Dataset Viewer
Auto-converted to Parquet Duplicate
material_id
string
formula
string
oxide_type
string
n_metal_elements
int64
elements
string
formation_energy_per_atom_eV
float64
energy_above_hull_eV_per_atom
float64
band_gap_eV
float64
HER_overpotential_V
float64
OER_overpotential_V
float64
seawater_stability
string
seawater_stability_score
int64
oxygen_fraction
float64
metal_fraction
float64
n_distinct_elements
int64
avg_atomic_num
float64
avg_electronegativity
float64
avg_atomic_radius
float64
avg_group
float64
avg_period
float64
avg_d_electrons
float64
max_electronegativity
float64
min_electronegativity
float64
electronegativity_diff
float64
max_atomic_radius
int64
min_atomic_radius
int64
radius_diff
int64
max_atomic_num
int64
min_atomic_num
int64
max_metal_electronegativity
float64
min_metal_electronegativity
float64
metal_electronegativity_diff
float64
avg_metal_atomic_radius
float64
avg_metal_d_electrons
float64
sum_metal_d_electrons
int64
max_metal_d_electrons
int64
frac_3d_metals
float64
frac_4d_metals
float64
frac_5d_metals
float64
frac_pblock_metals
float64
frac_alkali_metals
int64
frac_alkaline_metals
int64
frac_lanthanide_metals
float64
has_3d_metal
bool
has_4d_metal
bool
has_5d_metal
bool
has_late_transition
bool
has_early_transition
bool
has_pblock_metal
bool
has_alkali
bool
has_alkaline
bool
has_lanthanide
bool
crystal_system
string
is_cubic
int64
is_tetragonal
int64
is_hexagonal
int64
is_orthorhombic
int64
is_monoclinic
int64
is_rhombohedral
int64
is_triclinic
int64
surface_area_m2_per_g
float64
particle_size_nm
float64
dataset_source
string
reference_paper
string
data_url
string
method
string
software
string
is_stable
bool
is_theoretical
bool
recommended_applications
string
primary_reference
string
secondary_reference
string
method_reference
string
oxide_VCrO2
VCrO2
bimetallic_oxide
2
Cr, O, V
-3.29
0.184
1.3
0.172
0.346
excellent
3
0.5
0.5
3
15.75
2.5425
102
10.75
3
2
3.44
1.63
1.81
134
73
61
24
8
1.66
1.63
0.03
131
4
8
5
0.5
0
0
0
0
0
0
true
false
false
false
true
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
51.4
37.9
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Cu2AgAuO4
Cu2AgAuO4
trimetallic_oxide
3
Ag, Au, Cu, O
-2.99
0.237
0.47
0.312
0.299
good
2
0.5
0.5
4
27
2.75375
104.5
13.5
3.375
5
3.44
1.9
1.54
144
73
71
79
8
2.54
1.9
0.64
136
10
30
10
0.25
0.125
0.125
0
0
0
0
true
true
true
true
false
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
63.4
43.1
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_MoAgAu2O4
MoAgAu2O4
trimetallic_oxide
3
Ag, Au, Mo, O
-3.57
0.022
0.83
0.333
0.353
excellent
3
0.5
0.5
4
34.875
2.86625
107.875
12.875
3.75
4.375
3.44
1.93
1.51
144
73
71
79
8
2.54
1.93
0.61
142.75
8.75
25
10
0
0.25
0.25
0
0
0
0
false
true
true
true
false
false
false
false
false
Monoclinic
0
0
0
0
1
0
0
26.7
5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_OsLaO4
OsLaO4
bimetallic_oxide
2
La, O, Os
-2.55
0.147
1.17
0.347
0.297
good
2
0.666667
0.333333
3
27.5
2.843333
102.333333
12.5
3.333333
1.166667
3.44
1.1
2.34
187
73
114
76
8
2.2
1.1
1.1
161
3.5
7
6
0
0
0.333333
0
0
0
0.166667
false
false
true
false
false
false
false
false
true
Monoclinic
0
0
0
0
1
0
0
24.6
30.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Nb2RuO4
Nb2RuO4
bimetallic_oxide
2
Nb, O, Ru
-3.16
0.069
0.94
0.436
0.292
good
2
0.571429
0.428571
3
22.571429
2.737143
102.571429
11.714286
3.285714
2.142857
3.44
1.6
1.84
146
73
73
44
8
2.2
1.6
0.6
142
5
11
7
0
0.428571
0
0
0
0
0
false
true
false
false
true
false
false
false
false
Triclinic
0
0
0
0
0
0
1
38.6
23.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_TiVMnCeO4
TiVMnCeO4
multimetallic_oxide
4
Ce, Mn, O, Ti, V
-2.66
0.223
2.03
0.45
0.303
good
2
0.5
0.5
5
20
2.45
110.25
10.375
3.25
1.375
3.44
1.12
2.32
182
73
109
58
8
1.63
1.12
0.51
147.5
2.75
11
5
0.375
0
0.125
0
0
0
0.125
true
false
true
false
true
false
false
false
true
Hexagonal
0
0
1
0
0
0
0
5
5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
screening
Rost et al., Nature Commun. 2015 (High Entropy Oxides)
Chanussot et al., ACS Catal. 2022 (OC22)
DFT (PBE); HEOS + configurational entropy
oxide_VCrMoPdO4
VCrMoPdO4
multimetallic_oxide
4
Cr, Mo, O, Pd, V
-3.16
0.129
1.3
0.302
0.221
excellent
3
0.5
0.5
5
20.875
2.67625
103.75
11.375
3.25
2.875
3.44
1.63
1.81
139
73
66
46
8
2.2
1.63
0.57
134.5
5.75
23
10
0.25
0.25
0
0
0
0
0
true
true
false
true
true
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
22.6
8.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Rost et al., Nature Commun. 2015 (High Entropy Oxides)
