Some sources:
In [1]:
import datetime as dt
import os
import time
In [2]:
from cltk.corpus.greek.tlg.parse_tlg_indices import get_epithet_index
from cltk.corpus.greek.tlg.parse_tlg_indices import get_epithets
from cltk.corpus.greek.tlg.parse_tlg_indices import select_authors_by_epithet
from cltk.corpus.greek.tlg.parse_tlg_indices import get_epithet_of_author
from cltk.corpus.greek.tlg.parse_tlg_indices import get_id_author
from cltk.stop.greek.stops import STOPS_LIST as greek_stops
from cltk.tokenize.word import nltk_tokenize_words
from greek_accentuation.characters import base
import pandas # pip install pandas
from sklearn.decomposition import NMF # pip install scikit-learn scipy
from sklearn.externals import joblib
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.feature_extraction.text import CountVectorizer
In [3]:
def stream_lemmatized_files(corpus_dir, reject_none_epithet=False, reject_chars_less_than=None):
# return all docs in a dir; parameters for removing by None epithet and short texts
user_dir = os.path.expanduser('~/cltk_data/user_data/' + corpus_dir)
files = os.listdir(user_dir)
map_id_author = get_id_author()
for file in files:
filepath = os.path.join(user_dir, file)
file_id = file[3:-4]
author = map_id_author[file_id]
if reject_none_epithet:
# get id numbers and then epithets of each author
author_epithet = get_epithet_of_author(file_id)
if not author_epithet:
continue
with open(filepath) as fo:
text = fo.read()
if reject_chars_less_than:
if len(text) < reject_chars_less_than:
continue
yield file_id, author, text
In [4]:
t0 = dt.datetime.utcnow()
id_author_text_list = []
for tlg_id, author, text in stream_lemmatized_files('tlg_lemmatized_no_accents_no_stops',
reject_none_epithet=True,
reject_chars_less_than=500):
id_author_text_list.append((tlg_id, author, text))
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
print('Number of texts:', len(id_author_text_list))
Lepidus Hist.
Melito Trag.
[Polyidus] Trag.
Archippus Comic.
Martyrium Potamiaenae Et Basilidis
Acta Phileae
Menecrates Hist.
Marinus Phil.
Troilus Soph.
Apollinaris Theol.
Antileon Hist.
Hermas Scr. Eccl., Pastor Hermae
Agatharchides Geogr.
Mnaseas Perieg.
Pausaniae I Et Xerxis Epistulae
Philoxenus Lyr.
Boethus Phil.
Timesitheus Trag.
Scylitzes Continuatus
Zenothemis Geogr.
Apocalypsis Esdrae
Joannes Actuarius Med.
Cephalion Hist. et Rhet.
Polycharmus Hist.
Stephanus Med.
Alcman Lyr.
[Astrampsychus Magus] Onir.
Archelaus Paradox.
Eusebius Scr. Eccl.
Melanthius Trag.
Anonymus De Metrorum Ratione
Tryphon II Gramm.
Paeon Hist.
Cratinus Comic.
Pappus Math.
Apollodorus Comic.
Theon Gramm.
Joannes Gramm. et Theol.
Pseudo-Polemon
Marcus Antonius Polemon Soph.
[Dionysius Scymnaeus] Trag. vel Comic.
Socrates Hist.
Laonicus Chalcocondyles Hist.
Simias Gramm.
Menander Protector Hist.
Epitaphium Abercii
Sosiphanes Trag.
Dionysius Geogr.
Asclepiades Gramm. et Hist.
Acta Eupli
Philetaerus Comic.
Simonides Lyr.
Pisistrati Epistula
Boethus Epigr.
Tyrtaeus Eleg.
Hieronymus Phil.
Matthiae Traditiones
Archilochus Eleg. et Iamb.
[Ecphantus] Phil.
Dialexeis (Δισσοὶ λόγοι)
Simon Scriptor De Re Equestri
Joannes Rhet.
Georgius Monachus Chronogr.
Theodorus Epist.
Apollodorus Mech.
Xenophontis Epistulae
Hermocles Lyr.
Marcellinus I Med.
Anaxicrates Hist.
Posidippus Comic.
Philo Judaeus Senior Epic.
Georgius Gramm.
Philiscus Comic.
Apollodorus Trag.
Glaucus Hist.
Paradoxographus Palatinus
Harmodius Hist.
Lycus Hist.
Gregorius Paroemiogr.
