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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      JSON parse error: Column(/answer/[]/Calcination time(h)) changed from number to string in row 5
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 160, in _generate_tables
                  df = pandas_read_json(f)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 38, in pandas_read_json
                  return pd.read_json(path_or_buf, **kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 815, in read_json
                  return json_reader.read()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 1025, in read
                  obj = self._get_object_parser(self.data)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 1051, in _get_object_parser
                  obj = FrameParser(json, **kwargs).parse()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 1187, in parse
                  self._parse()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 1403, in _parse
                  ujson_loads(json, precise_float=self.precise_float), dtype=None
              ValueError: Trailing data
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1855, in _prepare_split_single
                  for _, table in generator:
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 163, in _generate_tables
                  raise e
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 137, in _generate_tables
                  pa_table = paj.read_json(
                File "pyarrow/_json.pyx", line 308, in pyarrow._json.read_json
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: JSON parse error: Column(/answer/[]/Calcination time(h)) changed from number to string in row 5
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1433, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1050, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1898, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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question
string
refer_dataset
string
column names
sequence
condition_column
sequence
answer_column
sequence
condition
dict
tool
string
answer
dict
level
string
question description
string
refer_template
string
Retrieve the total magnetization value for the material identified by material ID 2dm-9.
table67
[ "material_id", "total_magnetization" ]
[ "material_id" ]
[ "total_magnetization" ]
{ "0": null, "1": null, "5": null, "7": null, "10": null, "17": null, "25": null, "30": null, "45": null, "file": null, "jid": null, "id": null, "source_id": null, "DOI": null, "bulk_formula": null, "species": null, "enthalpy_formation_298K": null, "chem_pot": null, "Total flow (mL/min)": null, "Temp. (℃)": null, "CH4 conversion (%)": null, "formula": null, "formula_energy": null, "Ra": null, "ρa": null, "RH2(µmol h-1 g-1)": null, "Preparation method": null, "Calcination temperature(K)": null, "Temperature": null, "PBE_decomp_energy": null, "Log_fom": null, "e_above_hull": null, "elements": null, "density": null, "optb88vdw_vbm": null, "offset": null, "compound": null, "chemical_family": null, "magmom_oszicar": null, "M1": null, "Par": null, "Type": null, "Solvent, % vol.": null, "exfoliation_energy_per_atom": null, "bandgap": null, "sentence": null, "composition": null, "mT": null, "goldschmidt_TF_ionic": null, "Preparation": null, "COx": null, "Support": null, "C2 selectivity (%)": null, "A mole": null, "M": null, "location": null, "Surface area (m2/g)": null, "Pore Volume (cm3/g)": null, "Degradation efficiency (%)": null, "e_hull": null, "mu_b": null, "Molecular formulas": null, "SSA (m2 g -1 )": null, "SMILES_relaxed": null, "mu": null, "max_co2_adsp": null, "spg_symbol": null, "OC": null, "Molecular formula": null, "Surface Area(m2/g)": null, "emu/cm^3": null, "osda smiles": null, "Photocatalyst(s)": null, "MOF_Type": null, "Phase": null, "C0, mg/L": null, "pH": null, "T, oC": null, "Synthesis time": null, "Tc": null, "A site #1": null, "A site #3": null, "formation_energy (eV/atom)": null, "Catalyst label": null, "Year": null, "C.E. %": null, "total_magnetization": null, "void_fraction": null, "Perovskite": null, "name": null, "efermi": null, "material_id": "2dm-9", "bulk_energy": null, "ef": null, "search": null, "M4": null, "CO yield (%)": null, "ReactionType": null, "Catalyst": null, "stress": null, "atoms": null, "surf_cbm": null, "title": null, "CH4-conversion%": null, "Contact-times": null, "Ni": null, "Ca": null, "CIF_file_name": null, "pub_year": null, "X site": null, "energy_above_hull (meV/atom)": null, "Material Family": null, "spg_number": null, "diel_ion": null, "src": null, "spacegroup": null, "DT (℃)": null, "Co catalyst": null, "Material": null, "Facility": null, "diel_elec": null, "homo": null, "zpve": null, "H": null, "Mg": null, "J.uAcm2_0.80_fromCV": null, "B": null, "AA": null, "surfaces": null, "reaction_energy": null, "poisson": null, "Material Composition": null, "optb88vdw_cbm": null, "A site #2": null, "B site #1": null, "bulk modulus": null, "e_form": null, "ab": null, "avg_max": null, "volume": null, "Other": null, "OH": null, "FD2": null, "wycoff": null, "symbol": null, "Dense1": null, "Ge": null, "ITQ": null, "bp86_homo": null, "bp86_lumo": null, "bp86_gap": null, "A": null, "Bn": null, "Formation_E": null, "final_energy": null, "I, mW/cm2": null, "D, g/L": null, "Base": null, "Dope": null, "Temp (oC)": null, "CO2 yield (%)": null, "pld": null, "surface_area_m2g": null, "Number of elements": null, "χpa": null, "EAb": null, "sub_family": null, "A_AtimicN": null, "surfaces_key": null, "MetalPart": null, "submitter": null, "m06_homo": null, "m06_lumo": null, "Atomic Radius (Å)": null, "mat_id": null, "SMILES": null, "initial_atoms": null, "goldschmidt_TF": null, "I1a": null, "Ra/Rb": null, "t": null, "_oqmd_band_gap": null, "Solvent type": null, "Polymer Mwt, kDa": null, "Surfactant type": null, "C2H6 yield(%)": null, "H2O(g)": null, "shear_modulus_gv": null, "b3lyp_homo": null, "b3lyp_lumo": null, "b3lyp_gap": null, "elastic anisotropy": null, "Pch4": null, "Po2": null, "ICSD_number": null, "ff_vac": null, "SBET (m2 /g)": null, "Tol": null, "HSE_latt_const": null, "spg": null, "pbe0_gap": null, "surface_area_m2cm3": null, "Symbol": null, "FD1": null, "Ref_ind": null, "PBE_mix_energy": null, "BandGap(eV)": null, "Full Name of Perovskite": null, "A site": null, "cycle3": null, "CH4/O2 (mol/mol)": null, "PAr (atm)": null, "Au": null, "Onset": null, "b": null, "b_key": null, "func": null, "Degradation rate(%)": null, "Pollutant": null, "Polymer type": null, "Temperature, C": null, "Surfactant, % wt.": null, "co2_absp": null, "SNUMAT_id": null, "Magnetic_ordering": null, "G": null, "Materials": null, "Eg(eV)": null, "Composition": null, "asphericity_mean_0": null, "atom_en": null, "ab_key": null, "C2 yield (%)": null, "CO yield(%)": null, "band_gap_dir": null, "cycle5": null, "A_O": null, "B_O": null, "Ca ion, mM": null, "Dopant": null, "Dopant/Ti mole ratio": null, "Illumination time(min)": null, "label": null, "energy_per_atom": null, "f_enp": null, "formation_energy_peratom": null, "authors": null, "update_date": null, "alpha": null, "M1_atom_number": null, "M2": null, "CO2y": null, "A_AtomN": null, "Cn": null, "Bi type in photocatalyst": null, "light source": null, "Reaction medium": null, "Pt": null, "Ru": null, "shear modulus": null, "gap pbe": null, "Journal_Name": null, "optb88vdw_bandgap": null, "Mn": null, "Fe": null, "min_co2_adsp": null, "lcd": null, "co2_pressures": null, "exfoliation_energy": null, "BCCmagmom": null, "emu/g": null, "_oqmd_stability": null, "A_Tm": null, "lumo": null, "La": null, "a": null, "Rb": null, "prototype_id": null, "Ref": null, "Support_ID": null, "CO2s": null, "Country": null, "_oqmd_delta_e": null, "Cation1": null, "O2-pressure": null, "gga_gap": null, "-log(k), min-1": null, "doi": null, "inchi": null, "PM": null, "CT (℃)": null, "categories": null, "journal-ref": null, "A2 site": null, "B2 site": null, "Duration of cycles (h)": null, "EnergyAboveHull": null, "Bsite_NdValence_range": null, "defective_energy": null, "CH4-pressure": null, "I1b": null, "C2H4 yield(%)": null, "Calcination time(h)": null, "icsd_ids": null, "ρb": null, "B_Tb": null, "_oqmd_entry_id": null, "HSE_gap": null, "Substrates": null, "γ'相尺寸 (nm)": null, "时效时间t (h)": null, "EAa": null, "Illumination time (min)": null, "B_Tm": null, "crystal_system": null, "spacegroup_symbol": null, "PBE_latt_const": null, "时效温度T (℃)": null, "固溶时间t (h)": null, "M3": null, "M4 (wt%)": null, "CH4 Conv. (%)": null, "report-no": null, "A1": null, "SBET(m2/g)": null, "octahedral_factor": null, "MetalRatio": null, "O2 Conv. (%)": null, "M3 (wt%)": null, "indir_gap": null, "source_folder": null, "natoms": null, "Exp": null, "E_AtomN": null, "Indirect_Band": null, "Volume": null, "Lattice": null, "D": null, "paper_number": null, "Ln_ion": null, "CO3 ion, mM": null, "Stirring, rpm": null, "Co": null, "Code": null, "Anion1": null, "Cation2": null, "hse_gap": null, "pretty_formula": null, "scf_vbm": null, "χpb": null, "HOMO": null, "LUMO": null, "egap": null, "Acid_OVP": null, "Formation_energy": null, "max_ir_mode": null, "Space_group_rlx": null, "C missing(%)": null, "Resource": null, "B site": null, "authors_parsed": null, "oxide_type": null, "Rh": null, "similarity": null, "surf_vbm": null, "A/m": null, "CO2 yield(%)": null, "unit_cell_formula": null, "nsites": null, "HSE_decomp_energy": null, "diel_tot": null, "bulk_modulus_kv": null, "m06_gap": null, "AH (h)": null, "spacegroup_number": null, "scf_cbm": null, "J.uAcm2_0.63_initialCA": null, "total": null, "Dn": null, "Cation4-mol": null, "A_Tb": null, "net_magmom": null, "source": null, "Calcination temperature(°C)": null, "Ti": null, "固溶温度T (℃)": null, "hubbards": null, "HF": null, "HCO3 ion, mM": null, "kA/m": null, "Nanostructuring": null, "Al": null, "bp86_scharber_pce": null, "Cv": null, "cycle2": null, "Functionalization": null, "Eps_elec": null, "Extracted Value": null, "Extracted Units": null, "C_AtomN": null, "bp86_scharber_jsc": null, "R2": null, "formation_energy_per_atom": null, "Bsite_NsUnfilled_range": null, "pbe0_scharber_voc": null, "SDA": null, "Si": null, "J.uAcm2_0.63_secondCA": null, "U0": null, "PBE_gap": null, "C2y": null, "H2O": null, "Anion2": null, "C2selec": null, "gyration_radius_mean_0": null, "bader_net_charges": null, "Reaction": null, "In": null, "WeigthMetalLoading": null, "auid": null, "material_type": null, "Reaction solution": null, "Catalyst/Pollutant mass ratio": null, "En": null, "Wave length(<nm)": null, "Light Type": null, "Zeo2": null, "Y": null, "MR1": null, "MR2": null, "Structure": null, "Chemical Environment 1=electrolyte 2=pressure": null, "Cited_Time": null, "gv": null, "value": null, "omega1": null, "m06_scharber_voc": null, "gap": null, "Multiphase": null, "Electric field": null, "C2 yield(%)": null, "CSM": null, "axial_distortion": null, "O2 Conv(%)": null, "Band_gap_GGA_optical": null, "Band_gap_HSE_optical": null, "pbe0_lumo": null, "C2-yield-class": null, "Synthesis_Time": null, "ref": null, "Alkaline_OVP": null, "COs": null, "Doping": null, "number_of_ligands": null, "Polymer, % wt.": null }
search_value
