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| 2025-06-18T12:48:56 | 1000630151906064172035840171946705107630525438572168825903997700304933716886540382937604419065763113811223760826657549254560428151833021177009762399790213 | CO_1000630151906064172035840 | OMol25_train_4M | [
"Daniel S. Levine",
"Muhammed Shuaibi",
"Evan Walter Clark Spotte-Smith",
"Michael G. Taylor",
"Muhammad R. Hasyim",
"Kyle Michel",
"Ilyes Batatia",
"Gábor Csányi",
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| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| CC-BY-4.0 | {'source-publication': 'https://doi.org/10.48550/arXiv.2505.08762', 'source-data': 'https://huggingface.co/facebook/OMol25', 'other': None} | null | 10382328551801309838468917688819353282268196554419156605156160996020197214316624755887037769709401024918008582760438565827889056727585001781110723237179842 | DS_k8m3sm6ves4u_0 | OMol25_train_4M__Levine-Shuaibi-Spotte-Smith-Taylor-Hasyim-Michel-Batatia-Csanyi-Dzamba-Eastman-Frey-Fu-Gharakhanyan-Krishnapriyan-Rackers-Raja-Rizvi-Rosen-Ulissi-Vargas-Zitnick-Blau-Wood__DS_k8m3sm6ves4u_0 |
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compatible with AutoTRAH.Switching AutoTRAH off"], "hash": "4689127626889402437210999385204935799348799223134807077960999216995315160865537670813599293828935610868732247617169097451945211211623597771891583187556363", "id": "MD_4689127626889402437210999"} | MD_4689127626889402437210999 | 2025-06-18T12:48:12 | 11985611853203777041283660523038403818504695744276041064919067533542062685850963708288534967246108657694134667121580806115513403201247072160017560545112871 | PO_1198561185320377704128366 | null | null | null | [
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| 2025-06-18T12:48:02 | 10012437364059068641140061719538838592688985333007168733836363500902198649556231507213037061783281380048285155103551368559501343546915537151710141740760398 | CO_1001243736405906864114006 | OMol25_train_4M | [
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"Michael G. Taylor",
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"Kyle Michel",
"Ilyes Batatia",
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| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| null | 0.889926 | 0.192292 | {"basis_set": "def2-TZVPD", "charge": -1, "composition": "C19H40I1In1N1O8", "data_id": "elytes", "homo_energy": [-4.752740683015983], "homo_lumo_gap": [5.976790460550094], "input": "RI-J, COSX, DEFGRID3", "integrated_densities": [135.9999812472, 135.9999812472, 271.9999624944], "lowdin_charges": [-0.072619, -0.150922, -0.525263, 0.096469, -0.029033, -0.247398, -0.290401, 0.210542, -0.079398, -0.329888, -0.392538, -0.030972, 0.078758, 0.068475, 0.068206, 0.079585, 0.115776, 0.08916, 0.114477, 0.016756, 0.023737, -0.10836, 0.025357, 0.025993, 0.093121, 0.075447, 0.051459, 0.037203, 0.106973, -0.525368, -0.004312, -0.239556, -0.061996, 0.00612, 0.110008, 0.122118, 0.063001, 0.076452, 0.081724, 0.07887, 0.089087, 0.065915, 0.101913, -0.512196, -0.005179, -0.23028, -0.060161, 0.011286, 0.102923, 0.12429, 0.07004, 0.06744, 0.082273, 0.098526, 0.09609, 0.030737, 0.095646, -0.507739, -0.006277, -0.229832, -0.059871, 0.018966, 0.11321, 0.124483, 0.069676, 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"reference_source": null, "s_squared": 0.0, "s_squared_dev": 0.0, "source": "omol/electrolytes/solvated_090624/tetrahydroindate_mol1838_solv9_-1_1/step4/orca.tar.zst", "spin": 1, "unrestricted": false, "warnings": ["B97M-V or wB97M-V functional requested.libXC variant has now been activated.Any manually given DFX/HFX/RangeSep scaling parameters are IGNORED!", "Analytic gradients for DFT-NL dispersion can only be done using the self-consistent method,Switching to SCNL", "Self-consistent DFT-NL dispersion not compatible with AutoTRAH.Switching AutoTRAH off"], "hash": "10276020244998931363549122358905347144753344774153389655282838691248187097248526906714773687963924293120448932707914452503125534707390998577826554775347272", "id": "MD_1027602024499893136354912"} | MD_1027602024499893136354912 | 2025-06-18T12:48:11 | 13037898121558950798062522124487003132132082808401178554367842545490248861981602542700376484301928571050299234832236701256076130971179409497387176578997365 | PO_1303789812155895079806252 | null | null | null | [