Alciphron Rhet. et Soph.
Crates Comic.
Aëtius Doxogr.
Anonymus Epicureus Phil.
Claudius Aelianus Soph.
Demetrius Poet. Phil.
Lexica Syntactica
Dio Chrysostomus Soph.
Lucianus Soph.
Dionysius II [Eleg.]
Scholia In Clementem Alexandrinum
Aphareus Rhet.
Melanthius Hist.
Sopater Comic.
Archimelus Epigr.
Oeniades Lyr.
Dicaearchus Phil.
[Diotogenes] Phil.
Sostratus Gramm.
Biton Mech.
Amelesagoras Hist.
Aeschylus Trag.
Sophocles Junior Trag.
Nicolaus I Mysticus Theol. et Epist.
Pisander Epic.
Seniores Alexandrini Scr. Eccl.
Basilius Med. et Scr. Eccl.
Pratinas Trag.
Sophocles Trag.
Hyperides Orat.
Michael Apostolius Paroemiogr.
Phrynichus Attic.
Sositheus Trag.
Theophanes Confessor Chronogr.
Minucianus Junior Rhet.
Simylus Iamb.
Demodocus Eleg.
Alcidamas Rhet.
Sotades Iamb.
Clitarchus Gnom.
Nicander Gramm.
Posidonius Hist.
Dei(l)ochus Hist.
Harpocrationis Epistula
Euripides Trag.
Callinicus Soph.
Cantharus Comic.
Cornelius Alexander Polyhist.
Evangelium Secundum Hebraeos
Cassius Iatrosophista Med.
Cassius Longinus Phil. et Rhet.
Ptolemaeus IV Philopator Trag.
Joannes Damascenus Scr. Eccl. et Theol., John of Damascus
Pyrrhus Hist.
Menippus Phil.
Silenus Trag.
Thrasyalces Phil.
Hipparchus Parodius
Socratis Epistulae
Diogenianus Phil.
Ignatius Biogr. et Poeta
Dinolochus Comic.
Ammonius Scr. Eccl.
Augeas Comic.
Phaestus Epic.
Acta Barnabae
Hellenica
Heliodorus Perieg.
Aristocreon Hist.
Scholia In Homerum
Lysanias Hist.
Ophelio Comic.
Stephanus Gramm.
Agathon Trag.
Hyperochus Hist.
Vita Adam Et Evae
Joannes Anagnostes Hist. et Poeta
[Hippodamus] Phil.
Aeschrion Lyr.
Herodorus Hist.
Ephraem Syrus Theol.
Numenius Poet. Didac.
Philippides Comic.
Lexicon Rhetoricum Cantabrigiense
Tryphon I Gramm.
Boiscus Iamb.
Socraticorum Epistulae
Joannes Chrysostomus Scr. Eccl., John Chrysostom
Herodianus Hist.
Thrasyllus Hist.
[Hippothoon] Trag.
Praxilla Lyr.
Anonymi In Aristotelis Librum Alterum Analyticorum Posteriorum Commentarium
Apollonius Geom.
Nostoi
Metrodorus Major Phil.
Eutropius Hist.
Doctrina Patrum
Horapollo Gramm.
Scholia In Oppianum
Sotadea
Hymni Anonymi
Scholia In Theocritum
Evagrius Scholasticus Scr. Eccl.
Scholia In Aristophanem
Sapphus vel Alcaei Fragmenta
Discipulorum Cantiuncula
Aristocrates Hist.
Pherecydis Epistula
Archigenes Med.
Favorinus Phil. et Rhet.
Libanius Rhet. et Soph.
Cercidas Iamb.
Diotimus Phil.
Timoxenus Comic.
Scholia In Lucianum
Phormis Comic.
Meletius Med.
[Zaleucus Nomographus] [Phil.]
Theodorus Studites Scr. Eccl. et Theol.
Oecumenius Phil. et Rhet.
Menecrates Med.
Antimachus Epic.
Lachares Soph.
Martyrium Polycarpi
Theagenes Hist.
Meletus Junior Trag.
Nonnus Epic.
Synesius Alchem.
Cercops Phil.
Georgius Syncellus Chronogr.
Periander [Phil.]
Critolaus Hist.
Aethlius Hist.
Uranius Hist.
Orion Gramm.
Sosicrates Hist.
Agroetas Hist.
Anonymi Lexeis Rhetoricae
Didymus Caecus Scr. Eccl., Didymus the Blind
Theagenes Phil.