{ "3": null, "5": null, "6": null, "7": null, "9": null, "10": null, "18": null, "20": null, "24": null, "33": null, "40": null, "45": null, "55": null, "a": null, "elastic_tensor": null, "R2": null, "energy_per_atom": null, "Acid_OVP": null, "ef": null, "jid": null, "material_type": null, "M3": null, "id": null, "A_Tm": null, "Light intensity(W)": null, "O2-pressure": null, "Ref_ind": null, "decomposition": null, "elasticity": null, "final_energy": null, "axial_distortion": null, "spillage": null, "Surfactant type": null, "total_magnetization": "0.0", "A m^2/kg": null, "octahedral_factor_ionic": null, "Cation3-mol": null, "M2": null, "B": null, "ρb": null, "energy_corrected": null, "Antibiotic dosage (mg/L)": null, "e_form": null, "CT (℃)": null, "lcd": null, "nat": null, "I, mW/cm2": null, "RH2(µmol h-1 g-1)": null, "X": null, "°C": null, "inertial_shape_factor_std_0": null, "total": null, "OC": null, "Ca ion, mM": null, "X site": null, "surf_dat": null, "Nanostructuring": null, "exfoliation_energy_per_atom": null, "pld": null, "surf_en": null, "similarity": null, "Ln_Kramers": null, "spacegroup": null, "C2H4 yield (%)": null, "Mainproduct": null, "mat_id": null, "formula": null, "Material Family": null, "shear modulus": null, "slme": null, "formula_energy": null, "Substrates": null, "J.uAcm2_0.63_initialCA": null, "bulk_formula": null, "concentration": null, "B site #3": null, "Surface Strain": null, "mbj_bandgap": null, "gga_gap": null, "energy": null, "PM": null, "spg_symbol": null, "Chemical Environment 1=electrolyte 2=pressure": null, "Country": null, "hse_gap": null, "lumo": null, "coordination_number": null, "U": null, "Ca": null, "X1": null, "surfaces_key": null, "optb88vdw_bandgap": null, "EnergyAboveHull": null, "optb88vdw_vbm": null, "date": null, "Number of elements": null, "gap pbe": null, "Log_fom": null, "activation_energy": null, "surf_cbm": null, "pretty_formula": null, "e_hull": null, "MR1": null, "formation_energy_peratom": null, "defective_energy": null, "Time": null, "bp86_scharber_pce": null, "C_AtomN": null, "Ref": null, "CH3Ead": null, "source_id": null, "M1": null, "final_atoms": null, "A site #3": null, "I1b": null, "avg_max": null, "Photocatalyst dose(g L-1)": null, "slope_CSM": null, "Support": null, "abstract": null, "m06_scharber_voc": null, "ReactionE": null, "Modulus of Elasticity 10³ Mpa": null, "e_phase_separation": null, "bandgap": null, "HOMO": null, "goldschmidt_TF_ionic": null, "Rb": null, "χpb": null, "_oqmd_delta_e": null, "Temperature, C": null, "categories": null, "CH4/O2 ratio": null, "spg_number": null, "material_id": null, "b3lyp_scharber_pce": null, "goldschmidt_TF": null, "G": null, "Par": null, "Direct_or_indirect": null, "symbol": null, "loading (g/l)": null, "Indexed_Date": null, "nsites": null, "ref": null, "pbe0_description": null, "MP (K)": null, "HSE_mix_energy": null, "enthalpy_formation_0K": null, "CatW(g/L)": null, "B site #1": null, "C2 yield (%)": null, "Pt": null, "reaction_energy": null, "mu": null, "Illumination time(min)": null, "value": null, "CO3 ion, mM": null, "co2_pressures": null, "Direct_or_indirect_HSE": null, "H": null, "EAa": null, "CH4Ead": null, "A2 site": null, "osda smiles": null, "method": null, "Tc": null, "wavelength": null, "wycoff": null, "C0, mg/L": null, "ab": null, "r2": null, "total_mag": null, "D, g/L": null, "K": null, "homo": null, "A_B": null, "HCO3 ion, mM": null, "band_gap": null, "Degradation rate(%)": null, "C2y": null, "vol": null, "surface_area_m2cm3": null, "Surfactant, % wt.": null, "natoms": null, "crystal_system": null, "elastic anisotropy": null, "func": null, "HSE_gap": null, "license": null, "ReactionType": null, "Direct_Band": null, "band_gap_ind": null, "Yield (μmol/g/h)": null, "Base": null, "Au": null, "scf_cbm": null, "bulk modulus": null, "optb88vdw_cbm": null, "Alloying": null, "Solvent type": null, "_oqmd_entry_id": null, "num_bonds_mean_0": null, "J.uAcm2_0.63_secondCA": null, "atom_en": null, "shear_modulus_gv": null, "at. wt.": null, "spacegroup_symbol": null, "Reaction": null, "comments": null, "CIF_type": null, "label": null, "ρa": null, "t": null, "Cv": null, "ZPVE": null, "title": null, "Y": null, "min_co2_adsp": null, "PBE_latt_const": null, "location": null, "surface_area_m2g": null, "vac_dat": null, "B2 site": null, "mu_b": null, "magmom_oszicar": null, "sgNumber": null, "IF": null, "Anion2-mol": null, "atoms": null, "chem_pot": null, "topology": null, "Temperature": null, "name": null, "Ref.": null, "_oqmd_stability": null, "authors_parsed": null, "omega1": null, "bulk_modulus_kv": null, "cycle2": null, "diel_tot": null, "Dope": null, "COx": null, "bulk_energy": null, "Calcination temperature(K)": null, "offset": null, "Space_group_rlx": null, "EAb": null, "-log(k), min-1": null, "PBE_decomp_energy": null, "Robs": null, "Eg(eV)": null, "Journal_Name": null, "gap": null, "DT (℃)": null, "source": null, "nelements": null, "chemical_family": null, "B_Tm": null, "_oqmd_band_gap": null, "Eps_elec": null, "WeigthMetalLoading": null, "时效温度T (℃)": null, "Ra/Rb": null, "C2 selectivity (%)": null, "Degradation efficiency (%)": null, "journal-ref": null, "A_Tb": null, "stress": null, "net_magmom": null, "max_co2_adsp": null, "Co": null, "energy_above_hull (meV/atom)": null, "Surface Area(m2/g)": null, "B_Tb": null, "SSA (m2 g -1 )": null, "MetalPart": null, "formal_charge": null, "Formation_energy": null, "formation_energy (eV/atom)": null, "dos_ef": null, "PBE_mix_energy": null, "cycle3": null, "PAr (atm)": null, "surf_vbm": null, "M4": null, "Cited_Time": null, "M": null, "f_enp": null, "NH2": null, "En": null, "E_AtomN": null, "Tol": null, "DOI": null, "doi": null, "Solvent, % vol.": null, "enthalpy_formation_298K": null, "species": null, "volume": null, "γ'相尺寸 (nm)": null, "ΔfusHa": null, "efermi": null, "Ra": null, "C2-selectivity": null, "a_key": null, "CH4/O2 (mol/mol)": null, "CSM": null, "cycle1": null, "alpha": null, "sub_family": null, "SMILES_relaxed": null, "enthalpy_atom": null, "exfoliation_energy": null, "volume_std_0": null, "Bsite_NdValence_range": null, "dfpt_piezo_max_dielectric_ionic": null, "Band_gap_GGA_optical": null, "furnace length(mm)": null, "c": null, "Ru": null, "Pore Volume (cm3/g)": null, "scf_vbm": null, "CO yield (%)": null, "mT": null, "report-no": null, "source_folder": null, "cellpressure": null, "initial_atoms": null, "bader_atomic_volumes": null, "e_above_hull": null, "closest_polyhedron": null, "m06_homo": null, "pH": null, "CH4-pressure": null, "phon_dat": null, "src": null, "Material": null, "indir_gap": null, "Ni": null, "B site #2": null, "Reactor_Volume": null, "Illumination time (min)": null, "elements": null, "Lattice": null, "cycle5": null, "Cation4": null, "Product": null, "Catalyst/Pollutant mass ratio": null, "时效时间t (h)": null, "SBET(m2/g)": null, "mol_weight": null, "authors": null, "versions": null, "Stirring, rpm": null, "full_formula": null, "AH (h)": null, "bertz_ct_mean_0": null, "composition": null, "diel": null, "C.E. %": null, "Synthesis time": null, "bp86_homo": null, "zpve": null, "Total flow (mL/min)": null, "Duration of cycles (h)": null, "update_date": null, "Year": null, "Polymer type": null, "B_O": null, "PBE_gap": null, "Normalised Value": null, "An": null, "icsd_ids": null, "pbe0_gap": null, "FD1": null, "Am": null, "bp86_lumo": null, "AA": null, "Cation3": null, "Magnetic_ordering": null, "Mg": null, "Power(W)": null, "µ_B/f.u.": null, "Perovskite": null, "Dense2": null, "Am^2/kg": null, "kv": null, "energy_atom": null, "Catalyst": null, "Doping": null, "Type": null, "Band_gap_HSE": null, "spacegroup_number": null, "cycle4": null, "sigvol": null, "aurl": null, "diffrtemp": null, "formation_energy_per_atom": null, "T, oC": null, "poisson": null, "Preparation method": null, "Volume": null, "Light Type": null, "void_fraction": null, "ProdRate(μmol/g)": null, "Al": null, "Po2": null, "egap_fit": null, "La": null, "Warning_OER.1": null, "overpotential V": null, "Facility": null, "Judge_Hydrothermal": null, "BandGap(eV)": null, "Pch4": null, "unit": null, "prototype_id": null, "-V vs. RHE V": null, "unit_cell_formula": null, "ff_vac": null, "b3lyp_scharber_jsc": null, "spg": null, "Band_gap_HSE_optical": null, "Ionic Radius (angstroms)": null, "pbe0_homo": null, "CH4 Conv(%)": null, "band_gap_dir": null, "pub_year": null, "axes_mean_0": null, "Polymer, % wt.": null, "Resource": null, "Support1-mol": null, "Additional": null, "search": null, "Reaction solution": null, "Si": null, "C2s": null, "OH": null, "CH4 conversion (%)": null, "co2_absp": null, "CIF_file_name": null, "HSE_decomp_energy": null, "A site #2": null, "year": null, "U0": null }
simple
In a tabular data structure, locate the cells that meet the requirements.
Retrieve the total magnetization value for the material identified by material ID {}.
Determine the similarity score for YbFeO3 perovskite with feature 45 set to 0.014474.
table14
[ "Perovskite", "45", "similarity" ]
[ "Perovskite", "45" ]
[ "similarity" ]
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(℃)": null, "CH4 conversion (%)": null, "formula": null, "formula_energy": null, "Ra": null, "ρa": null, "RH2(µmol h-1 g-1)": null, "Preparation method": null, "Calcination temperature(K)": null, "Temperature": null, "PBE_decomp_energy": null, "Log_fom": null, "e_above_hull": null, "elements": null, "density": null, "optb88vdw_vbm": null, "offset": null, "compound": null, "chemical_family": null, "magmom_oszicar": null, "M1": null, "Par": null, "Type": null, "Solvent, % vol.": null, "exfoliation_energy_per_atom": null, "bandgap": null, "sentence": null, "composition": null, "mT": null, "goldschmidt_TF_ionic": null, "Preparation": null, "COx": null, "Support": null, "C2 selectivity (%)": null, "A mole": null, "M": null, "location": null, "Surface area (m2/g)": null, "Pore Volume (cm3/g)": null, "Degradation efficiency (%)": null, "e_hull": null, "mu_b": null, "Molecular formulas": null, "SSA (m2 g -1 )": null, "SMILES_relaxed": null, "mu": null, "max_co2_adsp": null, "spg_symbol": null, "OC": null, "Molecular formula": null, "Surface Area(m2/g)": null, "emu/cm^3": null, "osda smiles": null, "Photocatalyst(s)": null, "MOF_Type": null, "Phase": null, "C0, mg/L": null, "pH": null, "T, oC": null, "Synthesis time": null, "Tc": null, "A site #1": null, "A site #3": null, "formation_energy (eV/atom)": null, "Catalyst label": null, "Year": null, "C.E. %": null, "total_magnetization": null, "void_fraction": null, "Perovskite": "YbFeO3", "name": null, "efermi": null, "material_id": null, "bulk_energy": null, "ef": null, "search": null, "M4": null, "CO yield (%)": null, "ReactionType": null, "Catalyst": null, "stress": null, "atoms": null, "surf_cbm": null, "title": null, "CH4-conversion%": null, "Contact-times": null, "Ni": null, "Ca": null, "CIF_file_name": null, "pub_year": null, "X site": null, "energy_above_hull (meV/atom)": null, "Material Family": null, "spg_number": null, "diel_ion": null, "src": null, "spacegroup": null, "DT (℃)": null, "Co catalyst": null, "Material": null, "Facility": null, "diel_elec": null, "homo": null, "zpve": null, "H": null, "Mg": null, "J.uAcm2_0.80_fromCV": null, "B": null, "AA": null, "surfaces": null, "reaction_energy": null, "poisson": null, "Material Composition": null, "optb88vdw_cbm": null, "A site #2": null, "B site #1": null, "bulk modulus": null, "e_form": null, "ab": null, "avg_max": null, "volume": null, "Other": null, "OH": null, "FD2": null, "wycoff": null, "symbol": null, "Dense1": null, "Ge": null, "ITQ": null, "bp86_homo": null, "bp86_lumo": null, "bp86_gap": null, "A": null, "Bn": null, "Formation_E": null, "final_energy": null, "I, mW/cm2": null, "D, g/L": null, "Base": null, "Dope": null, "Temp (oC)": null, "CO2 yield (%)": null, "pld": null, "surface_area_m2g": null, "Number of elements": null, "χpa": null, "EAb": null, "sub_family": null, "A_AtimicN": null, "surfaces_key": null, "MetalPart": null, "submitter": null, "m06_homo": null, "m06_lumo": null, "Atomic Radius (Å)": null, "mat_id": null, "SMILES": 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search_value
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"bertz_ct_mean_0": null, "composition": null, "diel": null, "C.E. %": null, "Synthesis time": null, "bp86_homo": null, "zpve": null, "Total flow (mL/min)": null, "Duration of cycles (h)": null, "update_date": null, "Year": null, "Polymer type": null, "B_O": null, "PBE_gap": null, "Normalised Value": null, "An": null, "icsd_ids": null, "pbe0_gap": null, "FD1": null, "Am": null, "bp86_lumo": null, "AA": null, "Cation3": null, "Magnetic_ordering": null, "Mg": null, "Power(W)": null, "µ_B/f.u.": null, "Perovskite": null, "Dense2": null, "Am^2/kg": null, "kv": null, "energy_atom": null, "Catalyst": null, "Doping": null, "Type": null, "Band_gap_HSE": null, "spacegroup_number": null, "cycle4": null, "sigvol": null, "aurl": null, "diffrtemp": null, "formation_energy_per_atom": null, "T, oC": null, "poisson": null, "Preparation method": null, "Volume": null, "Light Type": null, "void_fraction": null, "ProdRate(μmol/g)": null, "Al": null, "Po2": null, "egap_fit": null, "La": null, "Warning_OER.1": null, "overpotential V": null, "Facility": null, "Judge_Hydrothermal": null, "BandGap(eV)": null, "Pch4": null, "unit": null, "prototype_id": null, "-V vs. RHE V": null, "unit_cell_formula": null, "ff_vac": null, "b3lyp_scharber_jsc": null, "spg": null, "Band_gap_HSE_optical": null, "Ionic Radius (angstroms)": null, "pbe0_homo": null, "CH4 Conv(%)": null, "band_gap_dir": null, "pub_year": null, "axes_mean_0": null, "Polymer, % wt.": null, "Resource": null, "Support1-mol": null, "Additional": null, "search": null, "Reaction solution": null, "Si": null, "C2s": null, "OH": null, "CH4 conversion (%)": null, "co2_absp": null, "CIF_file_name": null, "HSE_decomp_energy": null, "A site #2": null, "year": null, "U0": null }
complex
In a tabular data structure, locate the cells that meet the requirements.