Chanussot et al., ACS Catal. 2022 (OC22)
DFT (PBE); HEOS + configurational entropy
oxide_Ti2TaO4
Ti2TaO4
bimetallic_oxide
2
O, Ta, Ti
-2.45
0.24
1.79
0.4
0.302
good
2
0.571429
0.428571
3
21.285714
2.62
104.571429
11
3.142857
1
3.44
1.5
1.94
147
73
74
73
8
1.54
1.5
0.04
146.666667
2.333333
5
3
0.285714
0
0.142857
0
0
0
0
true
false
true
false
true
false
false
false
false
Cubic
1
0
0
0
0
0
0
28.9
5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
screening
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Co2O
Co2O
unary_metal_oxide
1
Co, O
-2.37
0.018
0
0.249
0.362
good
2
0.333333
0.666667
2
20.666667
2.4
107.666667
11.333333
3.333333
4.666667
3.44
1.88
1.56
125
73
52
27
8
1.88
1.88
0
125
7
7
7
0.666667
0
0
0
0
0
0
true
false
false
true
false
false
false
false
false
Cubic
1
0
0
0
0
0
0
50.1
49.9
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Materials Project, Jain et al., APL Materials 2013
DFT (PBE) with VASP; energies from MP + OC22
oxide_ZnAuO4
ZnAuO4
bimetallic_oxide
2
Au, O, Zn
-2.61
0.288
1.53
0.31
0.24
good
2
0.666667
0.333333
3
23.5
2.991667
95
14.5
3
3.333333
3.44
1.65
1.79
144
73
71
79
8
2.54
1.65
0.89
139
10
20
10
0.166667
0
0.166667
0
0
0
0
true
false
true
true
false
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
49.3
5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_MnCuAg2O4
MnCuAg2O4
trimetallic_oxide
3
Ag, Cu, Mn, O
-2.11
0.053
0.49
0.263
0.271
good
2
0.5
0.5
4
22.5
2.63375
104.375
13
3.25
4.375
3.44
1.55
1.89
144
73
71
47
8
1.93
1.55
0.38
135.75
8.75
25
10
0.25
0.25
0
0
0
0
0
true
true
false
true
false
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
23.2
46.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_Zr2NbO4
Zr2NbO4
bimetallic_oxide
2
Nb, O, Zr
-2.5
0.012
1.1
0.236
0.308
good
2
0.571429
0.428571
3
21.857143
2.574286
108.285714
11
3.285714
1.142857
3.44
1.33
2.11
160
73
87
41
8
1.6
1.33
0.27
155.333333
2.666667
6
4
0
0.428571
0
0
0
0
0
false
true
false
false
true
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
48.2
39.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Cr2NbWO4
Cr2NbWO4
trimetallic_oxide
3
Cr, Nb, O, W
-2.61
0.222
0.57
0.403
0.258
good
2
0.5
0.5
4
24.375
2.63
104.125
10.875
3.375
2.25
3.44
1.6
1.84
146
73
73
74
8
2.36
1.6
0.76
135.25
4.5
13
5
0.25
0.125
0.125
0
0
0
0
true
true
true
false
true
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
40.1
54.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_ZnMo2O4
ZnMo2O4
bimetallic_oxide
2
Mo, O, Zn
-2.02
0.099
1.18
0.32
0.312
good
2
0.571429
0.428571
3
20.857143
2.818571
100.571429
12.571429
3.142857
2.857143
3.44
1.65
1.79
139
73
66
42
8
2.16
1.65
0.51
137.333333
6.666667
15
10
0.142857
0.285714
0
0
0
0
0
true
true
false
false
false
false
false
false
false
Monoclinic
0
0
0
0
1
0
0
65.5
48.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_MoRhO3
MoRhO3
bimetallic_oxide
2
Mo, O, Rh
-2.55
0.204
1
0.416
0.254
good
2
0.6
0.4
3
22.2
2.952
98.4
12.6
3.2
2.6
3.44
2.16
1.28
139
73
66
45
8
2.28
2.16
0.12
136.5
6.5
13
8
0
0.4
0
0
0
0
0
false
true
false
false
false
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
35
42.4
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_TiV2O4
TiV2O4
bimetallic_oxide
2
O, Ti, V
-2.79
0.078
2.19
0.33
0.419
excellent
3
0.571429
0.428571
3
14.285714
2.651429
101
11.142857
2.857143
1.142857
3.44
1.54
1.9
147
73
74
23
8
1.63
1.54
0.09
138.333333
2.666667
5
3
0.428571
0
0
0
0
0
0
true
false
false
false
true
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
50.2
37.6
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_FeNiOs2O4
FeNiOs2O4
trimetallic_oxide
3
Fe, Ni, O, Os
-2.68
0.168
1.41
0.504
0.22
good
2
0.5
0.5
4
29.75
2.7375
101.5
12.25
3.5
3.25
3.44
1.83
1.61
135
73
62
76
8
2.2
1.83
0.37
130
6.5
20
8
0.25
0
0.25
0
0
0
0
true
false
true
true
false
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
52.2
20.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_CoAgAlO4
CoAgAlO4
trimetallic_oxide
3
Ag, Al, Co, O
-2.97
0.154
1.13
0.249
0.182
good
2
0.571429
0.428571
4
17
2.74
97
13.857143
2.857143
2.428571
3.44
1.61
1.83
144
73
71
47
8
1.93
1.61
0.32
129
5.666667
17
10
0.285714
0.142857
0
0.142857
0
0
0
true
true
false
true
false
true
false
false
false
Cubic
1
0
0
0
0
0
0
55.2
24.2
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_CuMoIr2O4
CuMoIr2O4
trimetallic_oxide
3
Cu, Ir, Mo, O
-3.74
0.072
0.44
0.052
0.21
excellent
3
0.5
0.5
4
32.125
2.7775
103.875
12.375
3.625
3.625
3.44
1.9
1.54