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| 2025-06-18T12:48:01 | 10014610158330509570573947450215851894194122133401131319053288864194018848048101668698693389358634354268410231359721891032213731703540569617888817088078132 | CO_1001461015833050957057394 | OMol25_train_4M | [
"Daniel S. Levine",
"Muhammed Shuaibi",
"Evan Walter Clark Spotte-Smith",
"Michael G. Taylor",
"Muhammad R. Hasyim",
"Kyle Michel",
"Ilyes Batatia",
"Gábor Csányi",
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"Xiang Fu",
"Vahe Gharakhanyan",
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"Andrew S. Rosen",
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| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| CC-BY-4.0 | {'source-publication': 'https://doi.org/10.48550/arXiv.2505.08762', 'source-data': 'https://huggingface.co/facebook/OMol25', 'other': None} | null | 10382328551801309838468917688819353282268196554419156605156160996020197214316624755887037769709401024918008582760438565827889056727585001781110723237179842 | DS_k8m3sm6ves4u_0 | OMol25_train_4M__Levine-Shuaibi-Spotte-Smith-Taylor-Hasyim-Michel-Batatia-Csanyi-Dzamba-Eastman-Frey-Fu-Gharakhanyan-Krishnapriyan-Rackers-Raja-Rizvi-Rosen-Ulissi-Vargas-Zitnick-Blau-Wood__DS_k8m3sm6ves4u_0 |
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| 2025-06-18T12:48:00 | 10019496581597033595086039072502163026164506167278718340821712553466916298869778501909614835042242860196172900150107482019784162630482510432140672536027733 | CO_1001949658159703359508603 | OMol25_train_4M | [
"Daniel S. Levine",
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"Evan Walter Clark Spotte-Smith",
"Michael G. Taylor",
"Muhammad R. Hasyim",
"Kyle Michel",
"Ilyes Batatia",
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| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| CC-BY-4.0 | {'source-publication': 'https://doi.org/10.48550/arXiv.2505.08762', 'source-data': 'https://huggingface.co/facebook/OMol25', 'other': None} | null | 10382328551801309838468917688819353282268196554419156605156160996020197214316624755887037769709401024918008582760438565827889056727585001781110723237179842 | DS_k8m3sm6ves4u_0 | OMol25_train_4M__Levine-Shuaibi-Spotte-Smith-Taylor-Hasyim-Michel-Batatia-Csanyi-Dzamba-Eastman-Frey-Fu-Gharakhanyan-Krishnapriyan-Rackers-Raja-Rizvi-Rosen-Ulissi-Vargas-Zitnick-Blau-Wood__DS_k8m3sm6ves4u_0 |
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SCNL", "Self-consistent DFT-NL dispersion not compatible with AutoTRAH.Switching AutoTRAH off"], "hash": "12339677708909472981304632377087763446094206513756337584241291057670853706688310026915096302393087308119403913589191697892002653828848336940421903168492405", "id": "MD_1233967770890947298130463"} | MD_1233967770890947298130463 | 2025-06-18T12:48:10 | 1303976884663462523843659373868789136956879018604878519196402233350412513066726201335354685452705989716637581764422010826956972314176756831310067964167012 | PO_1303976884663462523843659 | null | null | null | [
"OMol25_train_4M_data0074_40348"
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| [
"DS_k8m3sm6ves4u_0"
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| 2025-06-18T12:48:00 | 10021383734521786025154544239139133920266452721411241558559198533471976502417983121031325545938691750476148943628876247863017269044957359979580709453947296 | CO_1002138373452178602515454 | OMol25_train_4M | [
"Daniel S. Levine",
"Muhammed Shuaibi",
"Evan Walter Clark Spotte-Smith",
"Michael G. Taylor",
"Muhammad R. Hasyim",
"Kyle Michel",