Determine the similarity score for {} perovskite with feature 45 set to {}.
Determine the molar mass (M) of a material with bandgap energy (Eg) of 3.97 eV.
table2
[ "Eg(eV)", "M" ]
[ "Eg(eV)" ]
[ "M" ]
{ "0": null, "1": null, "5": null, "7": null, "10": null, "17": null, "25": null, "30": null, "45": null, "file": null, "jid": null, "id": null, "source_id": null, "DOI": null, "bulk_formula": null, "species": null, "enthalpy_formation_298K": null, "chem_pot": null, "Total flow (mL/min)": null, "Temp. (℃)": null, "CH4 conversion (%)": null, "formula": null, "formula_energy": null, "Ra": null, "ρa": null, "RH2(µmol h-1 g-1)": null, "Preparation method": null, "Calcination temperature(K)": null, "Temperature": null, "PBE_decomp_energy": null, "Log_fom": null, "e_above_hull": null, "elements": null, "density": null, "optb88vdw_vbm": null, "offset": null, "compound": null, "chemical_family": null, "magmom_oszicar": null, "M1": null, "Par": null, "Type": null, "Solvent, % vol.": null, "exfoliation_energy_per_atom": null, "bandgap": null, "sentence": null, "composition": null, "mT": null, "goldschmidt_TF_ionic": null, "Preparation": null, "COx": null, "Support": null, "C2 selectivity (%)": null, "A mole": null, "M": null, "location": null, "Surface area (m2/g)": null, "Pore Volume (cm3/g)": null, "Degradation efficiency (%)": null, "e_hull": null, "mu_b": null, "Molecular formulas": null, "SSA (m2 g -1 )": null, "SMILES_relaxed": null, "mu": null, "max_co2_adsp": null, "spg_symbol": null, "OC": null, "Molecular formula": null, "Surface Area(m2/g)": null, "emu/cm^3": null, "osda smiles": null, "Photocatalyst(s)": null, "MOF_Type": null, "Phase": null, "C0, mg/L": null, "pH": null, "T, oC": null, "Synthesis time": null, "Tc": null, "A site #1": null, "A site #3": null, "formation_energy (eV/atom)": null, "Catalyst label": null, "Year": null, "C.E. %": null, "total_magnetization": null, "void_fraction": null, "Perovskite": null, "name": null, "efermi": null, "material_id": null, "bulk_energy": null, "ef": null, "search": null, "M4": null, "CO yield (%)": null, "ReactionType": null, "Catalyst": null, "stress": null, "atoms": null, "surf_cbm": null, "title": null, "CH4-conversion%": null, "Contact-times": null, "Ni": null, "Ca": null, "CIF_file_name": null, "pub_year": null, "X site": null, "energy_above_hull (meV/atom)": null, "Material Family": null, "spg_number": null, "diel_ion": null, "src": null, "spacegroup": null, "DT (℃)": null, "Co catalyst": null, "Material": null, "Facility": null, "diel_elec": null, "homo": null, "zpve": null, "H": null, "Mg": null, "J.uAcm2_0.80_fromCV": null, "B": null, "AA": null, "surfaces": null, "reaction_energy": null, "poisson": null, "Material Composition": null, "optb88vdw_cbm": null, "A site #2": null, "B site #1": null, "bulk modulus": null, "e_form": null, "ab": null, "avg_max": null, "volume": null, "Other": null, "OH": null, "FD2": null, "wycoff": null, "symbol": null, "Dense1": null, "Ge": null, "ITQ": null, "bp86_homo": null, "bp86_lumo": null, "bp86_gap": null, "A": null, "Bn": null, "Formation_E": null, "final_energy": null, "I, mW/cm2": null, "D, g/L": null, "Base": null, "Dope": null, "Temp (oC)": null, "CO2 yield (%)": null, "pld": null, "surface_area_m2g": null, "Number of elements": null, "χpa": null, "EAb": null, "sub_family": null, "A_AtimicN": null, "surfaces_key": null, "MetalPart": null, "submitter": null, "m06_homo": null, "m06_lumo": null, "Atomic Radius (Å)": null, "mat_id": null, "SMILES": null, "initial_atoms": null, "goldschmidt_TF": null, "I1a": null, "Ra/Rb": null, "t": null, "_oqmd_band_gap": null, "Solvent type": null, "Polymer Mwt, kDa": null, "Surfactant type": null, "C2H6 yield(%)": null, "H2O(g)": null, "shear_modulus_gv": null, "b3lyp_homo": null, "b3lyp_lumo": null, "b3lyp_gap": null, "elastic anisotropy": null, "Pch4": null, "Po2": null, "ICSD_number": null, "ff_vac": null, "SBET (m2 /g)": null, "Tol": null, "HSE_latt_const": null, "spg": null, "pbe0_gap": null, "surface_area_m2cm3": null, "Symbol": null, "FD1": null, "Ref_ind": null, "PBE_mix_energy": null, "BandGap(eV)": null, "Full Name of Perovskite": null, "A site": null, "cycle3": null, "CH4/O2 (mol/mol)": null, "PAr (atm)": null, "Au": null, "Onset": null, "b": null, "b_key": null, "func": null, "Degradation rate(%)": null, "Pollutant": null, "Polymer type": null, "Temperature, C": null, "Surfactant, % wt.": null, "co2_absp": null, "SNUMAT_id": null, "Magnetic_ordering": null, "G": null, "Materials": null, "Eg(eV)": "3.97", "Composition": null, "asphericity_mean_0": null, "atom_en": null, "ab_key": null, "C2 yield (%)": null, "CO yield(%)": null, "band_gap_dir": null, "cycle5": null, "A_O": null, "B_O": null, "Ca ion, mM": null, "Dopant": null, "Dopant/Ti mole ratio": null, "Illumination time(min)": null, "label": null, "energy_per_atom": null, "f_enp": null, "formation_energy_peratom": null, "authors": null, "update_date": null, "alpha": null, "M1_atom_number": null, "M2": null, "CO2y": null, "A_AtomN": null, "Cn": null, "Bi type in photocatalyst": null, "light source": null, "Reaction medium": null, "Pt": null, "Ru": null, "shear modulus": null, "gap pbe": null, "Journal_Name": null, "optb88vdw_bandgap": null, "Mn": null, "Fe": null, "min_co2_adsp": null, "lcd": null, "co2_pressures": null, "exfoliation_energy": null, "BCCmagmom": null, "emu/g": null, "_oqmd_stability": null, "A_Tm": null, "lumo": null, "La": null, "a": null, "Rb": null, "prototype_id": null, "Ref": null, "Support_ID": null, "CO2s": null, "Country": null, "_oqmd_delta_e": null, "Cation1": null, "O2-pressure": null, "gga_gap": null, "-log(k), min-1": null, "doi": null, "inchi": null, "PM": null, "CT (℃)": null, "categories": null, "journal-ref": null, "A2 site": null, "B2 site": null, "Duration of cycles (h)": null, "EnergyAboveHull": null, "Bsite_NdValence_range": null, "defective_energy": null, "CH4-pressure": null, "I1b": null, "C2H4 yield(%)": null, "Calcination time(h)": null, "icsd_ids": null, "ρb": null, "B_Tb": null, "_oqmd_entry_id": null, "HSE_gap": null, "Substrates": null, "γ'相尺寸 (nm)": null, "时效时间t (h)": null, "EAa": null, "Illumination time (min)": null, "B_Tm": null, "crystal_system": null, "spacegroup_symbol": null, "PBE_latt_const": null, "时效温度T (℃)": null, "固溶时间t (h)": null, "M3": null, "M4 (wt%)": null, "CH4 Conv. (%)": null, "report-no": null, "A1": null, "SBET(m2/g)": null, "octahedral_factor": null, "MetalRatio": null, "O2 Conv. (%)": null, "M3 (wt%)": null, "indir_gap": null, "source_folder": null, "natoms": null, "Exp": null, "E_AtomN": null, "Indirect_Band": null, "Volume": null, "Lattice": null, "D": null, "paper_number": null, "Ln_ion": null, "CO3 ion, mM": null, "Stirring, rpm": null, "Co": null, "Code": null, "Anion1": null, "Cation2": null, "hse_gap": null, "pretty_formula": null, "scf_vbm": null, "χpb": null, "HOMO": null, "LUMO": null, "egap": null, "Acid_OVP": null, "Formation_energy": null, "max_ir_mode": null, "Space_group_rlx": null, "C missing(%)": null, "Resource": null, "B site": null, "authors_parsed": null, "oxide_type": null, "Rh": null, "similarity": null, "surf_vbm": null, "A/m": null, "CO2 yield(%)": null, "unit_cell_formula": null, "nsites": null, "HSE_decomp_energy": null, "diel_tot": null, "bulk_modulus_kv": null, "m06_gap": null, "AH (h)": null, "spacegroup_number": null, "scf_cbm": null, "J.uAcm2_0.63_initialCA": null, "total": null, "Dn": null, "Cation4-mol": null, "A_Tb": null, "net_magmom": null, "source": null, "Calcination temperature(°C)": null, "Ti": null, "固溶温度T (℃)": null, "hubbards": null, "HF": null, "HCO3 ion, mM": null, "kA/m": null, "Nanostructuring": null, "Al": null, "bp86_scharber_pce": null, "Cv": null, "cycle2": null, "Functionalization": null, "Eps_elec": null, "Extracted Value": null, "Extracted Units": null, "C_AtomN": null, "bp86_scharber_jsc": null, "R2": null, "formation_energy_per_atom": null, "Bsite_NsUnfilled_range": null, "pbe0_scharber_voc": null, "SDA": null, "Si": null, "J.uAcm2_0.63_secondCA": null, "U0": null, "PBE_gap": null, "C2y": null, "H2O": null, "Anion2": null, "C2selec": null, "gyration_radius_mean_0": null, "bader_net_charges": null, "Reaction": null, "In": null, "WeigthMetalLoading": null, "auid": null, "material_type": null, "Reaction solution": null, "Catalyst/Pollutant mass ratio": null, "En": null, "Wave length(<nm)": null, "Light Type": null, "Zeo2": null, "Y": null, "MR1": null, "MR2": null, "Structure": null, "Chemical Environment 1=electrolyte 2=pressure": null, "Cited_Time": null, "gv": null, "value": null, "omega1": null, "m06_scharber_voc": null, "gap": null, "Multiphase": null, "Electric field": null, "C2 yield(%)": null, "CSM": null, "axial_distortion": null, "O2 Conv(%)": null, "Band_gap_GGA_optical": null, "Band_gap_HSE_optical": null, "pbe0_lumo": null, "C2-yield-class": null, "Synthesis_Time": null, "ref": null, "Alkaline_OVP": null, "COs": null, "Doping": null, "number_of_ligands": null, "Polymer, % wt.": null }