139
73
66
77
8
2.2
1.9
0.3
134.75
7.25
22
10
0.125
0.125
0.25
0
0
0
0
true
true
true
true
false
false
false
false
false
Cubic
1
0
0
0
0
0
0
35.8
18.9
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_TiRhHfO4
TiRhHfO4
trimetallic_oxide
3
Hf, O, Rh, Ti
-2.85
0.103
1.18
0.29
0.309
good
2
0.571429
0.428571
4
24.428571
2.697143
104.571429
11.571429
3.285714
1.714286
3.44
1.3
2.14
159
73
86
72
8
2.28
1.3
0.98
146.666667
4
12
8
0.142857
0.142857
0.142857
0
0
0
0
true
true
true
false
true
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
33.3
24.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_Zn2O3
Zn2O3
unary_metal_oxide
1
O, Zn
-1.82
0.045
0.69
0.211
0.221
good
2
0.6
0.4
2
16.8
2.724
97.4
14.4
2.8
4
3.44
1.65
1.79
134
73
61
30
8
1.65
1.65
0
134
10
10
10
0.4
0
0
0
0
0
0
true
false
false
false
false
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
56.2
33
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Materials Project, Jain et al., APL Materials 2013
DFT (PBE) with VASP; energies from MP + OC22
oxide_MoSnO2
MoSnO2
bimetallic_oxide
2
Mo, O, Sn
-3
0.343
1.36
0.298
0.209
good
2
0.5
0.5
3
27
2.75
107.5
13
3.5
3.75
3.44
1.96
1.48
145
73
72
50
8
2.16
1.96
0.2
142
7.5
15
10
0
0.5
0
0.25
0
0
0
false
true
false
false
false
true
false
false
false
Orthorhombic
0
0
0
1
0
0
0
38.1
19.1
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_NiMoIrO4
NiMoIrO4
trimetallic_oxide
3
Ir, Mo, Ni, O
-3.62
0.007
1.17
0.253
0.401
excellent
3
0.571429
0.428571
4
25.571429
2.861429
98.714286
12.714286
3.285714
2.857143
3.44
1.91
1.53
139
73
66
77
8
2.2
1.91
0.29
133
6.666667
20
8
0.142857
0.142857
0.142857
0
0
0
0
true
true
true
true
false
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
53.5
26
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_CoHf2O4
CoHf2O4
bimetallic_oxide
2
Co, Hf, O
-2.11
0.043
1.39
0.372
0.259
good
2
0.571429
0.428571
3
29
2.605714
105
11.571429
3.428571
1.571429
3.44
1.3
2.14
159
73
86
72
8
1.88
1.3
0.58
147.666667
3.666667
9
7
0.142857
0
0.285714
0
0
0
0
true
false
true
true
false
false
false
false
false
Monoclinic
0
0
0
0
1
0
0
41.7
50.6
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_WBiO4
WBiO4
bimetallic_oxide
2
Bi, O, W
-3.97
0.051
1.03
0.249
0.192
excellent
3
0.666667
0.333333
3
31.5
3.023333
95.666667
14.166667
3.333333
2.333333
3.44
2.02
1.42
143
73
70
83
8
2.36
2.02
0.34
141
7
14
10
0
0
0.333333
0.166667
0
0
0
false
false
true
false
false
true
false
false
false
Cubic
1
0
0
0
0
0
0
55.8
30.2
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_TiMn2O4
TiMn2O4
bimetallic_oxide
2
Mn, O, Ti
-2.66
0.188
1.92
0.342
0.283
good
2
0.571429
0.428571
3
14.857143
2.628571
99
11.714286
2.857143
1.714286
3.44
1.54
1.9
147
73
74
25
8
1.55
1.54
0.01
133.666667
4
7
5
0.428571
0
0
0
0
0
0
true
false
false
false
true
false
false
false
false
Triclinic
0
0
0
0
0
0
1
34.8
36.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_MnCuAgO4
MnCuAgO4
trimetallic_oxide
3
Ag, Cu, Mn, O
-2.32
0.07
1.55
0.218
0.258
good
2
0.571429
0.428571
4
19
2.734286
98.714286
13.285714
3
3.571429
3.44
1.55
1.89
144
73
71
47
8
1.93
1.55
0.38
133
8.333333
25
10
0.285714
0.142857
0
0
0
0
0
true
true
false
true
false
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
12.6
59.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_Rh3O4
Rh3O4
unary_metal_oxide
1
O, Rh
-3
0.094
0.32
0.162
0.227
good
2
0.571429
0.428571
2
23.857143
2.942857
99.142857
13
3.285714
3.428571
3.44
2.28
1.16
134
73
61
45
8
2.28
2.28
0
134
8
8
8
0
0.428571
0
0
0
0
0
false
true
false
false
false
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
35.2
30.6
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Materials Project, Jain et al., APL Materials 2013
DFT (PBE) with VASP; energies from MP + OC22
oxide_NbHfO3
NbHfO3
bimetallic_oxide
2
Hf, Nb, O
-2.22
0.224
0.73
0.438
0.304
good
2
0.6
0.4
3
27.4
2.644
104.8
11.4
3.4
1.2
3.44
1.3
2.14
159
73
86
72
8
1.6
1.3
0.3
152.5
3
6
4
0
0.2
0.2
0
0
0
0
false
true
true
false
true
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
27.2
23.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
screening
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Mo3O4
Mo3O4
unary_metal_oxide
1
Mo, O
-2.44
0.397
0.91
0.315
0.231
good
2
0.571429
0.428571
2
22.571429
2.891429
101.285714
11.714286
3.285714
2.142857
3.44
2.16
1.28
139
73
66
42
8
2.16
2.16
0
139
5
5
5
0
0.428571
0
0
0
0
0
false
true
false
false
false
false
false
false
false
Triclinic
0
0
0
0
0
0
1
54.2
