuggingFace Datasets

from datasets import load_dataset

dataset = load_dataset("Dataset_RPV_TTS")

Citation

@misc{https://doi.org/10.18126/3zkm-yd51
doi = {10.18126/3zkm-yd51}
url = {https://doi.org/10.18126/3zkm-yd51}
author = {Jacobs, Ryan and Yamamoto, Takuya and Odette, G. Robert and Morgan, Dane}
title = {Predictions and uncertainty estimates of reactor pressure vessel steel embrittlement using Machine learning}
keywords = {machine learning, foundry}
publisher = {Materials Data Facility}
year = {root=2023}}

License

other

This dataset was exported from Foundry-ML, a platform for materials science datasets.

Downloads last month: 9

Size of downloaded dataset files:

93.3 kB

Size of the auto-converted Parquet files:

93.3 kB

Number of rows:

4,535