search_value
{ "3": null, "5": null, "6": null, "7": null, "9": null, "10": null, "18": null, "20": null, "24": null, "33": null, "40": null, "45": null, "55": null, "a": null, "elastic_tensor": null, "R2": null, "energy_per_atom": null, "Acid_OVP": null, "ef": null, "jid": null, "material_type": null, "M3": null, "id": null, "A_Tm": null, "Light intensity(W)": null, "O2-pressure": null, "Ref_ind": null, "decomposition": null, "elasticity": null, "final_energy": null, "axial_distortion": null, "spillage": null, "Surfactant type": null, "total_magnetization": null, "A m^2/kg": null, "octahedral_factor_ionic": null, "Cation3-mol": null, "M2": null, "B": null, "ρb": null, "energy_corrected": null, "Antibiotic dosage (mg/L)": null, "e_form": null, "CT (℃)": null, "lcd": null, "nat": null, "I, mW/cm2": null, "RH2(µmol h-1 g-1)": null, "X": null, "°C": null, "inertial_shape_factor_std_0": null, "total": null, "OC": null, "Ca ion, mM": null, "X site": null, "surf_dat": null, "Nanostructuring": null, "exfoliation_energy_per_atom": null, "pld": null, "surf_en": null, "similarity": null, "Ln_Kramers": null, "spacegroup": null, "C2H4 yield (%)": null, "Mainproduct": null, "mat_id": null, "formula": null, "Material Family": null, "shear modulus": null, "slme": null, "formula_energy": null, "Substrates": null, "J.uAcm2_0.63_initialCA": null, "bulk_formula": null, "concentration": null, "B site #3": null, "Surface Strain": null, "mbj_bandgap": null, "gga_gap": null, "energy": null, "PM": null, "spg_symbol": null, "Chemical Environment 1=electrolyte 2=pressure": null, "Country": null, "hse_gap": null, "lumo": null, "coordination_number": null, "U": null, "Ca": null, "X1": null, "surfaces_key": null, "optb88vdw_bandgap": null, "EnergyAboveHull": null, "optb88vdw_vbm": null, "date": null, "Number of elements": null, "gap pbe": null, "Log_fom": null, "activation_energy": null, "surf_cbm": null, "pretty_formula": null, "e_hull": null, "MR1": null, "formation_energy_peratom": null, "defective_energy": null, "Time": null, "bp86_scharber_pce": null, "C_AtomN": null, "Ref": null, "CH3Ead": null, "source_id": null, "M1": null, "final_atoms": null, "A site #3": null, "I1b": null, "avg_max": null, "Photocatalyst dose(g L-1)": null, "slope_CSM": null, "Support": null, "abstract": null, "m06_scharber_voc": null, "ReactionE": null, "Modulus of Elasticity 10³ Mpa": null, "e_phase_separation": null, "bandgap": null, "HOMO": null, "goldschmidt_TF_ionic": null, "Rb": null, "χpb": null, "_oqmd_delta_e": null, "Temperature, C": null, "categories": null, "CH4/O2 ratio": null, "spg_number": null, "material_id": null, "b3lyp_scharber_pce": null, "goldschmidt_TF": null, "G": null, "Par": null, "Direct_or_indirect": null, "symbol": null, "loading (g/l)": null, "Indexed_Date": null, "nsites": null, "ref": null, "pbe0_description": null, "MP (K)": null, "HSE_mix_energy": null, "enthalpy_formation_0K": null, "CatW(g/L)": null, "B site #1": null, "C2 yield (%)": null, "Pt": null, "reaction_energy": null, "mu": null, "Illumination time(min)": null, "value": null, "CO3 ion, mM": null, "co2_pressures": null, "Direct_or_indirect_HSE": null, "H": null, "EAa": null, "CH4Ead": null, "A2 site": null, "osda smiles": null, "method": null, "Tc": null, "wavelength": null, "wycoff": null, "C0, mg/L": null, "ab": null, "r2": null, "total_mag": null, "D, g/L": null, "K": null, "homo": null, "A_B": null, "HCO3 ion, mM": null, "band_gap": null, "Degradation rate(%)": null, "C2y": null, "vol": null, "surface_area_m2cm3": null, "Surfactant, % wt.": null, "natoms": null, "crystal_system": null, "elastic anisotropy": null, "func": null, "HSE_gap": null, "license": null, "ReactionType": null, "Direct_Band": null, "band_gap_ind": null, "Yield (μmol/g/h)": null, "Base": null, "Au": null, "scf_cbm": null, "bulk modulus": null, "optb88vdw_cbm": null, "Alloying": null, "Solvent type": null, "_oqmd_entry_id": null, "num_bonds_mean_0": null, "J.uAcm2_0.63_secondCA": null, "atom_en": null, "shear_modulus_gv": null, "at. wt.": null, "spacegroup_symbol": null, "Reaction": null, "comments": null, "CIF_type": null, "label": null, "ρa": null, "t": null, "Cv": null, "ZPVE": null, "title": null, "Y": null, "min_co2_adsp": null, "PBE_latt_const": null, "location": null, "surface_area_m2g": null, "vac_dat": null, "B2 site": null, "mu_b": null, "magmom_oszicar": null, "sgNumber": null, "IF": null, "Anion2-mol": null, "atoms": null, "chem_pot": null, "topology": null, "Temperature": null, "name": null, "Ref.": null, "_oqmd_stability": null, "authors_parsed": null, "omega1": null, "bulk_modulus_kv": null, "cycle2": null, "diel_tot": null, "Dope": null, "COx": null, "bulk_energy": null, "Calcination temperature(K)": null, "offset": null, "Space_group_rlx": null, "EAb": null, "-log(k), min-1": null, "PBE_decomp_energy": null, "Robs": null, "Eg(eV)": null, "Journal_Name": null, "gap": null, "DT (℃)": null, "source": null, "nelements": null, "chemical_family": null, "B_Tm": null, "_oqmd_band_gap": null, "Eps_elec": null, "WeigthMetalLoading": null, "时效温度T (℃)": null, "Ra/Rb": null, "C2 selectivity (%)": null, "Degradation efficiency (%)": null, "journal-ref": null, "A_Tb": null, "stress": null, "net_magmom": null, "max_co2_adsp": null, "Co": null, "energy_above_hull (meV/atom)": null, "Surface Area(m2/g)": null, "B_Tb": null, "SSA (m2 g -1 )": null, "MetalPart": null, "formal_charge": null, "Formation_energy": null, "formation_energy (eV/atom)": null, "dos_ef": null, "PBE_mix_energy": null, "cycle3": null, "PAr (atm)": null, "surf_vbm": null, "M4": null, "Cited_Time": null, "M": "251.89", "f_enp": null, "NH2": null, "En": null, "E_AtomN": null, "Tol": null, "DOI": null, "doi": null, "Solvent, % vol.": null, "enthalpy_formation_298K": null, "species": null, "volume": null, "γ'相尺寸 (nm)": null, "ΔfusHa": null, "efermi": null, "Ra": null, "C2-selectivity": null, "a_key": null, "CH4/O2 (mol/mol)": null, "CSM": null, "cycle1": null, "alpha": null, "sub_family": null, "SMILES_relaxed": null, "enthalpy_atom": null, "exfoliation_energy": null, "volume_std_0": null, "Bsite_NdValence_range": null, "dfpt_piezo_max_dielectric_ionic": null, "Band_gap_GGA_optical": null, "furnace length(mm)": null, "c": null, "Ru": null, "Pore Volume (cm3/g)": null, "scf_vbm": null, "CO yield (%)": null, "mT": null, "report-no": null, "source_folder": null, "cellpressure": null, "initial_atoms": null, "bader_atomic_volumes": null, "e_above_hull": null, "closest_polyhedron": null, "m06_homo": null, "pH": null, "CH4-pressure": null, "phon_dat": null, "src": null, "Material": null, "indir_gap": null, "Ni": null, "B site #2": null, "Reactor_Volume": null, "Illumination time (min)": null, "elements": null, "Lattice": null, "cycle5": null, "Cation4": null, "Product": null, "Catalyst/Pollutant mass ratio": null, "时效时间t (h)": null, "SBET(m2/g)": null, "mol_weight": null, "authors": null, "versions": null, "Stirring, rpm": null, "full_formula": null, "AH (h)": null, "bertz_ct_mean_0": null, "composition": null, "diel": null, "C.E. %": null, "Synthesis time": null, "bp86_homo": null, "zpve": null, "Total flow (mL/min)": null, "Duration of cycles (h)": null, "update_date": null, "Year": null, "Polymer type": null, "B_O": null, "PBE_gap": null, "Normalised Value": null, "An": null, "icsd_ids": null, "pbe0_gap": null, "FD1": null, "Am": null, "bp86_lumo": null, "AA": null, "Cation3": null, "Magnetic_ordering": null, "Mg": null, "Power(W)": null, "µ_B/f.u.": null, "Perovskite": null, "Dense2": null, "Am^2/kg": null, "kv": null, "energy_atom": null, "Catalyst": null, "Doping": null, "Type": null, "Band_gap_HSE": null, "spacegroup_number": null, "cycle4": null, "sigvol": null, "aurl": null, "diffrtemp": null, "formation_energy_per_atom": null, "T, oC": null, "poisson": null, "Preparation method": null, "Volume": null, "Light Type": null, "void_fraction": null, "ProdRate(μmol/g)": null, "Al": null, "Po2": null, "egap_fit": null, "La": null, "Warning_OER.1": null, "overpotential V": null, "Facility": null, "Judge_Hydrothermal": null, "BandGap(eV)": null, "Pch4": null, "unit": null, "prototype_id": null, "-V vs. RHE V": null, "unit_cell_formula": null, "ff_vac": null, "b3lyp_scharber_jsc": null, "spg": null, "Band_gap_HSE_optical": null, "Ionic Radius (angstroms)": null, "pbe0_homo": null, "CH4 Conv(%)": null, "band_gap_dir": null, "pub_year": null, "axes_mean_0": null, "Polymer, % wt.": null, "Resource": null, "Support1-mol": null, "Additional": null, "search": null, "Reaction solution": null, "Si": null, "C2s": null, "OH": null, "CH4 conversion (%)": null, "co2_absp": null, "CIF_file_name": null, "HSE_decomp_energy": null, "A site #2": null, "year": null, "U0": null }
simple
In a tabular data structure, locate the cells that meet the requirements.
Determine the molar mass (M) of a material with bandgap energy (Eg) of {} eV.