Niciae Epistula
Theophilus Protospatharius, Damascius et Stephanus Atheniensis Med.
[Theophilus] Hist.
Liber Eldad Et Modad
Georgius Monachus Continuatus
Fragmentum Synodicae Epistulae Concilii Caesariensis
Gaius Acilius Hist. et Phil.
Hymni Homerici, Homeric Hymns
Metrodorus Phil.
Erasistratus Med.
Eudocia Augusta Poeta
Charax Hist.
Constantinus Manasses Hist. et Poeta
Demetrius Junior Comic.
Lexicon Vindobonense
Julius Pollux Gramm.
Matron Parodius
Diogenes Phil. et Trag.
[Aristobulus] Hist.
Heron Mech.
Petrus Scr. Eccl. et Theol.
Nicephorus Blemmydes Alchem.
Menecrates Hist.
[Sthenidas] Phil.
Anthemius Math. et Mech.
Athanasius Theol.
Arcesilai Epistula
Metagenes Comic.
Dionysius Geogr.
Neoptolemus Gramm.
Acta Thomae
Apollonius Dyscolus Gramm.
Telephus Gramm.
Damoxenus Comic.
Etymologicum Gudianum
Lucius Cincius Alimentus Hist.
Philyllius Comic.
Proxenus Hist.
Teleclides Comic.
Diodorus Scr. Eccl.
Hieronymus Hist.
Moses Alchem.
Thrasybuli Epistula
Menecrates Comic.
[Musaeus] Phil.
Basilides Phil.
Paradoxographus Florentinus
Andreas Hist.
Heniochus Comic.
Eudemus Phil.
Timaeus Praxidas Astrol.
Hierophilus Phil. et Soph.
Sophron Mimogr.
Thessalus Astrol. et Med.
Scholia In Platonem
Nicolaus Rhet. et Soph.
Dionysius Perieg.
Anonymi De Astrologia Dialogus Astrol.
Dionysius Epic.
Michael Attaliates Hist.
Euangelus Comic.
Thomas Magister Philol.
Bion Math. et Phil.
Aeneas Tact.
Cantus Lugubris
Philemon Comic.
Philodemus Phil.
Alcibiades [Eleg.]
Ignatius Scr. Eccl.
Manuel Philes Poeta et Scr. Rerum Nat.
Musaeus Epic.
Demetrius Trag.
Scolia Alphabetica
Ptolemais Phil.
Scholia In Thucydidem
Barlaam Math., Theol. et Epist.
Diophilus vel Diophila Poeta
Musaeus Grammaticus Epic.
[Ctesiphon] Hist.
Eutocius Math.
Apollophanes Phil.
Damascius Phil.
Alexander Theol.
Aristias Trag.
Clemens Alexandrinus Theol.
Eugenius Alchem.
Historia Alexandri Magni
Armenidas Hist.
Polycritus Hist.
Diogenes Trag.
Phrynichus II Trag.
Chares Gnom.
Euphronius Lyr.
Lesbonax Rhet.
Nicias Hist.
Biottus Comic.
Aristoteles Phil. et Corpus Aristotelicum, Aristotle
Appendix Proverbiorum
Cleomachus Poeta
Lysippus Comic.
Hermarchus Phil.
Theognis Trag.
Chionis Epistulae
Anonymus Lexicographus Lexicogr.
Gryllus
Panarces Scriptor Aenigmatum
Moschus Bucol.
Magnus Hist.
Anonymus Alexandri Phil.
Epicharmus Comic. et Pseudepicharmea
Aelius Theon Rhet.
Oracula Tiburtina
Gregorius Thaumaturgus Scr. Eccl.
Idaeus Phil.
Testamentum XL Martyrum
Lycophron Soph.
Theognis Eleg.
Eusebius Scr. Eccl. et Theol.
Nicias Epigr.
Testamentum Abrahae
Pseudo-Galenus Med.
Dionysius Chalcus Eleg.
Heracliti Ephesii Epistulae
Martyrium Ignatii
Dinon Hist.
Xenion Hist.
Dioscorides Pedanius Med.
Morsimus Trag.
Geminus Astron.
Aristonicus Gramm.
Demonax Phil.
Antoninus Liberalis Myth.
Polemon Perieg.
[Pyrander] Hist.
Dionysius Hist.
Socrates Scholasticus Hist.
Melisseus Hist.