26.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Materials Project, Jain et al., APL Materials 2013
DFT (PBE) with VASP; energies from MP + OC22
oxide_VFeO3
VFeO3
bimetallic_oxide
2
Fe, O, V
-2.1
0.014
1.51
0.313
0.325
good
2
0.6
0.4
3
14.6
2.756
95.8
12.2
2.8
1.8
3.44
1.63
1.81
134
73
61
26
8
1.83
1.63
0.2
130
4.5
9
6
0.4
0
0
0
0
0
0
true
false
false
false
true
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
42.1
28.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Fe2AlSnO4
Fe2AlSnO4
trimetallic_oxide
3
Al, Fe, O, Sn
-3.53
0.005
1.06
0.181
0.375
excellent
3
0.5
0.5
4
18.375
2.62375
100.875
13.375
3
2.75
3.44
1.61
1.83
145
73
72
50
8
1.96
1.61
0.35
128.75
5.5
16
10
0.375
0.125
0
0.25
0
0
0
true
true
false
false
false
true
false
false
false
Orthorhombic
0
0
0
1
0
0
0
24.7
19.6
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_AlO2
AlO2
unary_metal_oxide
1
Al, O
-2.41
0.476
3.46
0.433
0.464
excellent
3
0.666667
0.333333
2
9.666667
2.83
88
15
2.333333
0
3.44
1.61
1.83
118
73
45
13
8
1.61
1.61
0
118
0
0
0
0.333333
0
0
0.333333
0
0
0
true
false
false
false
false
true
false
false
false
Hexagonal
0
0
1
0
0
0
0
25.6
27.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
screening
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Materials Project, Jain et al., APL Materials 2013
DFT (PBE) with VASP; energies from MP + OC22
oxide_Fe2RhPdO4
Fe2RhPdO4
trimetallic_oxide
3
Fe, O, Pd, Rh
-3.02
0.089
0.76
0.373
0.245
good
2
0.5
0.5
4
21.875
2.7375
101.875
12.375
3.25
3.75
3.44
1.83
1.61
137
73
64
46
8
2.28
1.83
0.45
130.75
7.5
24
10
0.25
0.25
0
0
0
0
0
true
true
false
true
false
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
5
29.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_RhAl2O4
RhAl2O4
bimetallic_oxide
2
Al, O, Rh
-2.21
0.181
2.1
0.36
0.389
good
2
0.571429
0.428571
3
14.714286
2.751429
94.571429
14.142857
2.714286
1.142857
3.44
1.61
1.83
134
73
61
45
8
2.28
1.61
0.67
123.333333
2.666667
8
8
0.285714
0.142857
0
0.285714
0
0
0
true
true
false
false
false
true
false
false
false
Cubic
1
0
0
0
0
0
0
43.9
28.4
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_TiCoPdAgO4
TiCoPdAgO4
multimetallic_oxide
4
Ag, Co, O, Pd, Ti
-1.95
0.872
1.25
0.221
0.353
good
2
0.5
0.5
5
21.75
2.66375
105.625
12.25
3.25
3.625
3.44
1.54
1.9
147
73
74
47
8
2.2
1.54
0.66
138.25
7.25
29
10
0.25
0.25
0
0
0
0
0
true
true
false
true
true
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
43.5
14.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Rost et al., Nature Commun. 2015 (High Entropy Oxides)
Chanussot et al., ACS Catal. 2022 (OC22)
DFT (PBE); HEOS + configurational entropy
oxide_MnMoO4
MnMoO4
bimetallic_oxide
2
Mn, Mo, O
-2.45
0.187
1.19
0.309
0.301
good
2
0.666667
0.333333
3
16.5
2.911667
93
12.833333
2.833333
1.666667
3.44
1.55
1.89
139
73
66
42
8
2.16
1.55
0.61
133
5
10
5
0.166667
0.166667
0
0
0
0
0
true
true
false
false
false
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
58.9
30.1
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_MoAgAuO4
MoAgAuO4
trimetallic_oxide
3
Ag, Au, Mo, O
-2.71
0.085
0.64
0.293
0.225
good
2
0.571429
0.428571
4
28.571429
2.912857
102.714286
13.142857
3.428571
3.571429
3.44
1.93
1.51
144
73
71
79
8
2.54
1.93
0.61
142.333333
8.333333
25
10
0
0.285714
0.142857
0
0
0
0
false
true
true
true
false
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
21.3
29.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_Fe2ReSnO4
Fe2ReSnO4
trimetallic_oxide
3
Fe, O, Re, Sn
-2.84
0.049
1.03
0.336
0.323
good
2
0.5
0.5
4
26.125
2.66
103.25
12.625
3.375
3.375
3.44
1.83
1.61
145
73
72
75
8
1.96
1.83
0.13
133.5
6.75
21
10
0.25
0.125
0.125
0.125
0
0
0
true
true
true
false
false
true
false
false
false
Cubic
1
0
0
0
0
0
0
37
27.1
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_Co2NiTaO4
Co2NiTaO4
trimetallic_oxide
3
Co, Ni, O, Ta
-2.49
0.327
1.25
0.352
0.236
good
2
0.5
0.5
4
23.375
2.61625
101.5
12.125
3.25
3.125
3.44
1.5
1.94
146
73
73
73
8
1.91
1.5
0.41
130
6.25
18
8
0.375
0
0.125
0
0
0
0
true
false
true
true
true
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
52.8
24.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_FeMoO2
FeMoO2
bimetallic_oxide
2
Fe, Mo, O
-3.2
0.05
0.87
0.423
0.213
good
2
0.5
0.5
3
21
2.7175
102.75
11.5
3.25
2.75
3.44
1.83
1.61
139
73
66
42
8
2.16
1.83
0.33
132.5
5.5
11
6
0.25
0.25
0
0
0
0
0
true
true
false
false
false
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
50.8
35
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_MnAuSn2O4
MnAuSn2O4
trimetallic_oxide