Return the source identifier for the compound with total magnetization 0.0887066.
table67
[ "total_magnetization", "source_id" ]
[ "total_magnetization" ]
[ "source_id" ]
{ "0": null, "1": null, "5": null, "7": null, "10": null, "17": null, "25": null, "30": null, "45": null, "file": null, "jid": null, "id": null, "source_id": null, "DOI": null, "bulk_formula": null, "species": null, "enthalpy_formation_298K": null, "chem_pot": null, "Total flow (mL/min)": null, "Temp. (℃)": null, "CH4 conversion (%)": null, "formula": null, "formula_energy": null, "Ra": null, "ρa": null, "RH2(µmol h-1 g-1)": null, "Preparation method": null, "Calcination temperature(K)": null, "Temperature": null, "PBE_decomp_energy": null, "Log_fom": null, "e_above_hull": null, "elements": null, "density": null, "optb88vdw_vbm": null, "offset": null, "compound": null, "chemical_family": null, "magmom_oszicar": null, "M1": null, "Par": null, "Type": null, "Solvent, % vol.": null, "exfoliation_energy_per_atom": null, "bandgap": null, "sentence": null, "composition": null, "mT": null, "goldschmidt_TF_ionic": null, "Preparation": null, "COx": null, "Support": null, "C2 selectivity (%)": null, "A mole": null, "M": null, "location": null, "Surface area (m2/g)": null, "Pore Volume (cm3/g)": null, "Degradation efficiency (%)": null, "e_hull": null, "mu_b": null, "Molecular formulas": null, "SSA (m2 g -1 )": null, "SMILES_relaxed": null, "mu": null, "max_co2_adsp": null, "spg_symbol": null, "OC": null, "Molecular formula": null, "Surface Area(m2/g)": null, "emu/cm^3": null, "osda smiles": null, "Photocatalyst(s)": null, "MOF_Type": null, "Phase": null, "C0, mg/L": null, "pH": null, "T, oC": null, "Synthesis time": null, "Tc": null, "A site #1": null, "A site #3": null, "formation_energy (eV/atom)": null, "Catalyst label": null, "Year": null, "C.E. %": null, "total_magnetization": "0.0887066", "void_fraction": null, "Perovskite": null, "name": null, "efermi": null, "material_id": null, "bulk_energy": null, "ef": null, "search": null, "M4": null, "CO yield (%)": null, "ReactionType": null, "Catalyst": null, "stress": null, "atoms": null, "surf_cbm": null, "title": null, "CH4-conversion%": null, "Contact-times": null, "Ni": null, "Ca": null, "CIF_file_name": null, "pub_year": null, "X site": null, "energy_above_hull (meV/atom)": null, "Material Family": null, "spg_number": null, "diel_ion": null, "src": null, "spacegroup": null, "DT (℃)": null, "Co catalyst": null, "Material": null, "Facility": null, "diel_elec": null, "homo": null, "zpve": null, "H": null, "Mg": null, "J.uAcm2_0.80_fromCV": null, "B": null, "AA": null, "surfaces": null, "reaction_energy": null, "poisson": null, "Material Composition": null, "optb88vdw_cbm": null, "A site #2": null, "B site #1": null, "bulk modulus": null, "e_form": null, "ab": null, "avg_max": null, "volume": null, "Other": null, "OH": null, "FD2": null, "wycoff": null, "symbol": null, "Dense1": null, "Ge": null, "ITQ": null, "bp86_homo": null, "bp86_lumo": null, "bp86_gap": null, "A": null, "Bn": null, "Formation_E": null, "final_energy": null, "I, mW/cm2": null, "D, g/L": null, "Base": null, "Dope": null, "Temp (oC)": null, "CO2 yield (%)": null, "pld": null, "surface_area_m2g": null, "Number of elements": null, "χpa": null, "EAb": null, "sub_family": null, "A_AtimicN": null, "surfaces_key": null, "MetalPart": null, "submitter": null, "m06_homo": null, "m06_lumo": null, "Atomic Radius (Å)": null, "mat_id": null, "SMILES": null, "initial_atoms": null, "goldschmidt_TF": null, "I1a": null, "Ra/Rb": null, "t": null, "_oqmd_band_gap": null, "Solvent type": null, "Polymer Mwt, kDa": null, "Surfactant type": null, "C2H6 yield(%)": null, "H2O(g)": null, "shear_modulus_gv": null, "b3lyp_homo": null, "b3lyp_lumo": null, "b3lyp_gap": null, "elastic anisotropy": null, "Pch4": null, "Po2": null, "ICSD_number": null, "ff_vac": null, "SBET (m2 /g)": null, "Tol": null, "HSE_latt_const": null, "spg": null, "pbe0_gap": null, "surface_area_m2cm3": null, "Symbol": null, "FD1": null, "Ref_ind": null, "PBE_mix_energy": null, "BandGap(eV)": null, "Full Name of Perovskite": null, "A site": null, "cycle3": null, "CH4/O2 (mol/mol)": null, "PAr (atm)": null, "Au": null, "Onset": null, "b": null, "b_key": null, "func": null, "Degradation rate(%)": null, "Pollutant": null, "Polymer type": null, "Temperature, C": null, "Surfactant, % wt.": null, "co2_absp": null, "SNUMAT_id": null, "Magnetic_ordering": null, "G": null, "Materials": null, "Eg(eV)": null, "Composition": null, "asphericity_mean_0": null, "atom_en": null, "ab_key": null, "C2 yield (%)": null, "CO yield(%)": null, "band_gap_dir": null, "cycle5": null, "A_O": null, "B_O": null, "Ca ion, mM": null, "Dopant": null, "Dopant/Ti mole ratio": null, "Illumination time(min)": null, "label": null, "energy_per_atom": null, "f_enp": null, "formation_energy_peratom": null, "authors": null, "update_date": null, "alpha": null, "M1_atom_number": null, "M2": null, "CO2y": null, "A_AtomN": null, "Cn": null, "Bi type in photocatalyst": null, "light source": null, "Reaction medium": null, "Pt": null, "Ru": null, "shear modulus": null, "gap pbe": null, "Journal_Name": null, "optb88vdw_bandgap": null, "Mn": null, "Fe": null, "min_co2_adsp": null, "lcd": null, "co2_pressures": null, "exfoliation_energy": null, "BCCmagmom": null, "emu/g": null, "_oqmd_stability": null, "A_Tm": null, "lumo": null, "La": null, "a": null, "Rb": null, "prototype_id": null, "Ref": null, "Support_ID": null, "CO2s": null, "Country": null, "_oqmd_delta_e": null, "Cation1": null, "O2-pressure": null, "gga_gap": null, "-log(k), min-1": null, "doi": null, "inchi": null, "PM": null, "CT (℃)": null, "categories": null, "journal-ref": null, "A2 site": null, "B2 site": null, "Duration of cycles (h)": null, "EnergyAboveHull": null, "Bsite_NdValence_range": null, "defective_energy": null, "CH4-pressure": null, "I1b": null, "C2H4 yield(%)": null, "Calcination time(h)": null, "icsd_ids": null, "ρb": null, "B_Tb": null, "_oqmd_entry_id": null, "HSE_gap": null, "Substrates": null, "γ'相尺寸 (nm)": null, "时效时间t (h)": null, "EAa": null, "Illumination time (min)": null, "B_Tm": null, "crystal_system": null, "spacegroup_symbol": null, "PBE_latt_const": null, "时效温度T (℃)": null, "固溶时间t (h)": null, "M3": null, "M4 (wt%)": null, "CH4 Conv. (%)": null, "report-no": null, "A1": null, "SBET(m2/g)": null, "octahedral_factor": null, "MetalRatio": null, "O2 Conv. (%)": null, "M3 (wt%)": null, "indir_gap": null, "source_folder": null, "natoms": null, "Exp": null, "E_AtomN": null, "Indirect_Band": null, "Volume": null, "Lattice": null, "D": null, "paper_number": null, "Ln_ion": null, "CO3 ion, mM": null, "Stirring, rpm": null, "Co": null, "Code": null, "Anion1": null, "Cation2": null, "hse_gap": null, "pretty_formula": null, "scf_vbm": null, "χpb": null, "HOMO": null, "LUMO": null, "egap": null, "Acid_OVP": null, "Formation_energy": null, "max_ir_mode": null, "Space_group_rlx": null, "C missing(%)": null, "Resource": null, "B site": null, "authors_parsed": null, "oxide_type": null, "Rh": null, "similarity": null, "surf_vbm": null, "A/m": null, "CO2 yield(%)": null, "unit_cell_formula": null, "nsites": null, "HSE_decomp_energy": null, "diel_tot": null, "bulk_modulus_kv": null, "m06_gap": null, "AH (h)": null, "spacegroup_number": null, "scf_cbm": null, "J.uAcm2_0.63_initialCA": null, "total": null, "Dn": null, "Cation4-mol": null, "A_Tb": null, "net_magmom": null, "source": null, "Calcination temperature(°C)": null, "Ti": null, "固溶温度T (℃)": null, "hubbards": null, "HF": null, "HCO3 ion, mM": null, "kA/m": null, "Nanostructuring": null, "Al": null, "bp86_scharber_pce": null, "Cv": null, "cycle2": null, "Functionalization": null, "Eps_elec": null, "Extracted Value": null, "Extracted Units": null, "C_AtomN": null, "bp86_scharber_jsc": null, "R2": null, "formation_energy_per_atom": null, "Bsite_NsUnfilled_range": null, "pbe0_scharber_voc": null, "SDA": null, "Si": null, "J.uAcm2_0.63_secondCA": null, "U0": null, "PBE_gap": null, "C2y": null, "H2O": null, "Anion2": null, "C2selec": null, "gyration_radius_mean_0": null, "bader_net_charges": null, "Reaction": null, "In": null, "WeigthMetalLoading": null, "auid": null, "material_type": null, "Reaction solution": null, "Catalyst/Pollutant mass ratio": null, "En": null, "Wave length(<nm)": null, "Light Type": null, "Zeo2": null, "Y": null, "MR1": null, "MR2": null, "Structure": null, "Chemical Environment 1=electrolyte 2=pressure": null, "Cited_Time": null, "gv": null, "value": null, "omega1": null, "m06_scharber_voc": null, "gap": null, "Multiphase": null, "Electric field": null, "C2 yield(%)": null, "CSM": null, "axial_distortion": null, "O2 Conv(%)": null, "Band_gap_GGA_optical": null, "Band_gap_HSE_optical": null, "pbe0_lumo": null, "C2-yield-class": null, "Synthesis_Time": null, "ref": null, "Alkaline_OVP": null, "COs": null, "Doping": null, "number_of_ligands": null, "Polymer, % wt.": null }
search_value
{ "3": null, "5": null, "6": null, "7": null, "9": null, "10": null, "18": null, "20": null, "24": null, "33": null, "40": null, "45": null, "55": null, "a": null, "elastic_tensor": null, "R2": null, "energy_per_atom": null, "Acid_OVP": null, "ef": null, "jid": null, "material_type": null, "M3": null, "id": null, "A_Tm": null, "Light intensity(W)": null, "O2-pressure": null, "Ref_ind": null, "decomposition": null, "elasticity": null, "final_energy": null, "axial_distortion": null, "spillage": null, "Surfactant type": null, "total_magnetization": null, "A m^2/kg": null, "octahedral_factor_ionic": null, "Cation3-mol": null, "M2": null, "B": null, "ρb": null, "energy_corrected": null, "Antibiotic dosage (mg/L)": null, "e_form": null, "CT (℃)": null, "lcd": null, "nat": null, "I, mW/cm2": null, "RH2(µmol h-1 g-1)": null, "X": null, "°C": null, "inertial_shape_factor_std_0": null, "total": null, "OC": null, "Ca ion, mM": null, "X site": null, "surf_dat": null, "Nanostructuring": null, "exfoliation_energy_per_atom": null, "pld": null, "surf_en": null, "similarity": null, "Ln_Kramers": null, "spacegroup": null, "C2H4 yield (%)": null, "Mainproduct": null, "mat_id": null, "formula": null, "Material Family": null, "shear modulus": null, "slme": null, "formula_energy": null, "Substrates": null, "J.uAcm2_0.63_initialCA": null, "bulk_formula": null, "concentration": null, "B site #3": null, "Surface Strain": null, "mbj_bandgap": null, "gga_gap": null, "energy": null, "PM": null, "spg_symbol": null, "Chemical Environment 1=electrolyte 2=pressure": null, "Country": null, "hse_gap": null, "lumo": null, "coordination_number": null, "U": null, "Ca": null, "X1": null, "surfaces_key": null, "optb88vdw_bandgap": null, "EnergyAboveHull": null, "optb88vdw_vbm": null, "date": null, "Number of elements": null, "gap pbe": null, "Log_fom": null, "activation_energy": null, "surf_cbm": null, "pretty_formula": null, "e_hull": null, "MR1": null, "formation_energy_peratom": null, "defective_energy": null, "Time": null, "bp86_scharber_pce": null, "C_AtomN": null, "Ref": null, "CH3Ead": null, "source_id": "mvc-12841", "M1": null, "final_atoms": null, "A site #3": null, "I1b": null, "avg_max": null, "Photocatalyst dose(g L-1)": null, "slope_CSM": null, "Support": null, "abstract": null, "m06_scharber_voc": null, "ReactionE": null, "Modulus of Elasticity 10³ Mpa": null, "e_phase_separation": null, "bandgap": null, "HOMO": null, "goldschmidt_TF_ionic": null, "Rb": null, "χpb": null, "_oqmd_delta_e": null, "Temperature, C": null, "categories": null, "CH4/O2 ratio": null, "spg_number": null, "material_id": null, "b3lyp_scharber_pce": null, "goldschmidt_TF": null, "G": null, "Par": null, "Direct_or_indirect": null, "symbol": null, "loading (g/l)": null, "Indexed_Date": null, "nsites": null, "ref": null, "pbe0_description": null, "MP (K)": null, "HSE_mix_energy": null, "enthalpy_formation_0K": null, "CatW(g/L)": null, "B site #1": null, "C2 yield (%)": null, "Pt": null, "reaction_energy": null, "mu": null, "Illumination time(min)": null, "value": null, "CO3 ion, mM": null, "co2_pressures": null, "Direct_or_indirect_HSE": null, "H": null, "EAa": null, "CH4Ead": null, "A2 site": null, "osda smiles": null, "method": null, "Tc": null, "wavelength": null, "wycoff": null, "C0, mg/L": null, "ab": null, "r2": null, "total_mag": null, "D, g/L": null, "K": null, "homo": null, "A_B": null, "HCO3 ion, mM": null, "band_gap": null, "Degradation rate(%)": null, "C2y": null, "vol": null, "surface_area_m2cm3": null, "Surfactant, % wt.": null, "natoms": null, "crystal_system": null, "elastic anisotropy": null, "func": null, "HSE_gap": null, "license": null, "ReactionType": null, "Direct_Band": null, "band_gap_ind": null, "Yield (μmol/g/h)": null, "Base": null, "Au": null, "scf_cbm": null, "bulk modulus": null, "optb88vdw_cbm": null, "Alloying": null, "Solvent type": null, "_oqmd_entry_id": null, "num_bonds_mean_0": null, "J.uAcm2_0.63_secondCA": null, "atom_en": null, "shear_modulus_gv": null, "at. wt.": null, "spacegroup_symbol": null, "Reaction": null, "comments": null, "CIF_type": null, "label": null, "ρa": null, "t": null, "Cv": null, "ZPVE": null, "title": null, "Y": null, "min_co2_adsp": null, "PBE_latt_const": null, "location": null, "surface_area_m2g": null, "vac_dat": null, "B2 