Spaces:
Runtime error
Runtime error
| num_to_classes = { | |
| 0: 'acc-phys', | |
| 1: 'adap-org', | |
| 2: 'alg-geom', | |
| 3: 'ao-sci', | |
| 4: 'astro-ph.all', | |
| 5: 'astro-ph.CO', | |
| 6: 'astro-ph.EP', | |
| 7: 'astro-ph.GA', | |
| 8: 'astro-ph.HE', | |
| 9: 'astro-ph.IM', | |
| 10: 'astro-ph.SR', | |
| 11: 'atom-ph.all', | |
| 12: 'bayes-an', | |
| 13: 'chao-dyn', | |
| 14: 'chem-ph', | |
| 15: 'cmp-lg', | |
| 16: 'comp-gas', | |
| 17: 'cond-mat.all', | |
| 18: 'cond-mat.dis-nn', | |
| 19: 'cond-mat.mes-hall', | |
| 20: 'cond-mat.mtrl-sci', | |
| 21: 'cond-mat.other', | |
| 22: 'cond-mat.quant-gas', | |
| 23: 'cond-mat.soft', | |
| 24: 'cond-mat.stat-mech', | |
| 25: 'cond-mat.str-el', | |
| 26: 'cond-mat.supr-con', | |
| 27: 'cs.AI', | |
| 28: 'cs.AR', | |
| 29: 'cs.CC', | |
| 30: 'cs.CE', | |
| 31: 'cs.CG', | |
| 32: 'cs.CL', | |
| 33: 'cs.CR', | |
| 34: 'cs.CV', | |
| 35: 'cs.CY', | |
| 36: 'cs.DB', | |
| 37: 'cs.DC', | |
| 38: 'cs.DL', | |
| 39: 'cs.DM', | |
| 40: 'cs.DS', | |
| 41: 'cs.ET', | |
| 42: 'cs.FL', | |
| 43: 'cs.GL', | |
| 44: 'cs.GR', | |
| 45: 'cs.GT', | |
| 46: 'cs.HC', | |
| 47: 'cs.IR', | |
| 48: 'cs.IT', | |
| 49: 'cs.LG', | |
| 50: 'cs.LO', | |
| 51: 'cs.MA', | |
| 52: 'cs.MM', | |
| 53: 'cs.MS', | |
| 54: 'cs.NA', | |
| 55: 'cs.NE', | |
| 56: 'cs.NI', | |
| 57: 'cs.OH', | |
| 58: 'cs.OS', | |
| 59: 'cs.PF', | |
| 60: 'cs.PL', | |
| 61: 'cs.RO', | |
| 62: 'cs.SC', | |
| 63: 'cs.SD', | |
| 64: 'cs.SE', | |
| 65: 'cs.SI', | |
| 66: 'cs.SY', | |
| 67: 'dg-ga', | |
| 68: 'econ.EM', | |
| 69: 'econ.GN', | |
| 70: 'econ.TH', | |
| 71: 'eess.AS', | |
| 72: 'eess.IV', | |
| 73: 'eess.SP', | |
| 74: 'eess.SY', | |
| 75: 'funct-an', | |
| 76: 'gr-qc', | |
| 77: 'hep-ex', | |
| 78: 'hep-lat', | |
| 79: 'hep-ph', | |
| 80: 'hep-th', | |
| 81: 'math-ph', | |
| 82: 'math.AC', | |
| 83: 'math.AG', | |
| 84: 'math.AP', | |
| 85: 'math.AT', | |
| 86: 'math.CA', | |
| 87: 'math.CO', | |
| 88: 'math.CT', | |
| 89: 'math.CV', | |
| 90: 'math.DG', | |
| 91: 'math.DS', | |
| 92: 'math.FA', | |
| 93: 'math.GM', | |
| 94: 'math.GN', | |
| 95: 'math.GR', | |
| 96: 'math.GT', | |
| 97: 'math.HO', | |
| 98: 'math.KT', | |
| 99: 'math.LO', | |
| 100: 'math.MG', | |
| 101: 'math.NA', | |
| 102: 'math.NT', | |
| 103: 'math.OA', | |
| 104: 'math.OC', | |
| 105: 'math.PR', | |
| 106: 'math.QA', | |
| 107: 'math.RA', | |
| 108: 'math.RT', | |
| 109: 'math.SG', | |
| 110: 'math.SP', | |
| 111: 'math.ST', | |
| 112: 'mtrl-th', | |
| 113: 'nlin.AO', | |
| 114: 'nlin.CD', | |