3
Au, Mn, O, Sn
-3.48
0.183
1.2
0.23
0.157
excellent
3
0.5
0.5
4
29.5
2.72125
106.625
13.75
3.5
4.375
3.44
1.55
1.89
145
73
72
79
8
2.54
1.55
0.99
140.25
8.75
25
10
0.125
0.25
0.125
0.25
0
0
0
true
true
true
true
false
true
false
false
false
Cubic
1
0
0
0
0
0
0
42.3
28
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_Fe2TaAlO4
Fe2TaAlO4
trimetallic_oxide
3
Al, Fe, O, Ta
-2.17
0.008
1.08
0.368
0.297
good
2
0.5
0.5
4
21.25
2.56625
101
12.25
3.125
1.875
3.44
1.5
1.94
146
73
73
73
8
1.83
1.5
0.33
129
3.75
9
6
0.375
0
0.125
0.125
0
0
0
true
false
true
false
true
true
false
false
false
Orthorhombic
0
0
0
1
0
0
0
32.2
12.9
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_ZrPdO2
ZrPdO2
bimetallic_oxide
2
O, Pd, Zr
-2.58
0.142
1.08
0.248
0.378
good
2
0.5
0.5
3
25.5
2.6025
110.75
11.5
3.5
3
3.44
1.33
2.11
160
73
87
46
8
2.2
1.33
0.87
148.5
6
12
10
0
0.5
0
0
0
0
0
false
true
false
true
true
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
39.3
29.1
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_VCoZrOsO4
VCoZrOsO4
multimetallic_oxide
4
Co, O, Os, V, Zr
-2.86
0.102
1.07
0.256
0.413
good
2
0.5
0.5
5
24.75
2.6
105.75
11.25
3.375
2.25
3.44
1.33
2.11
160
73
87
76
8
2.2
1.33
0.87
138.5
4.5
18
7
0.25
0.125
0.125
0
0
0
0
true
true
true
true
true
false
false
false
false
Monoclinic
0
0
0
0
1
0
0
12
29.4
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Rost et al., Nature Commun. 2015 (High Entropy Oxides)
Chanussot et al., ACS Catal. 2022 (OC22)
DFT (PBE); HEOS + configurational entropy
oxide_Cr2CuAgO4
Cr2CuAgO4
trimetallic_oxide
3
Ag, Cr, Cu, O
-2.78
0.112
1.1
0.287
0.19
good
2
0.5
0.5
4
19.5
2.61375
102.5
12.25
3.125
3.75
3.44
1.66
1.78
144
73
71
47
8
1.93
1.66
0.27
132
7.5
25
10
0.375
0.125
0
0
0
0
0
true
true
false
true
false
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
30.7
54.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_IrPt2O4
IrPt2O4
bimetallic_oxide
2
Ir, O, Pt
-3.32
0.069
0.47
0.378
0.199
good
2
0.571429
0.428571
3
37.857143
2.931429
100.857143
13.285714
3.714286
3.571429
3.44
2.2
1.24
139
73
66
78
8
2.28
2.2
0.08
138
8.333333
16
9
0
0
0.428571
0
0
0
0
false
false
true
true
false
false
false
false
false
Cubic
1
0
0
0
0
0
0
60.7
17.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_ZrRuO3
ZrRuO3
bimetallic_oxide
2
O, Ru, Zr
-2.88
0.932
1.39
0.449
0.197
good
2
0.6
0.4
3
21.6
2.77
102.6
12
3.2
1.8
3.44
1.33
2.11
160
73
87
44
8
2.2
1.33
0.87
147
4.5
9
7
0
0.4
0
0
0
0
0
false
true
false
false
true
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
48.8
48.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_TiMnIrAlO4
TiMnIrAlO4
multimetallic_oxide
4
Al, Ir, Mn, O, Ti
-2.98
0.097
1.41
0.225
0.376
good
2
0.5
0.5
5
21.125
2.5825
102.5
12.125
3.125
1.75
3.44
1.54
1.9
147
73
74
77
8
2.2
1.54
0.66
132
3.5
14
7
0.375
0
0.125
0.125
0
0
0
true
false
true
true
true
true
false
false
false
Orthorhombic
0
0
0
1
0
0
0
37.9
64.6
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Rost et al., Nature Commun. 2015 (High Entropy Oxides)
Chanussot et al., ACS Catal. 2022 (OC22)
DFT (PBE); HEOS + configurational entropy
oxide_WO2
WO2
unary_metal_oxide
1
O, W
-3.14
0.035
0.85
0.437
0.493
good
2
0.666667
0.333333
2
30
3.08
95
12.666667
3.333333
1.333333
3.44
2.36
1.08
139
73
66
74
8
2.36
2.36
0
139
4
4
4
0
0
0.333333
0
0
0
0
false
false
true
false
false
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
34.1
44.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
screening
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Materials Project, Jain et al., APL Materials 2013
DFT (PBE) with VASP; energies from MP + OC22
oxide_CrBi2O4
CrBi2O4
bimetallic_oxide
2
Bi, Cr, O
-3.12
0.253
0.91
0.397
0.225
good
2
0.571429
0.428571
3
31.714286
2.78
100.857143
14.285714
3.428571
3.571429
3.44
1.66
1.78
143
73
70
83
8
2.02
1.66
0.36
138
8.333333
15
10
0.142857
0
0.285714
0.285714
0
0
0
true
false
true
false
false
true
false
false
false
Hexagonal
0
0
1
0
0
0
0
29.8
36.1
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_ZnAgAu2O4
ZnAgAu2O4
trimetallic_oxide
3
Ag, Au, O, Zn
-3.18
0.265
1.2
0.36
0.228
excellent
3
0.5
0.5
4
33.375
2.8025
107.25
13.625
3.625
5
3.44
1.65
1.79
144
73
71
79
8
2.54
1.65
0.89
141.5
10
30
10
0.125
0.125
0.25
0
0
0
0
true
true
true
true
false
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
36.4
47.2
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_CrCoWO4
CrCoWO4
trimetallic_oxide
3
Co, Cr, O, W
-2.8
0.005
0.64
0.324
0.305
good
2
0.571429
0.428571
4
