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    Y6

  1. A metrics-driven framework for a circular chemical industry
    Pérez-Ramírez, Guillén-Gosálbez. Associated publication: 10.1016/j.checir.2026.100009.
    Dataset
  2. Data for Alloying Co with Pt balances CO2 and methane activation in dry reforming of methane
    Müller. Associated publication: 10.1016/j.jcat.2026.116819.
    DatasetStructural characterizationStructure-spectra relationshipStructure-performance relationship
  3. Data for How Does the Ni–Ga Alloy Structure Tune Methanol Productivity and Selectivity?
    Müller. Associated publication: 10.1021/acscatal.5c02008.
    Datasetcompound characterizationreaction optimization
  4. Data set Life Cycle Assessment Letermovir
    Carreira, Pérez-Ramírez, Guillén-Gosálbez. Associated publication: 10.1021/jacs.5c14470.
    Dataset
  5. Dataset for "Tightly yet Dynamically Bound Aliphatic Guanidinium Ligands for Lead Halide Perovskite Nanocrystals"
    Kovalenko. Associated publication: 10.1021/jacs.5c09354.
    Datasetproperty predictionStructure-performance relationshipreaction optimizationcatalyst screening
  6. Dataset for Electrochemical control over carrier density of InAs quantum dots
    Kovalenko. Associated publication: 10.1021/jacs.5c21128.
    DatasetStructural characterizationcompound characterization
  7. Dataset: A feasible methanol economy for a green future
    Pérez-Ramírez, Guillén-Gosálbez. Associated publication: 10.1039/d5gc04615g.
    Dataset
  8. Depolymerization-Induced Morphological Transformation
    Anastasaki. Associated publication: 10.1021/jacs.5c18937.
    Datasetreaction optimization
  9. FORMED
    Corminboeuf. Associated publication: 10.1039/d5sc03184b.
    Dataset
  10. GEMS: Resolving Data Bias Improves Generalization in Binding Affinity Prediction
    Buller. Associated publication: 10.1038/s42256-025-01124-5.
    DatasetEnzyme EngineeringEnzmye selectionComputational modeling
  11. Saturn
    Schwaller. Associated publication: 10.1038/s42256-026-01200-4.
    Software
  12. camlab-ethz/GEMS: GEMS Release v1.0
    Buller. Associated publication: 10.1038/s42256-025-01124-5.
    Datasetproperty prediction
  13. e-CO2R multiscale modelling
    Haussener. Associated publication: 10.1038/s41929-025-01399-2.
    Dataset
  14. le-schlo/InvEnT: Initial release
    Jorner. Associated publication: 10.1021/jacs.5c20087.
    Datasetcatalyst screening
  15. polyLOP
    Hellweg, Wang. Associated publication: 10.1021/acs.est.5c08703.
    Software
  16. Y5

  17. A Multimodal Spectroscopic Dataset for Chemistry
    Laino. Associated publication: 10.1039/d5dd00131e.
    DatasetTraining set selection
  18. CIBO
    Waser, Corminboeuf. Associated publication: 10.1039/d4dd00225c.
    Softwarereaction optimization
  19. CyclAmidImid
    Buller. Associated publication: 10.1021/acscatal.4c04474.
    DatasetEnzmye selection
  20. EnzyMS
    Buller. Associated publication: 10.1016/j.checat.2025.101445.
    SoftwareEnzmye selection
  21. From Spectra to Structure: AI-Powered 31P-NMR Interpretation
    Laino. Associated publication: 10.1021/acs.analchem.5c01460.
    DatasetTraining set selection
  22. GEMS
    Buller. Associated publication: 10.1101/2024.12.09.627482.
    DatasetEnzyme Engineering
  23. ILPSelect
    Corminboeuf. Associated publication: 10.1088/2632-2153/adcd38.
    SoftwareTraining set selection
  24. Inverse design of singlet fission materials with uncertainty-controlled genetic optimization
    Corminboeuf, Jorner. Associated publication: 10.1002/anie.202415056.
    DatasetInverse designSinglet fission
  25. Leveraging Infrared Spectroscopy for Automated Structure Elucidation
    Laino. Associated publication: 10.1039/d5dd00131e.
    DatasetTraining set selection
  26. LitChemPlast database
    Hellweg, Wang. Associated publication: 10.1021/acs.estlett.4c00355.
    Dataset
  27. PSE evolve
    Luterbacher. Associated publications: 10.1021/acssuschemeng.4c03799, 10.1016/j.cej.2024.153524.
    Dataset
  28. PlastChem
    Wang. Associated publication: 10.1038/s41586-025-09184-8.
    DatasetTraining set selection
  29. Pulpo Methanol Case: Case study code & figures
    Guillén-Gosálbez. Associated publication: 10.1111/jiec.13561.
    Software
  30. Spectral data
    Morandi. Associated publication: 10.1021/jacs.5c01707.
    Datasetcompound characterization
  31. TBHubbard Dataset
    Laino. Associated publication: 10.1038/s41597-025-06054-w.
    DatasetTraining set selection
  32. biomass_sourcing
    Hellweg, Wang, Guillén-Gosálbez. Associated publication: 10.1021/acs.est.4c03005.
    Model
  33. rlaplaza/spock: Release for the manuscript
    Corminboeuf. Associated publication: 10.1021/acscatal.5c00412.
    Software
  34. sfa_flooring
    Hellweg, Wang. Associated publication: 10.1021/acs.est.4c04164.
    Model
  35. Y4