| 115: 'nlin.CG', | |
| 116: 'nlin.PS', | |
| 117: 'nlin.SI', | |
| 118: 'nucl-ex', | |
| 119: 'nucl-th', | |
| 120: 'patt-sol', | |
| 121: 'physics.acc-ph', | |
| 122: 'physics.ao-ph', | |
| 123: 'physics.app-ph', | |
| 124: 'physics.atm-clus', | |
| 125: 'physics.atom-ph', | |
| 126: 'physics.bio-ph', | |
| 127: 'physics.chem-ph', | |
| 128: 'physics.class-ph', | |
| 129: 'physics.comp-ph', | |
| 130: 'physics.data-an', | |
| 131: 'physics.ed-ph', | |
| 132: 'physics.flu-dyn', | |
| 133: 'physics.gen-ph', | |
| 134: 'physics.geo-ph', | |
| 135: 'physics.hist-ph', | |
| 136: 'physics.ins-det', | |
| 137: 'physics.med-ph', | |
| 138: 'physics.optics', | |
| 139: 'physics.plasm-ph', | |
| 140: 'physics.pop-ph', | |
| 141: 'physics.soc-ph', | |
| 142: 'physics.space-ph', | |
| 143: 'plasm-ph', | |
| 144: 'q-alg', | |
| 145: 'q-bio.BM', | |
| 146: 'q-bio.CB', | |
| 147: 'q-bio.GN', | |
| 148: 'q-bio.MN', | |
| 149: 'q-bio.NC', | |
| 150: 'q-bio.OT', | |
| 151: 'q-bio.PE', | |
| 152: 'q-bio.QM', | |
| 153: 'q-bio.SC', | |
| 154: 'q-bio.TO', | |
| 155: 'q-fin.CP', | |
| 156: 'q-fin.EC', | |
| 157: 'q-fin.GN', | |
| 158: 'q-fin.MF', | |
| 159: 'q-fin.PM', | |
| 160: 'q-fin.PR', | |
| 161: 'q-fin.RM', | |
| 162: 'q-fin.ST', | |
| 163: 'q-fin.TR', | |
| 164: 'quant-ph', | |
| 165: 'solv-int', | |
| 166: 'stat.AP', | |
| 167: 'stat.CO', | |
| 168: 'stat.ME', | |
| 169: 'stat.ML', | |
| 170: 'stat.OT', | |
| 171: 'supr-con'} | |
| classes_to_num = { | |
| 'acc-phys': 0, | |
| 'adap-org': 1, | |
| 'alg-geom': 2, | |
| 'ao-sci': 3, | |
| 'astro-ph.all': 4, | |
| 'astro-ph.CO': 5, | |
| 'astro-ph.EP': 6, | |
| 'astro-ph.GA': 7, | |
| 'astro-ph.HE': 8, | |
| 'astro-ph.IM': 9, | |
| 'astro-ph.SR': 10, | |
| 'atom-ph.all': 11, | |
| 'bayes-an': 12, | |
| 'chao-dyn': 13, | |
| 'chem-ph': 14, | |
| 'cmp-lg': 15, | |
| 'comp-gas': 16, | |
| 'cond-mat.all': 17, | |
| 'cond-mat.dis-nn': 18, | |
| 'cond-mat.mes-hall': 19, | |
| 'cond-mat.mtrl-sci': 20, | |
| 'cond-mat.other': 21, | |
| 'cond-mat.quant-gas': 22, | |
| 'cond-mat.soft': 23, | |
| 'cond-mat.stat-mech': 24, | |
| 'cond-mat.str-el': 25, | |
| 'cond-mat.supr-con': 26, | |
| 'cs.AI': 27, | |
| 'cs.AR': 28, | |
| 'cs.CC': 29, | |
| 'cs.CE': 30, | |
| 'cs.CG': 31, | |
| 'cs.CL': 32, | |
| 'cs.CR': 33, | |
| 'cs.CV': 34, | |
| 'cs.CY': 35, | |
| 'cs.DB': 36, | |
| 'cs.DC': 37, | |
| 'cs.DL': 38, | |
| 'cs.DM': 39, | |
| 'cs.DS': 40, | |
| 'cs.ET': 41, | |
| 'cs.FL': 42, | |
| 'cs.GL': 43, | |
| 'cs.GR': 44, | |