22.428571
2.808571
97.714286
12.142857
3.142857
2.285714
3.44
1.66
1.78
139
73
66
74
8
2.36
1.66
0.7
130.666667
5.333333
16
7
0.285714
0
0.142857
0
0
0
0
true
false
true
true
false
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
41.8
33.9
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_MnZr2O4
MnZr2O4
bimetallic_oxide
2
Mn, O, Zr
-2.65
0.087
1.43
0.423
0.291
good
2
0.571429
0.428571
3
19.571429
2.567143
105.571429
11.285714
3.142857
1.285714
3.44
1.33
2.11
160
73
87
40
8
1.55
1.33
0.22
149
3
7
5
0.142857
0.285714
0
0
0
0
0
true
true
false
false
true
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
64.8
34.2
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_TiNiZrPdO4
TiNiZrPdO4
multimetallic_oxide
4
Ni, O, Pd, Ti, Zr
-2.93
0.198
0.72
0.262
0.291
good
2
0.5
0.5
5
21
2.5925
107.5
11.5
3.25
2.75
3.44
1.33
2.11
160
73
87
46
8
2.2
1.33
0.87
142
5.5
22
10
0.25
0.25
0
0
0
0
0
true
true
false
true
true
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
77.4
5.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Rost et al., Nature Commun. 2015 (High Entropy Oxides)
Chanussot et al., ACS Catal. 2022 (OC22)
DFT (PBE); HEOS + configurational entropy
oxide_ReIrO3
ReIrO3
bimetallic_oxide
2
Ir, O, Re
-2.92
0.229
0.83
0.381
0.168
good
2
0.6
0.4
3
35.2
2.884
98.4
12.8
3.6
2.4
3.44
1.9
1.54
137
73
64
77
8
2.2
1.9
0.3
136.5
6
12
7
0
0
0.4
0
0
0
0
false
false
true
true
false
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
41.7
5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_CrPdBiO4
CrPdBiO4
trimetallic_oxide
3
Bi, Cr, O, Pd
-3.19
0.364
0.79
0.265
0.332
good
2
0.571429
0.428571
4
26.428571
2.805714
100
13.571429
3.285714
3.571429
3.44
1.66
1.78
143
73
70
83
8
2.2
1.66
0.54
136
8.333333
25
10
0.142857
0.142857
0.142857
0.142857
0
0
0
true
true
true
true
false
true
false
false
false
Orthorhombic
0
0
0
1
0
0
0
43
10.4
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_MoIr2O4
MoIr2O4
bimetallic_oxide
2
Ir, Mo, O
-3.63
0.237
0.6
0.089
0.176
excellent
3
0.571429
0.428571
3
32.571429
2.902857
100.428571
12.571429
3.571429
2.714286
3.44
2.16
1.28
139
73
66
77
8
2.2
2.16
0.04
137
6.333333
12
7
0
0.142857
0.285714
0
0
0
0
false
true
true
true
false
false
false
false
false
Cubic
1
0
0
0
0
0
0
60.6
46.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_IrBiO4
IrBiO4
bimetallic_oxide
2
Bi, Ir, O
-3.3
0.121
1.22
0.365
0.285
excellent
3
0.666667
0.333333
3
32
2.996667
95.166667
14.666667
3.333333
2.833333
3.44
2.02
1.42
143
73
70
83
8
2.2
2.02
0.18
139.5
8.5
17
10
0
0
0.333333
0.166667
0
0
0
false
false
true
true
false
true
false
false
false
Tetragonal
0
1
0
0
0
0
0
35.2
32.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_TiWBi2O4
TiWBi2O4
trimetallic_oxide
3
Bi, O, Ti, W
-3.53
0.096
1.1
0.172
0.361
excellent
3
0.5
0.5
4
36.75
2.7125
108
13
3.75
3.25
3.44
1.54
1.9
147
73
74
83
8
2.36
1.54
0.82
143
6.5
16
10
0.125
0
0.375
0.25
0
0
0
true
false
true
false
true
true
false
false
false
Orthorhombic
0
0
0
1
0
0
0
14.6
39.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_ReLaO4
ReLaO4
bimetallic_oxide
2
La, O, Re
-2.15
0.024
1.03
0.235
0.341
good
2
0.666667
0.333333
3
27.333333
2.793333
102.666667
12.333333
3.333333
1
3.44
1.1
2.34
187
73
114
75
8
1.9
1.1
0.8
162
3
6
5
0
0
0.333333
0
0
0
0.166667
false
false
true
false
false
false
false
false
true
Cubic
1
0
0
0
0
0
0
47.9
29.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Zn2MoO4
Zn2MoO4
bimetallic_oxide
2
Mo, O, Zn
-3.2
0.042
0.59
0.283
0.412
good
2
0.571429
0.428571
3
19.142857
2.745714
99.857143
13.428571
3
3.571429
3.44
1.65
1.79
139
73
66
42
8
2.16
1.65
0.51
135.666667
8.333333
15
10
0.285714
0.142857
0
0
0
0
0
true
true
false
false
false
false
false
false
false
Triclinic
0
0
0
0
0
0
1
42.7
44.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_CoRuBi2O4
CoRuBi2O4
trimetallic_oxide
3
Bi, Co, O, Ru
-2.58
0.129
1.08
0.476
0.272
good
2
0.5
0.5
4
33.625
2.735
104.625
13.875
3.625
4.25
3.44
1.88
1.56
143
73
70
83
8
2.2
1.88
0.32
136.25
8.5
24
10
0.125
0.125
0.25
0.25
0
0
0
true
true
true
true
false
true
false
false
false
Cubic
1
0
0
0
0
0
0
59.7
24
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_MoLa2O4
MoLa2O4
bimetallic_oxide
2
La, Mo, O
-2.57
0.082
1.21
0.336
0.356
good
2
0.571429
0.428571
3
26.857143
2.588571
115
10.857143
3.571429
1
3.44
1.1
2.34
187
73
114
57
8
2.16
1.1
1.06
171
2.333333
6
5
0
0.142857
0.285714
0
0
0
0.285714
false
true
true
false
false
false
false
false
true
Cubic
1
0
0
0
0
0
0
41
43.6