"Ilyes Batatia",
"Gábor Csányi",
"Misko Dzamba",
"Peter Eastman",
"Nathan C. Frey",
"Xiang Fu",
"Vahe Gharakhanyan",
"Aditi S. Krishnapriyan",
"Joshua A. Rackers",
"Sanjeev Raja",
"Ammar Rizvi",
"Andrew S. Rosen",
"Zachary Ulissi",
"Santiago Vargas",
"C. Lawrence Zitnick",
"Samuel M. Blau",
"Brandon M. Wood"
]
| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| CC-BY-4.0 | {'source-publication': 'https://doi.org/10.48550/arXiv.2505.08762', 'source-data': 'https://huggingface.co/facebook/OMol25', 'other': None} | null | 10382328551801309838468917688819353282268196554419156605156160996020197214316624755887037769709401024918008582760438565827889056727585001781110723237179842 | DS_k8m3sm6ves4u_0 | OMol25_train_4M__Levine-Shuaibi-Spotte-Smith-Taylor-Hasyim-Michel-Batatia-Csanyi-Dzamba-Eastman-Frey-Fu-Gharakhanyan-Krishnapriyan-Rackers-Raja-Rizvi-Rosen-Ulissi-Vargas-Zitnick-Blau-Wood__DS_k8m3sm6ves4u_0 |
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30.649774105402173, "num_atoms": 76, "num_ecp_electrons": 60, "num_electrons": 308, "property_keys": {"atomic-forces": "forces", "energy": "energy"}, "reference_source": "s3://opencatalysisdata/archive/hot/omol/metal_organics/outputs_070324/126188_1_2_3/step3/orca.tar.zst", "s_squared": 2.005385, "s_squared_dev": 0.005385, "source": "omol/metal_organics/restart5to6/job_1741348896_ddb9a5d14050/orca.tar.zst", "spin": 3, "unrestricted": true, "warnings": ["B97M-V or wB97M-V functional requested.libXC variant has now been activated.Any manually given DFX/HFX/RangeSep scaling parameters are IGNORED!", "your system is open-shell and RHF/RKS was chosenWILL SWITCH to UHF/UKS", "Analytic gradients for DFT-NL dispersion can only be done using the self-consistent method,Switching to SCNL", "Self-consistent DFT-NL dispersion not compatible with AutoTRAH.Switching AutoTRAH off"], "hash": "7227856932102831163568862447604530267839029236074227690530380588705883155926734253403792097704847687976586894223725442603241241228504393369680184009576789", "id": "MD_7227856932102831163568862"} | MD_7227856932102831163568862 | 2025-06-18T12:49:09 | 2093544629327705641163905836842265978310115401897465798977791241072688628194240813804597910262093502558750869966829372812316997551907098574535927238043383 | PO_2093544629327705641163905 | null | null | null | [
"OMol25_train_4M_data0074_42801"
]
| [
"DS_k8m3sm6ves4u_0"
]
| 2025-06-18T12:48:57 | 10072020098293628882185833638664877318210726375472264344568539684909070049767948190525360610482170500674041014489403788214323821043969709284315758985274389 | CO_1007202009829362888218583 | OMol25_train_4M | [
"Daniel S. Levine",
"Muhammed Shuaibi",
"Evan Walter Clark Spotte-Smith",
"Michael G. Taylor",
"Muhammad R. Hasyim",
"Kyle Michel",
"Ilyes Batatia",
"Gábor Csányi",
"Misko Dzamba",
"Peter Eastman",
"Nathan C. Frey",
"Xiang Fu",
"Vahe Gharakhanyan",
"Aditi S. Krishnapriyan",
"Joshua A. Rackers",
"Sanjeev Raja",
"Ammar Rizvi",
"Andrew S. Rosen",
"Zachary Ulissi",
"Santiago Vargas",
"C. Lawrence Zitnick",
"Samuel M. Blau",
"Brandon M. Wood"
]
| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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]
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| CC-BY-4.0 | {'source-publication': 'https://doi.org/10.48550/arXiv.2505.08762', 'source-data': 'https://huggingface.co/facebook/OMol25', 'other': None} | null | 10382328551801309838468917688819353282268196554419156605156160996020197214316624755887037769709401024918008582760438565827889056727585001781110723237179842 | DS_k8m3sm6ves4u_0 | OMol25_train_4M__Levine-Shuaibi-Spotte-Smith-Taylor-Hasyim-Michel-Batatia-Csanyi-Dzamba-Eastman-Frey-Fu-Gharakhanyan-Krishnapriyan-Rackers-Raja-Rizvi-Rosen-Ulissi-Vargas-Zitnick-Blau-Wood__DS_k8m3sm6ves4u_0 |
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| 2025-06-18T12:48:01 | 10137077650933422884313232001073734717710148027454630844786393987263970075694208690587130309548502787075768892679257984148650032818534102576494702090806596 | CO_1013707765093342288431323 | OMol25_train_4M | [