| 'cs.GT': 45, | |
| 'cs.HC': 46, | |
| 'cs.IR': 47, | |
| 'cs.IT': 48, | |
| 'cs.LG': 49, | |
| 'cs.LO': 50, | |
| 'cs.MA': 51, | |
| 'cs.MM': 52, | |
| 'cs.MS': 53, | |
| 'cs.NA': 54, | |
| 'cs.NE': 55, | |
| 'cs.NI': 56, | |
| 'cs.OH': 57, | |
| 'cs.OS': 58, | |
| 'cs.PF': 59, | |
| 'cs.PL': 60, | |
| 'cs.RO': 61, | |
| 'cs.SC': 62, | |
| 'cs.SD': 63, | |
| 'cs.SE': 64, | |
| 'cs.SI': 65, | |
| 'cs.SY': 66, | |
| 'dg-ga': 67, | |
| 'econ.EM': 68, | |
| 'econ.GN': 69, | |
| 'econ.TH': 70, | |
| 'eess.AS': 71, | |
| 'eess.IV': 72, | |
| 'eess.SP': 73, | |
| 'eess.SY': 74, | |
| 'funct-an': 75, | |
| 'gr-qc': 76, | |
| 'hep-ex': 77, | |
| 'hep-lat': 78, | |
| 'hep-ph': 79, | |
| 'hep-th': 80, | |
| 'math-ph': 81, | |
| 'math.AC': 82, | |
| 'math.AG': 83, | |
| 'math.AP': 84, | |
| 'math.AT': 85, | |
| 'math.CA': 86, | |
| 'math.CO': 87, | |
| 'math.CT': 88, | |
| 'math.CV': 89, | |
| 'math.DG': 90, | |
| 'math.DS': 91, | |
| 'math.FA': 92, | |
| 'math.GM': 93, | |
| 'math.GN': 94, | |
| 'math.GR': 95, | |
| 'math.GT': 96, | |
| 'math.HO': 97, | |
| 'math.KT': 98, | |
| 'math.LO': 99, | |
| 'math.MG': 100, | |
| 'math.NA': 101, | |
| 'math.NT': 102, | |
| 'math.OA': 103, | |
| 'math.OC': 104, | |
| 'math.PR': 105, | |
| 'math.QA': 106, | |
| 'math.RA': 107, | |
| 'math.RT': 108, | |
| 'math.SG': 109, | |
| 'math.SP': 110, | |
| 'math.ST': 111, | |
| 'mtrl-th': 112, | |
| 'nlin.AO': 113, | |
| 'nlin.CD': 114, | |
| 'nlin.CG': 115, | |
| 'nlin.PS': 116, | |
| 'nlin.SI': 117, | |
| 'nucl-ex': 118, | |
| 'nucl-th': 119, | |
| 'patt-sol': 120, | |
| 'physics.acc-ph': 121, | |
| 'physics.ao-ph': 122, | |
| 'physics.app-ph': 123, | |
| 'physics.atm-clus': 124, | |
| 'physics.atom-ph': 125, | |
| 'physics.bio-ph': 126, | |
| 'physics.chem-ph': 127, | |
| 'physics.class-ph': 128, | |
| 'physics.comp-ph': 129, | |
| 'physics.data-an': 130, | |
| 'physics.ed-ph': 131, | |
| 'physics.flu-dyn': 132, | |
| 'physics.gen-ph': 133, | |
| 'physics.geo-ph': 134, | |
| 'physics.hist-ph': 135, | |
| 'physics.ins-det': 136, | |
| 'physics.med-ph': 137, | |
| 'physics.optics': 138, | |
| 'physics.plasm-ph': 139, | |
| 'physics.pop-ph': 140, | |
| 'physics.soc-ph': 141, | |
| 'physics.space-ph': 142, | |
| 'plasm-ph': 143, | |
| 'q-alg': 144, | |
| 'q-bio.BM': 145, | |
| 'q-bio.CB': 146, | |
| 'q-bio.GN': 147, | |
| 'q-bio.MN': 148, | |
| 'q-bio.NC': 149, | |
| 'q-bio.OT': 150, | |
| 'q-bio.PE': 151, | |
| 'q-bio.QM': 152, | |
| 'q-bio.SC': 153, | |
| 'q-bio.TO': 154, | |
| 'q-fin.CP': 155, | |