site": null, "mu_b": null, "magmom_oszicar": null, "sgNumber": null, "IF": null, "Anion2-mol": null, "atoms": null, "chem_pot": null, "topology": null, "Temperature": null, "name": null, "Ref.": null, "_oqmd_stability": null, "authors_parsed": null, "omega1": null, "bulk_modulus_kv": null, "cycle2": null, "diel_tot": null, "Dope": null, "COx": null, "bulk_energy": null, "Calcination temperature(K)": null, "offset": null, "Space_group_rlx": null, "EAb": null, "-log(k), min-1": null, "PBE_decomp_energy": null, "Robs": null, "Eg(eV)": null, "Journal_Name": null, "gap": null, "DT (℃)": null, "source": null, "nelements": null, "chemical_family": null, "B_Tm": null, "_oqmd_band_gap": null, "Eps_elec": null, "WeigthMetalLoading": null, "时效温度T (℃)": null, "Ra/Rb": null, "C2 selectivity (%)": null, "Degradation efficiency (%)": null, "journal-ref": null, "A_Tb": null, "stress": null, "net_magmom": null, "max_co2_adsp": null, "Co": null, "energy_above_hull (meV/atom)": null, "Surface Area(m2/g)": null, "B_Tb": null, "SSA (m2 g -1 )": null, "MetalPart": null, "formal_charge": null, "Formation_energy": null, "formation_energy (eV/atom)": null, "dos_ef": null, "PBE_mix_energy": null, "cycle3": null, "PAr (atm)": null, "surf_vbm": null, "M4": null, "Cited_Time": null, "M": null, "f_enp": null, "NH2": null, "En": null, "E_AtomN": null, "Tol": null, "DOI": null, "doi": null, "Solvent, % vol.": null, "enthalpy_formation_298K": null, "species": null, "volume": null, "γ'相尺寸 (nm)": null, "ΔfusHa": null, "efermi": null, "Ra": null, "C2-selectivity": null, "a_key": null, "CH4/O2 (mol/mol)": null, "CSM": null, "cycle1": null, "alpha": null, "sub_family": null, "SMILES_relaxed": null, "enthalpy_atom": null, "exfoliation_energy": null, "volume_std_0": null, "Bsite_NdValence_range": null, "dfpt_piezo_max_dielectric_ionic": null, "Band_gap_GGA_optical": null, "furnace length(mm)": null, "c": null, "Ru": null, "Pore Volume (cm3/g)": null, "scf_vbm": null, "CO yield (%)": null, "mT": null, "report-no": null, "source_folder": null, "cellpressure": null, "initial_atoms": null, "bader_atomic_volumes": null, "e_above_hull": null, "closest_polyhedron": null, "m06_homo": null, "pH": null, "CH4-pressure": null, "phon_dat": null, "src": null, "Material": null, "indir_gap": null, "Ni": null, "B site #2": null, "Reactor_Volume": null, "Illumination time (min)": null, "elements": null, "Lattice": null, "cycle5": null, "Cation4": null, "Product": null, "Catalyst/Pollutant mass ratio": null, "时效时间t (h)": null, "SBET(m2/g)": null, "mol_weight": null, "authors": null, "versions": null, "Stirring, rpm": null, "full_formula": null, "AH (h)": null, "bertz_ct_mean_0": null, "composition": null, "diel": null, "C.E. %": null, "Synthesis time": null, "bp86_homo": null, "zpve": null, "Total flow (mL/min)": null, "Duration of cycles (h)": null, "update_date": null, "Year": null, "Polymer type": null, "B_O": null, "PBE_gap": null, "Normalised Value": null, "An": null, "icsd_ids": null, "pbe0_gap": null, "FD1": null, "Am": null, "bp86_lumo": null, "AA": null, "Cation3": null, "Magnetic_ordering": null, "Mg": null, "Power(W)": null, "µ_B/f.u.": null, "Perovskite": null, "Dense2": null, "Am^2/kg": null, "kv": null, "energy_atom": null, "Catalyst": null, "Doping": null, "Type": null, "Band_gap_HSE": null, "spacegroup_number": null, "cycle4": null, "sigvol": null, "aurl": null, "diffrtemp": null, "formation_energy_per_atom": null, "T, oC": null, "poisson": null, "Preparation method": null, "Volume": null, "Light Type": null, "void_fraction": null, "ProdRate(μmol/g)": null, "Al": null, "Po2": null, "egap_fit": null, "La": null, "Warning_OER.1": null, "overpotential V": null, "Facility": null, "Judge_Hydrothermal": null, "BandGap(eV)": null, "Pch4": null, "unit": null, "prototype_id": null, "-V vs. RHE V": null, "unit_cell_formula": null, "ff_vac": null, "b3lyp_scharber_jsc": null, "spg": null, "Band_gap_HSE_optical": null, "Ionic Radius (angstroms)": null, "pbe0_homo": null, "CH4 Conv(%)": null, "band_gap_dir": null, "pub_year": null, "axes_mean_0": null, "Polymer, % wt.": null, "Resource": null, "Support1-mol": null, "Additional": null, "search": null, "Reaction solution": null, "Si": null, "C2s": null, "OH": null, "CH4 conversion (%)": null, "co2_absp": null, "CIF_file_name": null, "HSE_decomp_energy": null, "A site #2": null, "year": null, "U0": null }
simple
In a tabular data structure, locate the cells that meet the requirements.
Return the source identifier for the compound with total magnetization {}.
Given PBE and HSE bandgaps of 1.79 eV and 2.64 eV, what is the refractive index (Ref_ind) of the material?
table49
[ "PBE_gap", "HSE_gap", "Ref_ind" ]
[ "PBE_gap", "HSE_gap" ]
[ "Ref_ind" ]
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complex
In a tabular data structure, locate the cells that meet the requirements.
Given PBE and HSE bandgaps of {} eV and {} eV, what is the refractive index (Ref_ind) of the material?
Which perovskite material has a value of LaNiO3 in feature 10?
table14
[ "Perovskite", "10" ]
[ "Perovskite" ]
[ "10" ]
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search_value
{ "3": null, "5": null, "6": null, "7": null, "9": null, "10": "-0.03765", "18": null, "20": null, "24": null, "33": null, "40": null, "45": null, "55": null, "a": null, "elastic_tensor": null, "R2": null, "energy_per_atom": null, "Acid_OVP": null, "ef": null, "jid": null, "material_type": null, "M3": null, "id": null, "A_Tm": null, "Light intensity(W)": null, "O2-pressure": null, "Ref_ind": null, "decomposition": null, "elasticity": null, "final_energy": null, "axial_distortion": null, "spillage": null, "Surfactant type": null, "total_magnetization": null, "A m^2/kg": null, "octahedral_factor_ionic": null, "Cation3-mol": null, "M2": null, "B": null, "ρb": null, "energy_corrected": null, "Antibiotic dosage (mg/L)": null, "e_form": null, "CT (℃)": null, "lcd": null, "nat": null, "I, mW/cm2": null, "RH2(µmol h-1 g-1)": null, "X": null, "°C": null, "inertial_shape_factor_std_0": null, "total": null, "OC": null, "Ca ion, mM": null, "X site": null, "surf_dat": null, "Nanostructuring": null, "exfoliation_energy_per_atom": null, "pld": null, "surf_en": null, "similarity": null, "Ln_Kramers": null, "spacegroup": null, "C2H4 yield (%)": null, "Mainproduct": null, "mat_id": null, "formula": null, "Material Family": null, "shear modulus": null, "slme": null, "formula_energy": null, "Substrates": null, "J.uAcm2_0.63_initialCA": null, "bulk_formula": null, "concentration": null, "B site #3": null, "Surface Strain": null, "mbj_bandgap": null, "gga_gap": null, "energy": null, "PM": null, "spg_symbol": null, "Chemical Environment 1=electrolyte 2=pressure": null, "Country": null, "hse_gap": null, "lumo": null, "coordination_number": null, "U": null, "Ca": null, "X1": null, "surfaces_key": null, "optb88vdw_bandgap": null, "EnergyAboveHull": null, "optb88vdw_vbm": null, "date": null, "Number of elements": null, "gap pbe": null, "Log_fom": null, "activation_energy": null, "surf_cbm": null, "pretty_formula": null, "e_hull": null, "MR1": null, "formation_energy_peratom": null, 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"reaction_energy": null, "mu": null, "Illumination time(min)": null, "value": null, "CO3 ion, mM": null, "co2_pressures": null, "Direct_or_indirect_HSE": null, "H": null, "EAa": null, "CH4Ead": null, "A2 site": null, "osda smiles": null, "method": null, "Tc": null, "wavelength": null, "wycoff": null, "C0, mg/L": null, "ab": null, "r2": null, "total_mag": null, "D, g/L": null, "K": null, "homo": null, "A_B": null, "HCO3 ion, mM": null, "band_gap": null, "Degradation rate(%)": null, "C2y": null, "vol": null, "surface_area_m2cm3": null, "Surfactant, % wt.": null, "natoms": null, "crystal_system": null, "elastic anisotropy": null, "func": null, "HSE_gap": null, "license": null, "ReactionType": null, "Direct_Band": null, "band_gap_ind": null, "Yield (μmol/g/h)": null, "Base": null, "Au": null, "scf_cbm": null, "bulk modulus": null, "optb88vdw_cbm": null, "Alloying": null, "Solvent type": null, "_oqmd_entry_id": null, "num_bonds_mean_0": null, "J.uAcm2_0.63_secondCA": null, "atom_en": null, "shear_modulus_gv": null, "at. wt.": null, "spacegroup_symbol": null, "Reaction": null, "comments": null, "CIF_type": null, "label": null, "ρa": null, "t": null, "Cv": null, "ZPVE": null, "title": null, "Y": null, "min_co2_adsp": null, "PBE_latt_const": null, "location": null, "surface_area_m2g": null, "vac_dat": null, "B2 site": null, "mu_b": null, "magmom_oszicar": null, "sgNumber": null, "IF": null, "Anion2-mol": null, "atoms": null, "chem_pot": null, "topology": null, "Temperature": null, "name": null, "Ref.": null, "_oqmd_stability": null, "authors_parsed": null, "omega1": null, "bulk_modulus_kv": null, "cycle2": null, "diel_tot": null, "Dope": null, "COx": null, "bulk_energy": null, "Calcination temperature(K)": null, "offset": null, "Space_group_rlx": null, "EAb": null, "-log(k), min-1": null, "PBE_decomp_energy": null, "Robs": null, "Eg(eV)": null, "Journal_Name": null, "gap": null, "DT (℃)": null, "source": null, "nelements": null, "chemical_family": null, "B_Tm": null, "_oqmd_band_gap": null, "Eps_elec": null, "WeigthMetalLoading": null, "时效温度T (℃)": null, "Ra/Rb": null, "C2 selectivity (%)": null, "Degradation efficiency (%)": null, "journal-ref": null, "A_Tb": null, "stress": null, "net_magmom": null, "max_co2_adsp": null, "Co": null, "energy_above_hull (meV/atom)": null, "Surface Area(m2/g)": null, "B_Tb": null, "SSA (m2 g -1 )": null, "MetalPart": null, "formal_charge": null, "Formation_energy": null, "formation_energy (eV/atom)": null, "dos_ef": null, "PBE_mix_energy": null, "cycle3": null, "PAr (atm)": null, "surf_vbm": null, "M4": null, "Cited_Time": null, "M": null, "f_enp": null, "NH2": null, "En": null, "E_AtomN": null, "Tol": null, "DOI": null, "doi": null, "Solvent, % vol.": null, "enthalpy_formation_298K": null, "species": null, "volume": null, "γ'相尺寸 (nm)": null, "ΔfusHa": null, "efermi": null, "Ra": null, "C2-selectivity": null, "a_key": null, "CH4/O2 (mol/mol)": null, "CSM": null, "cycle1": null, "alpha": null, "sub_family": null, "SMILES_relaxed": null, "enthalpy_atom": null, "exfoliation_energy": null, "volume_std_0": null, "Bsite_NdValence_range": null, "dfpt_piezo_max_dielectric_ionic": null, "Band_gap_GGA_optical": null, "furnace length(mm)": null, "c": null, "Ru": null, "Pore Volume (cm3/g)": null, "scf_vbm": null, "CO yield (%)": null, "mT": null, "report-no": null, "source_folder": null, "cellpressure": null, "initial_atoms": null, "bader_atomic_volumes": null, "e_above_hull": null, "closest_polyhedron": null, "m06_homo": null, "pH": null, "CH4-pressure": null, "phon_dat": null, "src": null, "Material": null, "indir_gap": null, "Ni": null, "B site #2": null, "Reactor_Volume": null, "Illumination time (min)": null, "elements": null, "Lattice": null, "cycle5": null, "Cation4": null, "Product": null, "Catalyst/Pollutant mass ratio": null, "时效时间t (h)": null, "SBET(m2/g)": null, "mol_weight": null, "authors": null, "versions": null, "Stirring, rpm": null, "full_formula": null, "AH (h)": null, "bertz_ct_mean_0": null, "composition": null, "diel": null, "C.E. %": null, "Synthesis time": null, "bp86_homo": null, "zpve": null, "Total flow (mL/min)": null, "Duration of cycles (h)": null, "update_date": null, "Year": null, "Polymer type": null, "B_O": null, "PBE_gap": null, "Normalised Value": null, "An": null, "icsd_ids": null, "pbe0_gap": null, "FD1": null, "Am": null, "bp86_lumo": null, "AA": null, "Cation3": null, "Magnetic_ordering": null, "Mg": null, "Power(W)": null, "µ_B/f.u.": null, "Perovskite": null, "Dense2": null, "Am^2/kg": null, "kv": null, "energy_atom": null, "Catalyst": null, "Doping": null, "Type": null, "Band_gap_HSE": null, "spacegroup_number": null, "cycle4": null, "sigvol": null, "aurl": null, "diffrtemp": null, "formation_energy_per_atom": null, "T, oC": null, "poisson": null, "Preparation method": null, "Volume": null, "Light Type": null, "void_fraction": null, "ProdRate(μmol/g)": null, "Al": null, "Po2": null, "egap_fit": null, "La": null, "Warning_OER.1": null, "overpotential V": null, "Facility": null, "Judge_Hydrothermal": null, "BandGap(eV)": null, "Pch4": null, "unit": null, "prototype_id": null, "-V vs. RHE V": null, "unit_cell_formula": null, "ff_vac": null, "b3lyp_scharber_jsc": null, "spg": null, "Band_gap_HSE_optical": null, "Ionic Radius (angstroms)": null, "pbe0_homo": null, "CH4 Conv(%)": null, "band_gap_dir": null, "pub_year": null, "axes_mean_0": null, "Polymer, % wt.": null, "Resource": null, "Support1-mol": null, "Additional": null, "search": null, "Reaction solution": null, "Si": null, "C2s": null, "OH": null, "CH4 conversion (%)": null, "co2_absp": null, "CIF_file_name": null, "HSE_decomp_energy": null, "A site #2": null, "year": null, "U0": null }
simple
In a tabular data structure, locate the cells that meet the requirements.