"Daniel S. Levine",
"Muhammed Shuaibi",
"Evan Walter Clark Spotte-Smith",
"Michael G. Taylor",
"Muhammad R. Hasyim",
"Kyle Michel",
"Ilyes Batatia",
"Gábor Csányi",
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"Xiang Fu",
"Vahe Gharakhanyan",
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"Andrew S. Rosen",
"Zachary Ulissi",
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| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| CC-BY-4.0 | {'source-publication': 'https://doi.org/10.48550/arXiv.2505.08762', 'source-data': 'https://huggingface.co/facebook/OMol25', 'other': None} | null | 10382328551801309838468917688819353282268196554419156605156160996020197214316624755887037769709401024918008582760438565827889056727585001781110723237179842 | DS_k8m3sm6ves4u_0 | OMol25_train_4M__Levine-Shuaibi-Spotte-Smith-Taylor-Hasyim-Michel-Batatia-Csanyi-Dzamba-Eastman-Frey-Fu-Gharakhanyan-Krishnapriyan-Rackers-Raja-Rizvi-Rosen-Ulissi-Vargas-Zitnick-Blau-Wood__DS_k8m3sm6ves4u_0 |
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"s3://opencatalysisdata/archive/hot/omol/metal_organics/outputs_061824/132114_8_-1_1/step3/orca.tar.zst", "s_squared": 0.0, "s_squared_dev": 0.0, "source": "omol/metal_organics/restart5to6/job_1741461139_30f2f677ea52/orca.tar.zst", "spin": 1, "unrestricted": true, "warnings": ["Old DensityContainer found on disk!Will remove this file -If you want to keep old densities, please start your calculation with a different basename.", "B97M-V or wB97M-V functional requested.libXC variant has now been activated.Any manually given DFX/HFX/RangeSep scaling parameters are IGNORED!", "Analytic gradients for DFT-NL dispersion can only be done using the self-consistent method,Switching to SCNL", "Self-consistent DFT-NL dispersion not compatible with AutoTRAH.Switching AutoTRAH off"], "hash": "6488979932330469079422743044553286978381964864189197884575335095462398479076839707861906381010576433761139143334499054753442476704012828429155025832577396", "id": "MD_6488979932330469079422743"} | MD_6488979932330469079422743 | 2025-06-18T12:48:11 | 12227289532157736293607608893782972889233277001852473069854010273867069885755568450248975927848179977040200380353603798829191843000924675637562375468105116 | PO_1222728953215773629360760 | null | null | null | [
"OMol25_train_4M_data0074_41607"
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| [
"DS_k8m3sm6ves4u_0"
]
| 2025-06-18T12:48:01 | 10154114137141253479635170861846676517596109770825397289314772912216921015407491994838160439393790043383634301574739412905595228047605705363480819805879006 | CO_1015411413714125347963517 | OMol25_train_4M | [
"Daniel S. Levine",
"Muhammed Shuaibi",
"Evan Walter Clark Spotte-Smith",
"Michael G. Taylor",
"Muhammad R. Hasyim",
"Kyle Michel",
"Ilyes Batatia",
"Gábor Csányi",
"Misko Dzamba",
"Peter Eastman",
"Nathan C. Frey",
"Xiang Fu",
"Vahe Gharakhanyan",
"Aditi S. Krishnapriyan",
"Joshua A. Rackers",
"Sanjeev Raja",
"Ammar Rizvi",
"Andrew S. Rosen",
"Zachary Ulissi",
"Santiago Vargas",
"C. Lawrence Zitnick",
"Samuel M. Blau",
"Brandon M. Wood"
]
| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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"Te",
"Ti",
"Tl",
"Tm",
"V",
"W",
"Xe",
"Y",
"Yb",
"Zn",
"Zr"
]
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| 2025-06-18T12:48:00 | 10213980765893729954987007023074278386646479448115718112809133086301712274144273759987436973335046437355926291067649411341258125091905095712645540370933701 | CO_1021398076589372995498700 | OMol25_train_4M | [
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"Andrew S. Rosen",
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| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| 2025-06-18T12:48:01 | 1025602134690979555848242302701252125411228848548136152790717353687034138904944583891501996558319019780296354615519243346057977568578491943873071077638943 | CO_1025602134690979555848242 | OMol25_train_4M | [
