Update lables.py

lables.py

@@ -1,348 +1,507 @@
 num_to_classes = {
- 0: 'acc-phys',
- 1: 'adap-org',
- 2: 'alg-geom',
- 3: 'ao-sci',
- 4: 'astro-ph',
- 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',
- 12: 'bayes-an',
- 13: 'chao-dyn',
- 14: 'chem-ph',
- 15: 'cmp-lg',
- 16: 'comp-gas',
- 17: 'cond-mat',
- 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'}
+    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': 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': 11,
- 'bayes-an': 12,
- 'chao-dyn': 13,
- 'chem-ph': 14,
- 'cmp-lg': 15,
- 'comp-gas': 16,
- 'cond-mat': 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
+    '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')]