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num_to_classes = {0: 'astro-ph.CO',
1: 'astro-ph.EP',
2: 'astro-ph.GA',
3: 'astro-ph.HE',
4: 'astro-ph.IM',
5: 'astro-ph.SR',
6: 'astro-ph.all',
7: 'cond-mat.dis-nn',
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11: 'cond-mat.quant-gas',
12: 'cond-mat.soft',
13: 'cond-mat.stat-mech',
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15: 'cond-mat.supr-con',
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17: 'cs.AR',
18: 'cs.CC',
19: 'cs.CE',
20: 'cs.CG',
21: 'cs.CL',
22: 'cs.CR',
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24: 'cs.CY',
25: 'cs.DB',
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27: 'cs.DL',
28: 'cs.DM',
29: 'cs.DS',
30: 'cs.ET',
31: 'cs.FL',
32: 'cs.GL',
33: 'cs.GR',
34: 'cs.GT',
35: 'cs.HC',
36: 'cs.IR',
37: 'cs.IT',
38: 'cs.LG',
39: 'cs.LO',
40: 'cs.MA',
41: 'cs.MM',
42: 'cs.MS',
43: 'cs.NA',
44: 'cs.NE',
45: 'cs.NI',
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',
69: 'math.AC',
70: 'math.AG',
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',
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91: 'math.OC',
92: 'math.PR',
93: 'math.QA',
94: 'math.RA',
95: 'math.RT',
96: 'math.SG',
97: 'math.SP',
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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',
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149: 'stat.CO',
150: 'stat.ME',
151: 'stat.ML',
152: 'stat.OT'}
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'astro-ph.HE': 3,
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'cond-mat.soft': 12,
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'cs.CG': 20,
'cs.CL': 21,
'cs.CR': 22,
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'cs.OS': 47,
'cs.PF': 48,
'cs.PL': 49,
'cs.RO': 50,
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'econ.EM': 56,
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'eess.SP': 61,
'eess.SY': 62,
'gr-qc': 63,
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'hep-lat': 65,
'hep-ph': 66,
'hep-th': 67,
'math-ph': 68,
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'math.CA': 73,
'math.CO': 74,
'math.CT': 75,
'math.CV': 76,
'math.DG': 77,
'math.DS': 78,
'math.FA': 79,
'math.GM': 80,
'math.GN': 81,
'math.GR': 82,
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'physics.atm-clus': 109,
'physics.atom-ph': 110,
'physics.bio-ph': 111,
'physics.chem-ph': 112,
'physics.class-ph': 113,
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'physics.data-an': 115,
'physics.ed-ph': 116,
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'physics.gen-ph': 118,
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'physics.hist-ph': 120,
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'physics.med-ph': 122,
'physics.optics': 123,
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'physics.pop-ph': 125,
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'physics.space-ph': 127,
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'quant-ph': 147,
'stat.AP': 148,
'stat.CO': 149,
'stat.ME': 150,
'stat.ML': 151,
'stat.OT': 152}
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'}
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