"Daniel S. Levine",
"Muhammed Shuaibi",
"Evan Walter Clark Spotte-Smith",
"Michael G. Taylor",
"Muhammad R. Hasyim",
"Kyle Michel",
"Ilyes Batatia",
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| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| CC-BY-4.0 | {'source-publication': 'https://doi.org/10.48550/arXiv.2505.08762', 'source-data': 'https://huggingface.co/facebook/OMol25', 'other': None} | null | 10382328551801309838468917688819353282268196554419156605156160996020197214316624755887037769709401024918008582760438565827889056727585001781110723237179842 | DS_k8m3sm6ves4u_0 | OMol25_train_4M__Levine-Shuaibi-Spotte-Smith-Taylor-Hasyim-Michel-Batatia-Csanyi-Dzamba-Eastman-Frey-Fu-Gharakhanyan-Krishnapriyan-Rackers-Raja-Rizvi-Rosen-Ulissi-Vargas-Zitnick-Blau-Wood__DS_k8m3sm6ves4u_0 |
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| 2025-06-18T12:48:00 | 10271041094063228557392823606889003058483794411272318156351101605773041441796668471245096258732787960655213197516317346047287034463448051380471561798326615 | CO_1027104109406322855739282 | OMol25_train_4M | [
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| The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory. | [
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| CC-BY-4.0 | {'source-publication': 'https://doi.org/10.48550/arXiv.2505.08762', 'source-data': 'https://huggingface.co/facebook/OMol25', 'other': None} | null | 10382328551801309838468917688819353282268196554419156605156160996020197214316624755887037769709401024918008582760438565827889056727585001781110723237179842 | DS_k8m3sm6ves4u_0 | OMol25_train_4M__Levine-Shuaibi-Spotte-Smith-Taylor-Hasyim-Michel-Batatia-Csanyi-Dzamba-Eastman-Frey-Fu-Gharakhanyan-Krishnapriyan-Rackers-Raja-Rizvi-Rosen-Ulissi-Vargas-Zitnick-Blau-Wood__DS_k8m3sm6ves4u_0 |
Cite this dataset
Levine, D. S., Shuaibi, M., Spotte-Smith, E. W. C., Taylor, M. G., Hasyim, M. R., Michel, K., Batatia, I., Csányi, G., Dzamba, M., Eastman, P., Frey, N. C., Fu, X., Gharakhanyan, V., Krishnapriyan, A. S., Rackers, J. A., Raja, S., Rizvi, A., Rosen, A. S., Ulissi, Z., Vargas, S., Zitnick, C. L., Blau, S. M., and Wood, B. M. OMol25 train 4M. ColabFit, 2025. https://doi.org/None
View on the ColabFit Exchange
https://materials.colabfit.org/id/DS_k8m3sm6ves4u_0
Dataset Name
OMol25 train 4M
Description
The Train 4M set from OMol25 (~4 million structure training subset). From the dataset creator: OMol25 represents the largest high quality molecular DFT dataset spanning biomolecules, metal complexes, electrolytes, and community datasets. OMol25 was generated at the ω B97M-V/def2-TZVPD level of theory.
Additional details stored in dataset columns prepended with "dataset_".
Dataset authors
Daniel S. Levine, Muhammed Shuaibi, Evan Walter Clark Spotte-Smith, Michael G. Taylor, Muhammad R. Hasyim, Kyle Michel, Ilyes Batatia, Gábor Csányi, Misko Dzamba, Peter Eastman, Nathan C. Frey, Xiang Fu, Vahe Gharakhanyan, Aditi S. Krishnapriyan, Joshua A. Rackers, Sanjeev Raja, Ammar Rizvi, Andrew S. Rosen, Zachary Ulissi, Santiago Vargas, C. Lawrence Zitnick, Samuel M. Blau, Brandon M. Wood
Publication
https://doi.org/10.48550/arXiv.2505.08762
Original data link
https://huggingface.co/facebook/OMol25
License
CC-BY-4.0
Number of unique molecular configurations
3986754
Number of atoms
218680957
Elements included
Ag, Al, Ar, As, Au, B, Ba, Be, Bi, Br, C, Ca, Cd, Ce, Cl, Co, Cr, Cs, Cu, Dy, Er, Eu, F, Fe, Ga, Gd, Ge, H, He, Hf, Hg, Ho, I, In, Ir, K, Kr, La, Li, Lu, Mg, Mn, Mo, N, Na, Nb, Nd, Ne, Ni, O, Os, P, Pb, Pd, Pm, Pr, Pt, Rb, Re, Rh, Ru, S, Sb, Sc, Se, Si, Sm, Sn, Sr, Ta, Tb, Tc, Te, Ti, Tl, Tm, V, W, Xe, Y, Yb, Zn, Zr
Properties included
energy, atomic forces
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