Which perovskite material has a value of {} in feature 10?
What is the total energy per atom for the material with source ID mp-571279 and a bandgap of 0.8628000000000002?
table67
[ "source_id", "bandgap", "energy_per_atom" ]
[ "source_id", "bandgap" ]
[ "energy_per_atom" ]
{ "0": null, "1": null, "5": null, "7": null, "10": null, "17": null, "25": null, "30": null, "45": null, "file": null, "jid": null, "id": null, "source_id": "mp-571279", "DOI": null, "bulk_formula": null, "species": null, "enthalpy_formation_298K": null, "chem_pot": null, "Total flow (mL/min)": null, "Temp. 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"spg_symbol": null, "OC": null, "Molecular formula": null, "Surface Area(m2/g)": null, "emu/cm^3": null, "osda smiles": null, "Photocatalyst(s)": null, "MOF_Type": null, "Phase": null, "C0, mg/L": null, "pH": null, "T, oC": null, "Synthesis time": null, "Tc": null, "A site #1": null, "A site #3": null, "formation_energy (eV/atom)": null, "Catalyst label": null, "Year": null, "C.E. %": null, "total_magnetization": null, "void_fraction": null, "Perovskite": null, "name": null, "efermi": null, "material_id": null, "bulk_energy": null, "ef": null, "search": null, "M4": null, "CO yield (%)": null, "ReactionType": null, "Catalyst": null, "stress": null, "atoms": null, "surf_cbm": null, "title": null, "CH4-conversion%": null, "Contact-times": null, "Ni": null, "Ca": null, "CIF_file_name": null, "pub_year": null, "X site": null, "energy_above_hull (meV/atom)": null, "Material Family": null, "spg_number": null, "diel_ion": null, "src": null, "spacegroup": null, "DT (℃)": null, "Co catalyst": 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search_value
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null, "alpha": null, "sub_family": null, "SMILES_relaxed": null, "enthalpy_atom": null, "exfoliation_energy": null, "volume_std_0": null, "Bsite_NdValence_range": null, "dfpt_piezo_max_dielectric_ionic": null, "Band_gap_GGA_optical": null, "furnace length(mm)": null, "c": null, "Ru": null, "Pore Volume (cm3/g)": null, "scf_vbm": null, "CO yield (%)": null, "mT": null, "report-no": null, "source_folder": null, "cellpressure": null, "initial_atoms": null, "bader_atomic_volumes": null, "e_above_hull": null, "closest_polyhedron": null, "m06_homo": null, "pH": null, "CH4-pressure": null, "phon_dat": null, "src": null, "Material": null, "indir_gap": null, "Ni": null, "B site #2": null, "Reactor_Volume": null, "Illumination time (min)": null, "elements": null, "Lattice": null, "cycle5": null, "Cation4": null, "Product": null, "Catalyst/Pollutant mass ratio": null, "时效时间t (h)": null, "SBET(m2/g)": null, "mol_weight": null, "authors": null, "versions": null, "Stirring, rpm": null, "full_formula": null, "AH (h)": null, "bertz_ct_mean_0": null, "composition": null, "diel": null, "C.E. %": null, "Synthesis time": null, "bp86_homo": null, "zpve": null, "Total flow (mL/min)": null, "Duration of cycles (h)": null, "update_date": null, "Year": null, "Polymer type": null, "B_O": null, "PBE_gap": null, "Normalised Value": null, "An": null, "icsd_ids": null, "pbe0_gap": null, "FD1": null, "Am": null, "bp86_lumo": null, "AA": null, "Cation3": null, "Magnetic_ordering": null, "Mg": null, "Power(W)": null, "µ_B/f.u.": null, "Perovskite": null, "Dense2": null, "Am^2/kg": null, "kv": null, "energy_atom": null, "Catalyst": null, "Doping": null, "Type": null, "Band_gap_HSE": null, "spacegroup_number": null, "cycle4": null, "sigvol": null, "aurl": null, "diffrtemp": null, "formation_energy_per_atom": null, "T, oC": null, "poisson": null, "Preparation method": null, "Volume": null, "Light Type": null, "void_fraction": null, "ProdRate(μmol/g)": null, "Al": null, "Po2": null, "egap_fit": null, "La": null, "Warning_OER.1": null, "overpotential V": null, "Facility": null, "Judge_Hydrothermal": null, "BandGap(eV)": null, "Pch4": null, "unit": null, "prototype_id": null, "-V vs. RHE V": null, "unit_cell_formula": null, "ff_vac": null, "b3lyp_scharber_jsc": null, "spg": null, "Band_gap_HSE_optical": null, "Ionic Radius (angstroms)": null, "pbe0_homo": null, "CH4 Conv(%)": null, "band_gap_dir": null, "pub_year": null, "axes_mean_0": null, "Polymer, % wt.": null, "Resource": null, "Support1-mol": null, "Additional": null, "search": null, "Reaction solution": null, "Si": null, "C2s": null, "OH": null, "CH4 conversion (%)": null, "co2_absp": null, "CIF_file_name": null, "HSE_decomp_energy": null, "A site #2": null, "year": null, "U0": null }
complex
In a tabular data structure, locate the cells that meet the requirements.
What is the total energy per atom for the material with source ID {} and a bandgap of {}?
Identify the carbon deficit percentage for resource type 2,8 at a furnace length of STD mm.
table27
[ "C missing(%)", "Resource", "furnace length(mm)" ]
[ "C missing(%)", "Resource" ]
[ "furnace length(mm)" ]
{ "0": null, "1": null, "5": null, "7": null, "10": null, "17": null, "25": null, "30": null, "45": null, "file": null, "jid": null, "id": null, "source_id": null, "DOI": null, "bulk_formula": null, "species": null, "enthalpy_formation_298K": null, "chem_pot": null, "Total flow (mL/min)": null, "Temp. 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"OC": null, "Molecular formula": null, "Surface Area(m2/g)": null, "emu/cm^3": null, "osda smiles": null, "Photocatalyst(s)": null, "MOF_Type": null, "Phase": null, "C0, mg/L": null, "pH": null, "T, oC": null, "Synthesis time": null, "Tc": null, "A site #1": null, "A site #3": null, "formation_energy (eV/atom)": null, "Catalyst label": null, "Year": null, "C.E. %": null, "total_magnetization": null, "void_fraction": null, "Perovskite": null, "name": null, "efermi": null, "material_id": null, "bulk_energy": null, "ef": null, "search": null, "M4": null, "CO yield (%)": null, "ReactionType": null, "Catalyst": null, "stress": null, "atoms": null, "surf_cbm": null, "title": null, "CH4-conversion%": null, "Contact-times": null, "Ni": null, "Ca": null, "CIF_file_name": null, "pub_year": null, "X site": null, "energy_above_hull (meV/atom)": null, "Material Family": null, "spg_number": null, "diel_ion": null, "src": null, "spacegroup": null, "DT (℃)": null, "Co catalyst": null, "Material": 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search_value
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"shear_modulus_gv": null, "at. wt.": null, "spacegroup_symbol": null, "Reaction": null, "comments": null, "CIF_type": null, "label": null, "ρa": null, "t": null, "Cv": null, "ZPVE": null, "title": null, "Y": null, "min_co2_adsp": null, "PBE_latt_const": null, "location": null, "surface_area_m2g": null, "vac_dat": null, "B2 site": null, "mu_b": null, "magmom_oszicar": null, "sgNumber": null, "IF": null, "Anion2-mol": null, "atoms": null, "chem_pot": null, "topology": null, "Temperature": null, "name": null, "Ref.": null, "_oqmd_stability": null, "authors_parsed": null, "omega1": null, "bulk_modulus_kv": null, "cycle2": null, "diel_tot": null, "Dope": null, "COx": null, "bulk_energy": null, "Calcination temperature(K)": null, "offset": null, "Space_group_rlx": null, "EAb": null, "-log(k), min-1": null, "PBE_decomp_energy": null, "Robs": null, "Eg(eV)": null, "Journal_Name": null, "gap": null, "DT (℃)": null, "source": null, "nelements": null, "chemical_family": null, "B_Tm": null, "_oqmd_band_gap": null, "Eps_elec": null, "WeigthMetalLoading": null, "时效温度T (℃)": null, "Ra/Rb": null, "C2 selectivity (%)": null, "Degradation efficiency (%)": null, "journal-ref": null, "A_Tb": null, "stress": null, "net_magmom": null, "max_co2_adsp": null, "Co": null, "energy_above_hull (meV/atom)": null, "Surface Area(m2/g)": null, "B_Tb": null, "SSA (m2 g -1 )": null, "MetalPart": null, "formal_charge": null, "Formation_energy": null, "formation_energy (eV/atom)": null, "dos_ef": null, "PBE_mix_energy": null, "cycle3": null, "PAr (atm)": null, "surf_vbm": null, "M4": null, "Cited_Time": null, "M": null, "f_enp": null, "NH2": null, "En": null, "E_AtomN": null, "Tol": null, "DOI": null, "doi": null, "Solvent, % vol.": null, "enthalpy_formation_298K": null, "species": null, "volume": null, "γ'相尺寸 (nm)": null, "ΔfusHa": null, "efermi": null, "Ra": null, "C2-selectivity": null, "a_key": null, "CH4/O2 (mol/mol)": null, "CSM": null, "cycle1": null, "alpha": null, "sub_family": null, "SMILES_relaxed": null, "enthalpy_atom": null, "exfoliation_energy": null, "volume_std_0": null, "Bsite_NdValence_range": null, "dfpt_piezo_max_dielectric_ionic": null, "Band_gap_GGA_optical": null, "furnace length(mm)": "270", "c": null, "Ru": null, "Pore Volume (cm3/g)": null, "scf_vbm": null, "CO yield (%)": null, "mT": null, "report-no": null, "source_folder": null, "cellpressure": null, "initial_atoms": null, "bader_atomic_volumes": null, "e_above_hull": null, "closest_polyhedron": null, "m06_homo": null, "pH": null, "CH4-pressure": null, "phon_dat": null, "src": null, "Material": null, "indir_gap": null, "Ni": null, "B site #2": null, "Reactor_Volume": null, "Illumination time (min)": null, "elements": null, "Lattice": null, "cycle5": null, "Cation4": null, "Product": null, "Catalyst/Pollutant mass ratio": null, "时效时间t (h)": null, "SBET(m2/g)": null, "mol_weight": null, "authors": null, "versions": null, "Stirring, rpm": null, "full_formula": null, "AH (h)": null, "bertz_ct_mean_0": null, "composition": null, "diel": null, "C.E. %": null, "Synthesis time": null, "bp86_homo": null, "zpve": null, "Total flow (mL/min)": null, "Duration of cycles (h)": null, "update_date": null, "Year": null, "Polymer type": null, "B_O": null, "PBE_gap": null, "Normalised Value": null, "An": null, "icsd_ids": null, "pbe0_gap": null, "FD1": null, "Am": null, "bp86_lumo": null, "AA": null, "Cation3": null, "Magnetic_ordering": null, "Mg": null, "Power(W)": null, "µ_B/f.u.": null, "Perovskite": null, "Dense2": null, "Am^2/kg": null, "kv": null, "energy_atom": null, "Catalyst": null, "Doping": null, "Type": null, "Band_gap_HSE": null, "spacegroup_number": null, "cycle4": null, "sigvol": null, "aurl": null, "diffrtemp": null, "formation_energy_per_atom": null, "T, oC": null, "poisson": null, "Preparation method": null, "Volume": null, "Light Type": null, "void_fraction": null, "ProdRate(μmol/g)": null, "Al": null, "Po2": null, "egap_fit": null, "La": null, "Warning_OER.1": null, "overpotential V": null, "Facility": null, "Judge_Hydrothermal": null, "BandGap(eV)": null, "Pch4": null, "unit": null, "prototype_id": null, "-V vs. RHE V": null, "unit_cell_formula": null, "ff_vac": null, "b3lyp_scharber_jsc": null, "spg": null, "Band_gap_HSE_optical": null, "Ionic Radius (angstroms)": null, "pbe0_homo": null, "CH4 Conv(%)": null, "band_gap_dir": null, "pub_year": null, "axes_mean_0": null, "Polymer, % wt.": null, "Resource": null, "Support1-mol": null, "Additional": null, "search": null, "Reaction solution": null, "Si": null, "C2s": null, "OH": null, "CH4 conversion (%)": null, "co2_absp": null, "CIF_file_name": null, "HSE_decomp_energy": null, "A site #2": null, "year": null, "U0": null }
complex
In a tabular data structure, locate the cells that meet the requirements.