| 'q-fin.EC': 156, | |
| 'q-fin.GN': 157, | |
| 'q-fin.MF': 158, | |
| 'q-fin.PM': 159, | |
| 'q-fin.PR': 160, | |
| 'q-fin.RM': 161, | |
| 'q-fin.ST': 162, | |
| 'q-fin.TR': 163, | |
| 'quant-ph': 164, | |
| 'solv-int': 165, | |
| 'stat.AP': 166, | |
| 'stat.CO': 167, | |
| 'stat.ME': 168, | |
| 'stat.ML': 169, | |
| 'stat.OT': 170, | |
| 'supr-con': 171 | |
| } | |
| taxonomy = [('cs.AI', 'Artificial Intelligence'), | |
| ('cs.AR', 'Hardware Architecture'), | |
| ('cs.CC', 'Computational Complexity'), | |
| ('cs.CE', 'Computational Engineering, Finance, and Science'), | |
| ('cs.CG', 'Computational Geometry'), | |
| ('cs.CL', 'Computation and Language'), | |
| ('cs.CR', 'Cryptography and Security'), | |
| ('cs.CV', 'Computer Vision and Pattern Recognition'), | |
| ('cs.CY', 'Computers and Society'), | |
| ('cs.DB', 'Databases'), | |
| ('cs.DC', 'Distributed, Parallel, and Cluster Computing'), | |
| ('cs.DL', 'Digital Libraries'), | |
| ('cs.DM', 'Discrete Mathematics'), | |
| ('cs.DS', 'Data Structures and Algorithms'), | |
| ('cs.ET', 'Emerging Technologies'), | |
| ('cs.FL', 'Formal Languages and Automata Theory'), | |
| ('cs.GL', 'General Literature'), | |
| ('cs.GR', 'Graphics'), | |
| ('cs.GT', 'Computer Science and Game Theory'), | |
| ('cs.HC', 'Human-Computer Interaction'), | |
| ('cs.IR', 'Information Retrieval'), | |
| ('cs.IT', 'Information Theory'), | |
| ('cs.LG', 'Machine Learning'), | |
| ('cs.LO', 'Logic in Computer Science'), | |
| ('cs.MA', 'Multiagent Systems'), | |
| ('cs.MM', 'Multimedia'), | |
| ('cs.MS', 'Mathematical Software'), | |
| ('cs.NA', 'Numerical Analysis'), | |
| ('cs.NE', 'Neural and Evolutionary Computing'), | |
| ('cs.NI', 'Networking and Internet Architecture'), | |
| ('cs.OH', 'Other Computer Science'), | |
| ('cs.OS', 'Operating Systems'), | |
| ('cs.PF', 'Performance'), | |
| ('cs.PL', 'Programming Languages'), | |
| ('cs.RO', 'Robotics'), | |
| ('cs.SC', 'Symbolic Computation'), | |
| ('cs.SD', 'Sound'), | |
| ('cs.SE', 'Software Engineering'), | |
| ('cs.SI', 'Social and Information Networks'), | |
| ('cs.SY', 'Systems and Control'), | |
| ('econ.EM', 'Econometrics'), | |
| ('econ.GN', 'General Economics'), | |
| ('econ.TH', 'Theoretical Economics'), | |
| ('eess.AS', 'Audio and Speech Processing'), | |
| ('eess.IV', 'Image and Video Processing'), | |
| ('eess.SP', 'Signal Processing'), | |
| ('eess.SY', 'Systems and Control'), | |
| ('math.AC', 'Commutative Algebra'), | |
| ('math.AG', 'Algebraic Geometry'), | |
