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Runtime error
Runtime error
num_to_classes = {0: 'astro-ph.CO', | |
1: 'astro-ph.EP', | |
2: 'astro-ph.GA', | |
3: 'astro-ph.HE', | |
4: 'astro-ph.IM', | |
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7: 'cond-mat.dis-nn', | |
8: 'cond-mat.mes-hall', | |
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10: 'cond-mat.other', | |
11: 'cond-mat.quant-gas', | |
12: 'cond-mat.soft', | |
13: 'cond-mat.stat-mech', | |
14: 'cond-mat.str-el', | |
15: 'cond-mat.supr-con', | |
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17: 'cs.AR', | |
18: 'cs.CC', | |
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21: 'cs.CL', | |
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23: 'cs.CV', | |
24: 'cs.CY', | |
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32: 'cs.GL', | |
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37: 'cs.IT', | |
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42: 'cs.MS', | |
43: 'cs.NA', | |
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46: 'cs.OH', | |
47: 'cs.OS', | |
48: 'cs.PF', | |
49: 'cs.PL', | |
50: 'cs.RO', | |
51: 'cs.SC', | |
52: 'cs.SD', | |
53: 'cs.SE', | |
54: 'cs.SI', | |
55: 'cs.SY', | |
56: 'econ.EM', | |
57: 'econ.GN', | |
58: 'econ.TH', | |
59: 'eess.AS', | |
60: 'eess.IV', | |
61: 'eess.SP', | |
62: 'eess.SY', | |
63: 'gr-qc', | |
64: 'hep-ex', | |
65: 'hep-lat', | |
66: 'hep-ph', | |
67: 'hep-th', | |
68: 'math-ph', | |
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71: 'math.AP', | |
72: 'math.AT', | |
73: 'math.CA', | |
74: 'math.CO', | |
75: 'math.CT', | |
76: 'math.CV', | |
77: 'math.DG', | |
78: 'math.DS', | |
79: 'math.FA', | |
80: 'math.GM', | |
81: 'math.GN', | |
82: 'math.GR', | |
83: 'math.GT', | |
84: 'math.HO', | |
85: 'math.KT', | |
86: 'math.LO', | |
87: 'math.MG', | |
88: 'math.NA', | |
89: 'math.NT', | |
90: 'math.OA', | |
91: 'math.OC', | |
92: 'math.PR', | |
93: 'math.QA', | |
94: 'math.RA', | |
95: 'math.RT', | |
96: 'math.SG', | |
97: 'math.SP', | |
98: 'math.ST', | |
99: 'nlin.AO', | |
100: 'nlin.CD', | |
101: 'nlin.CG', | |
102: 'nlin.PS', | |
103: 'nlin.SI', | |
104: 'nucl-ex', | |
105: 'nucl-th', | |
106: 'physics.acc-ph', | |
107: 'physics.ao-ph', | |
108: 'physics.app-ph', | |
109: 'physics.atm-clus', | |
110: 'physics.atom-ph', | |
111: 'physics.bio-ph', | |
112: 'physics.chem-ph', | |
113: 'physics.class-ph', | |
114: 'physics.comp-ph', | |
115: 'physics.data-an', | |
116: 'physics.ed-ph', | |
117: 'physics.flu-dyn', | |
118: 'physics.gen-ph', | |
119: 'physics.geo-ph', | |
120: 'physics.hist-ph', | |
121: 'physics.ins-det', | |
122: 'physics.med-ph', | |
123: 'physics.optics', | |
124: 'physics.plasm-ph', | |
125: 'physics.pop-ph', | |
126: 'physics.soc-ph', | |
127: 'physics.space-ph', | |
128: 'q-bio.BM', | |
129: 'q-bio.CB', | |
130: 'q-bio.GN', | |
131: 'q-bio.MN', | |
132: 'q-bio.NC', | |
133: 'q-bio.OT', | |
134: 'q-bio.PE', | |
135: 'q-bio.QM', | |
136: 'q-bio.SC', | |
137: 'q-bio.TO', | |
138: 'q-fin.CP', | |
139: 'q-fin.EC', | |
140: 'q-fin.GN', | |
141: 'q-fin.MF', | |
142: 'q-fin.PM', | |
143: 'q-fin.PR', | |
144: 'q-fin.RM', | |
145: 'q-fin.ST', | |
146: 'q-fin.TR', | |
147: 'quant-ph', | |
148: 'stat.AP', | |
149: 'stat.CO', | |
150: 'stat.ME', | |
151: 'stat.ML', | |
152: 'stat.OT'} | |
classes_to_num = {'astro-ph.CO': 0, | |
'astro-ph.EP': 1, | |
'astro-ph.GA': 2, | |
'astro-ph.HE': 3, | |
'astro-ph.IM': 4, | |
'astro-ph.SR': 5, | |
'astro-ph.all': 6, | |
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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.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'} | |