Identify the carbon deficit percentage for resource type {} at a furnace length of {} mm.
Find the unique identifier (ID) for the material with formula Tb1Th3.4Ru0.6B4.
table65
[ "formula", "id" ]
[ "formula" ]
[ "id" ]
{ "0": null, "1": null, "5": null, "7": null, "10": null, "17": null, "25": null, "30": null, "45": null, "file": null, "jid": null, "id": null, "source_id": null, "DOI": null, "bulk_formula": null, "species": null, "enthalpy_formation_298K": null, "chem_pot": null, "Total flow (mL/min)": null, "Temp. (℃)": null, "CH4 conversion (%)": null, "formula": "Tb1Th3.4Ru0.6B4", "formula_energy": null, "Ra": null, "ρa": null, "RH2(µmol h-1 g-1)": null, "Preparation method": null, "Calcination temperature(K)": null, "Temperature": null, "PBE_decomp_energy": null, "Log_fom": null, "e_above_hull": null, "elements": null, "density": null, "optb88vdw_vbm": null, "offset": null, "compound": null, "chemical_family": null, "magmom_oszicar": null, "M1": null, "Par": null, "Type": null, "Solvent, % vol.": null, "exfoliation_energy_per_atom": null, "bandgap": null, "sentence": null, "composition": null, "mT": null, "goldschmidt_TF_ionic": null, "Preparation": null, "COx": null, "Support": null, "C2 selectivity (%)": null, "A mole": null, "M": null, "location": null, "Surface area (m2/g)": null, "Pore Volume (cm3/g)": null, "Degradation efficiency (%)": null, "e_hull": null, "mu_b": null, "Molecular formulas": null, "SSA (m2 g -1 )": null, "SMILES_relaxed": null, "mu": null, "max_co2_adsp": null, "spg_symbol": null, "OC": null, "Molecular formula": null, "Surface Area(m2/g)": null, "emu/cm^3": null, "osda smiles": null, "Photocatalyst(s)": null, "MOF_Type": null, "Phase": null, "C0, mg/L": null, "pH": null, "T, oC": null, "Synthesis time": null, "Tc": null, "A site #1": null, "A site #3": null, "formation_energy (eV/atom)": null, "Catalyst label": null, "Year": null, "C.E. %": null, "total_magnetization": null, "void_fraction": null, "Perovskite": null, "name": null, "efermi": null, "material_id": null, "bulk_energy": null, "ef": null, "search": null, "M4": null, "CO yield (%)": null, "ReactionType": null, "Catalyst": null, "stress": null, "atoms": null, "surf_cbm": null, "title": null, "CH4-conversion%": null, "Contact-times": null, "Ni": null, "Ca": null, "CIF_file_name": null, "pub_year": null, "X site": null, "energy_above_hull (meV/atom)": null, "Material Family": null, "spg_number": null, "diel_ion": null, "src": null, "spacegroup": null, "DT (℃)": null, "Co catalyst": 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"mat_id": null, "SMILES": null, "initial_atoms": null, "goldschmidt_TF": null, "I1a": null, "Ra/Rb": null, "t": null, "_oqmd_band_gap": null, "Solvent type": null, "Polymer Mwt, kDa": null, "Surfactant type": null, "C2H6 yield(%)": null, "H2O(g)": null, "shear_modulus_gv": null, "b3lyp_homo": null, "b3lyp_lumo": null, "b3lyp_gap": null, "elastic anisotropy": null, "Pch4": null, "Po2": null, "ICSD_number": null, "ff_vac": null, "SBET (m2 /g)": null, "Tol": null, "HSE_latt_const": null, "spg": null, "pbe0_gap": null, "surface_area_m2cm3": null, "Symbol": null, "FD1": null, "Ref_ind": null, "PBE_mix_energy": null, "BandGap(eV)": null, "Full Name of Perovskite": null, "A site": null, "cycle3": null, "CH4/O2 (mol/mol)": null, "PAr (atm)": null, "Au": null, "Onset": null, "b": null, "b_key": null, "func": null, "Degradation rate(%)": null, "Pollutant": null, "Polymer type": null, "Temperature, C": null, "Surfactant, % wt.": null, "co2_absp": null, "SNUMAT_id": null, "Magnetic_ordering": 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search_value
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"_oqmd_band_gap": null, "Eps_elec": null, "WeigthMetalLoading": null, "时效温度T (℃)": null, "Ra/Rb": null, "C2 selectivity (%)": null, "Degradation efficiency (%)": null, "journal-ref": null, "A_Tb": null, "stress": null, "net_magmom": null, "max_co2_adsp": null, "Co": null, "energy_above_hull (meV/atom)": null, "Surface Area(m2/g)": null, "B_Tb": null, "SSA (m2 g -1 )": null, "MetalPart": null, "formal_charge": null, "Formation_energy": null, "formation_energy (eV/atom)": null, "dos_ef": null, "PBE_mix_energy": null, "cycle3": null, "PAr (atm)": null, "surf_vbm": null, "M4": null, "Cited_Time": null, "M": null, "f_enp": null, "NH2": null, "En": null, "E_AtomN": null, "Tol": null, "DOI": null, "doi": null, "Solvent, % vol.": null, "enthalpy_formation_298K": null, "species": null, "volume": null, "γ'相尺寸 (nm)": null, "ΔfusHa": null, "efermi": null, "Ra": null, "C2-selectivity": null, "a_key": null, "CH4/O2 (mol/mol)": null, "CSM": null, "cycle1": null, "alpha": null, "sub_family": null, 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"Warning_OER.1": null, "overpotential V": null, "Facility": null, "Judge_Hydrothermal": null, "BandGap(eV)": null, "Pch4": null, "unit": null, "prototype_id": null, "-V vs. RHE V": null, "unit_cell_formula": null, "ff_vac": null, "b3lyp_scharber_jsc": null, "spg": null, "Band_gap_HSE_optical": null, "Ionic Radius (angstroms)": null, "pbe0_homo": null, "CH4 Conv(%)": null, "band_gap_dir": null, "pub_year": null, "axes_mean_0": null, "Polymer, % wt.": null, "Resource": null, "Support1-mol": null, "Additional": null, "search": null, "Reaction solution": null, "Si": null, "C2s": null, "OH": null, "CH4 conversion (%)": null, "co2_absp": null, "CIF_file_name": null, "HSE_decomp_energy": null, "A site #2": null, "year": null, "U0": null }
simple
In a tabular data structure, locate the cells that meet the requirements.
Find the unique identifier (ID) for the material with formula {}.
What reaction conditions are specified for the catalyst 9,3%NiPt(3:1)/Al2O3?
table30
[ "Catalyst", "Reaction" ]
[ "Catalyst" ]
[ "Reaction" ]
{"file":null,"jid":null,"id":null,"source_id":null,"DOI":null,"bulk_formula":null,"species":null,"en(...TRUNCATED)
search_value
{"a":null,"elastic_tensor":null,"R2":null,"energy_per_atom":null,"Acid_OVP":null,"ef":null,"jid":nul(...TRUNCATED)
simple
In a tabular data structure, locate the cells that meet the requirements.
What reaction conditions are specified for the catalyst {}?
End of preview.

CataTQA: A Benchmark for Tool-Augmented LLM Question Answering over Heterogeneous Catalysis Tables

Despite their success in general question answering, large language models (LLMs) struggle with hallucinations and inaccurate reasoning in scientific domains. A major challenge stems from experimental data, which are often stored in external sources like supplementary materials and domain-specific databases. These tables are large, heterogeneous, and semantically complex, making them difficult for LLMs to interpret. While external tools show promise, current benchmarks fail to assess LLMs' ability to navigate this data—particularly in locating relevant tables, retrieving key columns, interpreting experimental conditions, and invoking tools. To address this gap, we introduce CataTQA, a new benchmark for catalytic materials. CataTQA features an automated dataset framework and four auxiliary tools. We evaluate tool-enhanced LLMs across five dimensions: table location, column retrieval, condition analysis, tool calling, and question answering, identifying their strengths and weaknesses. Our work sets a new benchmark for evaluating LLMs in scientific fields and paves the way for future advancements. All data and code are publicly available on GitHub.

Dataset Field Description

  • question:A table question.
  • refer_dataset:Generate a reference dataset of questions and answers.
  • column namesThe column name used to generate the problem.
  • condition_column:The column names that need to be filled in to generate the problem.
  • answer_column:Column name of the answer.
  • condition:Conditions contained in the question.
  • answer:Answers to questions.
  • tool:Tools for answering questions.
  • level:The level of the problem.
  • question description:Question type description.
  • refer_template:Template question.

Example

{
    "question": "Identify the material ID linked to a total energy per atom of -4.093124536666667.",
    "refer_dataset": "table67",
    "column names": ["energy_per_atom", "material_id"],
    "condition_column": ["energy_per_atom"],
    "answer_column": ["material_id"],
    "condition": {"energy_per_atom": "-4.093124536666667"},
    "tool": "search_value",
    "answer": {"material_id": "2dm-6"},
    "level": "simple",
    "question description":"In a tabular data structure, locate the cells that meet the requirements.",
    "refer_template": "Identify the material ID linked to a total energy per atom of {}."
}

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