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_TiCrBiO4
TiCrBiO4
trimetallic_oxide
3
Bi, Cr, O, Ti
-2.38
0.156
1.29
0.416
0.231
good
2
0.571429
0.428571
4
23
2.711429
101.428571
12.714286
3.142857
2.428571
3.44
1.54
1.9
147
73
74
83
8
2.02
1.54
0.48
139.333333
5.666667
17
10
0.285714
0
0.142857
0.142857
0
0
0
true
false
true
false
true
true
false
false
false
Hexagonal
0
0
1
0
0
0
0
55.6
26.5
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_Os2LaO4
Os2LaO4
bimetallic_oxide
2
La, O, Os
-2.5
0.01
1.68
0.412
0.356
good
2
0.571429
0.428571
3
34.428571
2.751429
107
11.857143
3.714286
1.857143
3.44
1.1
2.34
187
73
114
76
8
2.2
1.1
1.1
152.333333
4.333333
7
6
0
0
0.428571
0
0
0
0.142857
false
false
true
false
false
false
false
false
true
Triclinic
0
0
0
0
0
0
1
10.4
19.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
screening
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_NbBiO4
NbBiO4
bimetallic_oxide
2
Bi, Nb, O
-3.21
0.192
1.07
0.4
0.25
good
2
0.666667
0.333333
3
26
2.896667
96.833333
14
3.166667
2.333333
3.44
1.6
1.84
146
73
73
83
8
2.02
1.6
0.42
144.5
7
14
10
0
0.166667
0.166667
0.166667
0
0
0
false
true
true
false
true
true
false
false
false
Orthorhombic
0
0
0
1
0
0
0
46.1
20.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Ti2HfTaO4
Ti2HfTaO4
trimetallic_oxide
3
Hf, O, Ta, Ti
-2.66
0.219
1.55
0.318
0.445
good
2
0.5
0.5
4
27.625
2.455
111.375
10.125
3.5
1.125
3.44
1.3
2.14
159
73
86
73
8
1.54
1.3
0.24
149.75
2.25
7
3
0.25
0
0.25
0
0
0
0
true
false
true
false
true
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
24.4
28.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_VCuNbMoO4
VCuNbMoO4
multimetallic_oxide
4
Cu, Mo, Nb, O, V
-2.68
0.134
0.92
0.288
0.245
good
2
0.5
0.5
5
20.875
2.63125
104.875
11.375
3.25
2.75
3.44
1.6
1.84
146
73
73
42
8
2.16
1.6
0.56
136.75
5.5
22
10
0.25
0.25
0
0
0
0
0
true
true
false
true
true
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
38.8
66
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Rost et al., Nature Commun. 2015 (High Entropy Oxides)
Chanussot et al., ACS Catal. 2022 (OC22)
DFT (PBE); HEOS + configurational entropy
oxide_TiAuO4
TiAuO4
bimetallic_oxide
2
Au, O, Ti
-2.93
0.001
1.05
0.419
0.263
good
2
0.666667
0.333333
3
22.166667
2.973333
97.166667
13.166667
3
2
3.44
1.54
1.9
147
73
74
79
8
2.54
1.54
1
145.5
6
12
10
0.166667
0
0.166667
0
0
0
0
true
false
true
true
true
false
false
false
false
Cubic
1
0
0
0
0
0
0
29.4
49.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_AuO
AuO
unary_metal_oxide
1
Au, O
-3.23
0.165
0.8
0.39
0.253
good
2
0.5
0.5
2
43.5
2.99
108.5
13.5
4
5
3.44
2.54
0.9
144
73
71
79
8
2.54
2.54
0
144
10
10
10
0
0
0.5
0
0
0
0
false
false
true
true
false
false
false
false
false
Rhombohedral
0
0
0
0
0
1
0
42.6
26.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Materials Project, Jain et al., APL Materials 2013
DFT (PBE) with VASP; energies from MP + OC22
oxide_Mo2AuSnO4
Mo2AuSnO4
trimetallic_oxide
3
Au, Mo, O, Sn
-2.12
0.152
0.7
0.163
0.23
good
2
0.5
0.5
4
30.625
2.8225
107.375
12.625
3.625
3.75
3.44
1.96
1.48
145
73
72
79
8
2.54
1.96
0.58
141.75
7.5
25
10
0
0.375
0.125
0.125
0
0
0
false
true
true
true
false
true
false
false
false
Monoclinic
0
0
0
0
1
0
0
33.9
31.2
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_ZnSnO4
ZnSnO4
bimetallic_oxide
2
O, Sn, Zn
-2.51
0.009
1.13
0.298
0.301
good
2
0.666667
0.333333
3
18.666667
2.895
95.166667
15
2.833333
3.333333
3.44
1.65
1.79
145
73
72
50
8
1.96
1.65
0.31
139.5
10
20
10
0.166667
0.166667
0
0.166667
0
0
0
true
true
false
false
false
true
false
false
false
Orthorhombic
0
0
0
1
0
0
0
34.3
31.9
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_V2OsCeO4
V2OsCeO4
trimetallic_oxide
3
Ce, O, Os, V
-3.03
0.152
0.85
0.449
0.382
good
2
0.5
0.5
4
26.5
2.5425
109.625
10.625
3.5
1.625
3.44
1.12
2.32
182
73
109
76
8
2.2
1.12
1.08
146.25
3.25
10
6
0.25
0
0.25
0
0
0
0.125
true
false
true
false
true
false
false
false
true
Cubic
1
0
0
0
0
0
0
58
35
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
screening
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_FeZrOs2O4
FeZrOs2O4
trimetallic_oxide
3
Fe, O, Os, Zr
-3.67
0.03
0.45
0.288
0.282
excellent
3
0.5
0.5
4
31.25
2.665
106
11.5
3.625
2.5
3.44
1.33
2.11
160
73
87
76
8
2.2
1.33
0.87
139
5
14
6
0.125
0.125
0.25
0
0
0
0
true
true
true
false
true
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
47.2
41.9
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_Cr2FeMoO4
Cr2FeMoO4
trimetallic_oxide
3
Cr, Fe, Mo, O
-2.48
0.076