| ('math.AP', 'Analysis of PDEs'), | |
| ('math.AT', 'Algebraic Topology'), | |
| ('math.CA', 'Classical Analysis and ODEs'), | |
| ('math.CO', 'Combinatorics'), | |
| ('math.CT', 'Category Theory'), | |
| ('math.CV', 'Complex Variables'), | |
| ('math.DG', 'Differential Geometry'), | |
| ('math.DS', 'Dynamical Systems'), | |
| ('math.FA', 'Functional Analysis'), | |
| ('math.GM', 'General Mathematics'), | |
| ('math.GN', 'General Topology'), | |
| ('math.GR', 'Group Theory'), | |
| ('math.GT', 'Geometric Topology'), | |
| ('math.HO', 'History and Overview'), | |
| ('math.IT', 'Information Theory'), | |
| ('math.KT', 'K-Theory and Homology'), | |
| ('math.LO', 'Logic'), | |
| ('math.MG', 'Metric Geometry'), | |
| ('math.MP', 'Mathematical Physics'), | |
| ('math.NA', 'Numerical Analysis'), | |
| ('math.NT', 'Number Theory'), | |
| ('math.OA', 'Operator Algebras'), | |
| ('math.OC', 'Optimization and Control'), | |
| ('math.PR', 'Probability'), | |
| ('math.QA', 'Quantum Algebra'), | |
| ('math.RA', 'Rings and Algebras'), | |
| ('math.RT', 'Representation Theory'), | |
| ('math.SG', 'Symplectic Geometry'), | |
| ('math.SP', 'Spectral Theory'), | |
| ('math.ST', 'Statistics Theory'), | |
| ('astro-ph.all', 'ASTROPHYSICS'), | |
| ('astro-ph.CO', 'Cosmology and Nongalactic Astrophysics'), | |
| ('astro-ph.EP', 'Earth and Planetary Astrophysics'), | |
| ('astro-ph.GA', 'Astrophysics of Galaxies'), | |
| ('astro-ph.HE', 'High Energy Astrophysical Phenomena'), | |
| ('astro-ph.IM', 'Instrumentation and Methods for Astrophysics'), | |
| ('astro-ph.SR', 'Solar and Stellar Astrophysics'), | |
| ('cond-mat.all', 'CONDENSED MATTER'), | |
| ('cond-mat.dis-nn', 'Disordered Systems and Neural Networks'), | |
| ('cond-mat.mes-hall', 'Mesoscale and Nanoscale Physics'), | |
| ('cond-mat.mtrl-sci', 'Materials Science'), | |
| ('cond-mat.other', 'Other Condensed Matter'), | |
| ('cond-mat.quant-gas', 'Quantum Gases'), | |
| ('cond-mat.soft', 'Soft Condensed Matter'), | |
| ('cond-mat.stat-mech', 'Statistical Mechanics'), | |
| ('cond-mat.str-el', 'Strongly Correlated Electrons'), | |
| ('cond-mat.supr-con', 'Superconductivity'), | |
| ('gr-qc', 'General Relativity and Quantum Cosmology'), | |
| ('hep-ex', 'High Energy Physics - Experiment'), | |
| ('hep-lat', 'High Energy Physics - Lattice'), | |
| ('hep-ph', 'High Energy Physics - Phenomenology'), | |
| ('hep-th', 'High Energy Physics - Theory'), | |
| ('math-ph', 'Mathematical Physics'), | |
| ('nlin.AO', 'Adaptation and Self-Organizing Systems'), | |