  36. ART Polymerization Networks
    Reiher. Associated publication: 10.1021/acs.jcim.3c00102.
    Dataset
  37. MHNN: Molecular Hypergraph Neural Networks
    Schwaller. Associated publication: 10.1063/5.0193557.
    Software
  38. philpreikschas/operando-ir: v0.1.1
    Pérez-Ramírez. Associated publication: 10.1038/s41467-024-47447-6.
    Dataset
  39. M-ZnZrOx
    Associated publication: 10.1038/s41467-024-47447-6.
    Dataset
  40. NC_proximity_effects_TEM
    Pérez-Ramírez. Associated publication: 10.1002/adma.202307991.
    Dataset
  41. Clipboard-to-SMILES-Converter
    Laino, Schwaller. Associated publication: 10.1002/ail2.91.
    Software
  42. FG-dataset
    Associated publication: 10.1038/s43588-023-00437-y.
    Dataset
  43. HSQC0
    Luterbacher. Associated publication: 10.1002/ange.202404442.
    Software
  44. amuse
    Associated publication: 10.1039/d3dd00163f.
    Software
  45. operando-ir
    Pérez-Ramírez. Associated publication: 10.1038/s41467-024-47447-6.
    Software
  46. reply-physics-reactions
    Corminboeuf. Associated publication: 10.1088/2632-2153/acee43.
    Software
  47. sac_ml
    Associated publications: 10.1039/d3ta05898k, 10.1021/acs.jpcc.4c03232.
    Dataset
  48. Dataset of biocatalyzed reactions
    Laino. Associated publication: 10.1016/j.csbj.2024.04.012.
    DatasetEnzyme Engineering
  49. Designer phospholipid capping ligands for soft metal halide nanocrystals
    Kovalenko. Associated publication: 10.1038/s41586-023-06932-6.
    Datasetcompound characterization
  50. Environmental footprint of Internet consumption
    Guillén-Gosálbez. Associated publication: 10.1038/s41467-024-47621-w.
    Dataset
  51. https://doi.org/10.5281/zenodo.12514988
    Bödi, Luterbacher. Associated publication: 10.1038/s41467-024-50724-z.
    Dataset
  52. lcmd-epfl/NaviCatGA: v1.0.0
    Corminboeuf. Associated publication: 10.1002/cmtd.202100107.
    Dataset
  53. Y3