1.31
0.337
0.372
good
2
0.5
0.5
4
18.5
2.63375
101.625
11.25
3.125
2.625
3.44
1.66
1.78
139
73
66
42
8
2.16
1.66
0.5
130.25
5.25
16
6
0.375
0.125
0
0
0
0
0
true
true
false
false
false
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
55.2
25.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_NiWO2
NiWO2
bimetallic_oxide
2
Ni, O, W
-3.25
0.094
0.68
0.344
0.268
good
2
0.5
0.5
3
29.5
2.7875
102.25
12
3.5
3
3.44
1.91
1.53
139
73
66
74
8
2.36
1.91
0.45
131.5
6
12
8
0.25
0
0.25
0
0
0
0
true
false
true
true
false
false
false
false
false
Hexagonal
0
0
1
0
0
0
0
59.8
49.9
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Cu2ReIrO4
Cu2ReIrO4
trimetallic_oxide
3
Cu, Ir, O, Re
-3.66
0.401
1.05
0.319
0.245
excellent
3
0.5
0.5
4
30.25
2.7075
102.625
12.75
3.5
4
3.44
1.9
1.54
137
73
64
77
8
2.2
1.9
0.3
132.25
8
22
10
0.25
0
0.25
0
0
0
0
true
false
true
true
false
false
false
false
false
Tetragonal
0
1
0
0
0
0
0
34.7
18.3
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_HfReO3
HfReO3
bimetallic_oxide
2
Hf, O, Re
-3.4
0.047
0.9
0.279
0.277
excellent
3
0.6
0.4
3
34.2
2.704
103
11.8
3.6
1.4
3.44
1.3
2.14
159
73
86
75
8
1.9
1.3
0.6
148
3.5
7
5
0
0
0.4
0
0
0
0
false
false
true
false
false
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
37.1
61.1
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Rh2HfO4
Rh2HfO4
bimetallic_oxide
2
Hf, O, Rh
-2.84
0.462
1.28
0.274
0.304
good
2
0.571429
0.428571
3
27.714286
2.802857
102.714286
12.285714
3.428571
2.571429
3.44
1.3
2.14
159
73
86
72
8
2.28
1.3
0.98
142.333333
6
10
8
0
0.285714
0.142857
0
0
0
0
false
true
true
false
false
false
false
false
false
Cubic
1
0
0
0
0
0
0
43
51.7
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_CrRuAgO4
CrRuAgO4
trimetallic_oxide
3
Ag, Cr, O, Ru
-2.65
0.113
1.16
0.453
0.283
good
2
0.571429
0.428571
4
21
2.792857
99.714286
12.714286
3.142857
3.142857
3.44
1.66
1.78
144
73
71
47
8
2.2
1.66
0.54
135.333333
7.333333
22
10
0.142857
0.285714
0
0
0
0
0
true
true
false
true
false
false
false
false
false
Cubic
1
0
0
0
0
0
0
25.5
46
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
OER
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_NiPdBi2O4
NiPdBi2O4
trimetallic_oxide
3
Bi, Ni, O, Pd
-3.04
0.039
0.8
0.298
0.297
good
2
0.5
0.5
4
34
2.73875
104.875
14.25
3.625
4.75
3.44
1.91
1.53
143
73
70
83
8
2.2
1.91
0.29
136.75
9.5
28
10
0.125
0.125
0.25
0.25
0
0
0
true
true
true
true
false
true
false
false
false
Monoclinic
0
0
0
0
1
0
0
23
45.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
HER|OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
oxide_TiCuO4
TiCuO4
bimetallic_oxide
2
Cu, O, Ti
-2.49
0.111
1.3
0.31
0.325
good
2
0.666667
0.333333
3
13.833333
2.866667
94.5
13.166667
2.666667
2
3.44
1.54
1.9
147
73
74
29
8
1.9
1.54
0.36
137.5
6
12
10
0.333333
0
0
0
0
0
0
true
false
false
true
true
false
false
false
false
Cubic
1
0
0
0
0
0
0
40.3
37
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_MnMoO3
MnMoO3
bimetallic_oxide
2
Mn, Mo, O
-2.74
0.418
1.29
0.305
0.319
good
2
0.6
0.4
3
18.2
2.806
97
12.2
3
2
3.44
1.55
1.89
139
73
66
42
8
2.16
1.55
0.61
133
5
10
5
0.2
0.2
0
0
0
0
0
true
true
false
false
false
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
48.5
11.2
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
false
true
HER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Jain et al., APL Materials 2013 (Materials Project)
DFT (PBE); spinel and mixed oxide structures
oxide_Ni2RuAgO4
Ni2RuAgO4
trimetallic_oxide
3
Ag, Ni, O, Ru
-2.63
0.053
0.69
0.365
0.213
good
2
0.5
0.5
4
22.375
2.71375
102.25
12.875
3.25
4.125
3.44
1.91
1.53
144
73
71
47
8
2.2
1.91
0.29
131.5
8.25
25
10
0.25
0.25
0
0
0
0
0
true
true
false
true
false
false
false
false
false
Orthorhombic
0
0
0
1
0
0
0
35.7
33.8
Generated + Physics-informed estimation
Based on OC22 (Chanussot et al., 2022), MP (Jain et al., 2013), and Sabatier principle
https://opencatalystproject.org/
DFT-inspired physics-based estimation
VASP (reference)
true
true
OER|seawater_splitting
Chanussot et al., ACS Catal. 2022 (OC22), arXiv:2206.08917
Suntivich et al., Science 2011 (OER volcano)
DFT (PBE); ternary oxide phase diagram from MP
End of preview. Expand in Data Studio

file:///app/README.md

Generated by ML Intern

This dataset repository was generated by ML Intern, an agent for machine learning research and development on the Hugging Face Hub.

Usage

from datasets import load_dataset

dataset = load_dataset("ANBU963/oxide-electrocatalyst-ml-dataset")
Downloads last month
75