| ('nlin.CD', 'Chaotic Dynamics'), | |
| ('nlin.CG', 'Cellular Automata and Lattice Gases'), | |
| ('nlin.PS', 'Pattern Formation and Solitons'), | |
| ('nlin.SI', 'Exactly Solvable and Integrable Systems'), | |
| ('nucl-ex', 'Nuclear Experiment'), | |
| ('nucl-th', 'Nuclear Theory'), | |
| ('physics.acc-ph', 'Accelerator Physics'), | |
| ('physics.ao-ph', 'Atmospheric and Oceanic Physics'), | |
| ('physics.app-ph', 'Applied Physics'), | |
| ('physics.atm-clus', 'Atomic and Molecular Clusters'), | |
| ('atom-ph.all', 'Atomic Physics'), | |
| ('physics.atom-ph', 'Atomic Physics'), | |
| ('physics.bio-ph', 'Biological Physics'), | |
| ('physics.chem-ph', 'Chemical Physics'), | |
| ('physics.class-ph', 'Classical Physics'), | |
| ('physics.comp-ph', 'Computational Physics'), | |
| ('physics.data-an', 'Data Analysis, Statistics and Probability'), | |
| ('physics.ed-ph', 'Physics Education'), | |
| ('physics.flu-dyn', 'Fluid Dynamics'), | |
| ('physics.gen-ph', 'General Physics'), | |
| ('physics.geo-ph', 'Geophysics'), | |
| ('physics.hist-ph', 'History and Philosophy of Physics'), | |
| ('physics.ins-det', 'Instrumentation and Detectors'), | |
| ('physics.med-ph', 'Medical Physics'), | |
| ('physics.optics', 'Optics'), | |
| ('physics.plasm-ph', 'Plasma Physics'), | |
| ('physics.pop-ph', 'Popular Physics'), | |
| ('physics.soc-ph', 'Physics and Society'), | |
| ('physics.space-ph', 'Space Physics'), | |
| ('quant-ph', 'Quantum Physics'), | |
| ('q-bio.BM', 'Biomolecules'), | |
| ('q-bio.CB', 'Cell Behavior'), | |
| ('q-bio.GN', 'Genomics'), | |
| ('q-bio.MN', 'Molecular Networks'), | |
| ('q-bio.NC', 'Neurons and Cognition'), | |
| ('q-bio.OT', 'Other Quantitative Biology'), | |
| ('q-bio.PE', 'Populations and Evolution'), | |
| ('q-bio.QM', 'Quantitative Methods'), | |
| ('q-bio.SC', 'Subcellular Processes'), | |
| ('q-bio.TO', 'Tissues and Organs'), | |
| ('q-fin.CP', 'Computational Finance'), | |
| ('q-fin.EC', 'Economics'), | |
| ('q-fin.GN', 'General Finance'), | |
| ('q-fin.MF', 'Mathematical Finance'), | |
| ('q-fin.PM', 'Portfolio Management'), | |
| ('q-fin.PR', 'Pricing of Securities'), | |
| ('q-fin.RM', 'Risk Management'), | |
| ('q-fin.ST', 'Statistical Finance'), | |
| ('q-fin.TR', 'Trading and Market Microstructure'), | |
| ('stat.AP', 'Applications'), | |
| ('stat.CO', 'Computation'), | |
| ('stat.ME', 'Methodology'), | |
| ('stat.ML', 'Machine Learning'), | |
| ('stat.OT', 'Other Statistics'), | |
| ('stat.TH', 'Statistics Theory')] | |