  54. Cu-CO3
    Pérez-Ramírez. Associated publication: 10.1021/jacs.3c08079.
    Dataset
  55. FG-dataset (DFT)
    Associated publication: 10.1038/s43588-023-00437-y.
    Dataset
  56. Mn_SAC_N2O
    Jeschke, Pérez-Ramírez. Associated publication: 10.1002/adma.202211260.
    Dataset
  57. Bene94/Plastic-supply-chain-model-including-matlab-code-: V1.0
    Bardow, Guillén-Gosálbez. Associated publication: 10.1038/s41893-022-01054-9.
    Dataset
  58. CuOCl
    Pérez-Ramírez. Associated publication: 10.1016/j.xcrp.2023.101294.
    Dataset
  59. Energy crisis in Europe enhances the sustainability of green chemicals
    Pérez-Ramírez, Guillén-Gosálbez. Associated publication: 10.1039/D3GC01053H.
    Dataset
  60. Environmental Sustainability Assessment of Hydrogen from Waste Polymers
    Pérez-Ramírez, Guillén-Gosálbez. Associated publication: 10.1021/acssuschemeng.2c05729.
    Dataset
  61. GAME-Net
    Associated publication: 10.1038/s43588-023-00437-y.
    Dataset
  62. Pd_hydrodebromination
    Pérez-Ramírez, Nachtegaal. Associated publication: 10.1021/acscatal.2c06394.
    Dataset
  63. Synergistic_bimetallic_Pt-Ru_NC
    Pérez-Ramírez, Nachtegaal. Associated publication: 10.1002/adfm.202206513.
    Dataset
  64. Trade-offs between Sustainable Development Goals in carbon capture and utilisation
    Pérez-Ramírez, Guillén-Gosálbez. Associated publication: 10.1039/D2EE01153K.
    Dataset
  65. lcmd-epfl/MLKRR: First release!
    Corminboeuf. Associated publication: 10.1088/2632-2153/ac8e4f.
    Dataset
  66. Y2

  67. CH2Br2_Hydrodebromination
    Pérez-Ramírez. Associated publication: 10.1021/acscatal.1c04345.
    Dataset
  68. CH2Br2_Hydrodebromination_Additional
    Pérez-Ramírez. Associated publication: 10.1021/acscatal.1c04345.
    Dataset
  69. Descriptor_acetylene_hydrochlorination
    Pérez-Ramírez, Nachtegaal. Associated publication: 10.1038/s41565-022-01105-4.
    Dataset
  70. Hydrodehalogenation
    Pérez-Ramírez. Associated publication: 10.1021/acscatal.1c04345.
    Dataset
  71. Ir_Pt_Ru_Ni_nuclearity_hydrodehalogenation
    Pérez-Ramírez. Associated publication: 10.1016/j.jcat.2021.10.008.
    Dataset
  72. Propylene
    Pérez-Ramírez. Associated publication: 10.1039/D1CY01423D.
    Dataset
  73. descriptor_acetylene_hydrochlorination
    Pérez-Ramírez, Nachtegaal. Associated publication: 10.1038/s41565-022-01105-4.
    Dataset
  74. eFTS-nickel
    Pérez-Ramírez. Associated publication: 10.1038/s41929-022-00803-5.
    Dataset
  75. equidock_public
    Krause. Associated publication: 10.48550/arXiv.2111.07786.
    Software
  76. lcmd-epfl/molassembler_script: Zenodo release updater
    Reiher, Corminboeuf. Associated publication: 10.1039/D2SC01714H.
    Dataset
  77. Y1

  78. Fe_CO_nuclearity
    Pérez-Ramírez. Associated publication: 10.1002/cctc.202100235.
    Dataset
  79. N-arylation_Fe_Cu-GCN
    Carreira, Jeschke, Pérez-Ramírez. Associated publication: 10.1021/acscatal.0c03164.
    Dataset
  80. OpenNMT-py
    Laino. Associated publication: 10.1038/s42256-021-00319-w.
    Software
  81. OpenNMT-py
    Laino. Associated publication: 10.26434/chemrxiv.13273310.v1.
    Software
  82. Planetary Boundaries Analysis of Low-Carbon Ammonia Production Routes
    Pérez-Ramírez, Guillén-Gosálbez. Associated publication: 10.1021/acssuschemeng.1c01915.
    Dataset
  83. lcmd-epfl/EPSim: First release of EPSim
    Corminboeuf. Associated publication: 10.1039/D0SC04289G.
    Dataset
  84. lcmd-epfl/reaction-representation: First release
    Corminboeuf. Associated publication: 10.1039/D1SC00482D.
    Dataset