Anaxarchus Phil.
[Myia] Phil.
Sannyrion Comic.
Thallus Hist.
Erotica Adespota
Manetho Astrol.
Ion Phil. et Poeta
Nicephorus Gregoras Hist.
Martyrium Carpi, Papyli Et Agathonicae
Manetho Hist.
Bato Hist. et Rhet.
Pelagius Alchem.
Nicephorus II Phocas Imperator Tact.
Timagenes Hist.
Hicetas Phil.
Sextus Julius Africanus Hist.
Autocrates Hist.
Anonymus Manichaeus Biogr.
Apollodorus Phil.
Menandri Et Philistionis Sententiae
Duris Hist.
Calani Epistula
Cineas Rhet.
Scholia In Aelium Aristidem
Apollonides Trag.
Erinna Lyr.
Geoponica
Ammonius Epigr.
Conon Hist.
Martyrium Agapae, Irenae, Chionae Et Sodalium
Diodorus Perieg.
Celsus Phil.
Ptolemaeus VIII Euergetes II [Hist.]
Simonides Epic.
Agamestor Eleg.
Scholia In Euclidem
Gnomologium Vaticanum
Alcmaeonis
Diodorus Phil.
Diophantus Hist.
Scholia In Dionysium Periegetam
Theophanes Continuatus
Biotus Trag.
Vita Sophoclis
Martyrium Ptolemaei Et Lucii
Ctesias Hist. et Med.
Nicocles Hist.
Hestiaeus Hist.
Daimachus Hist.
Flavius Josephus Hist.
Thrasymachus Rhet. et Soph.
Apollodorus Carystius vel Apollodorus Gelous Comic.
Basilius Theol.
Barnabae Epistula
Philostephanus Comic.
Lesbonax Gramm.
Georgius Peccator Poeta
Melampus Scriptor De Divinatione
Philogelos
[Metopus] Phil.
Serenus Geom.
Apocalypsis Sophoniae
Dionysius I [Trag.]
Pseudo-Mauricius Tact.
Stesiclides Hist.
Porphyrius Phil.
Nepualius Med. et Phil.
Philetas Eleg. et Gramm.
Pseudo-Dioscorides Med.
Philonides Comic.
Polemaeus Trag.
Scholia In Iamblichum Philosophum
Crobylus Comic.
Aristeae Epistula
Neophron Trag.
Parodica Anonyma
Polybius Hist.
Damon Mus.
Theognis Hist.
Semonides Eleg. et Iamb.
Protevangelium Jacobi
Demetrius Hist. et Phil.
Theocritus Bucol.
Leo Hist.
Leo Phil.
Ezechiel Trag.
Glossae In Herodotum
Antigoni Epistula
Timolaus Rhet.
Dionysius Scytobrachion Gramm.
Evangelium Mariae
Palladius Scr. Eccl.
Simylus Comic.
Euclides Comic. vel Iamb.
Comica Adespota (CGFPR)
Cleaenetus Trag.
Scylax Perieg.
Philoxenus Lyr.
Critolaus Phil.
Zenobius Sophista [Paroemiogr.]
Antiphanes Comic.
Quintus Fabius Pictor Hist.
Aelius Dionysius Attic.
Basilis Hist.
Theodorus Math.
Concilia Oecumenica (ACO)
Archinus Hist.
Ariston Phil.
Philo Paradox.
[Callicratidas] Phil.
Alcaeus Comic.
Claudius Ptolemaeus Math.
Oppianus Epic.
[Butherus] Phil.
Sappho Lyr.
Clearchus Phil.
Dieuchidas Hist.
Pseudo-Auctores Hellenistae (PsVTGr)
Heraclides Phil.
Claudius Casilon Gramm.
[Telauges] Phil.
Aristonous Lyr.
Stephanus Med. et Phil.
Pseudo-Heracliti Epistulae
Aristomenes Comic.
Arcadius Gramm.
Praxagoras Hist.
Theon Math.
Amphilochius Scr. Eccl.
Hippiatrica
Athenio Comic.
Maximus Confessor Theol.
Epictetus Phil.
Dionysius Halicarnassensis Hist. et Rhet.
[Septem Sapientes] Phil.
Iliu Persis
Lycon Phil.
Dromo Comic.
Isaeus Orat.
Apocalypsis Sedrach
Mace(donius) Lyr.
Scholia In Lycophronem
Cyrus Rhet.
Eumelus Epic.
Lucius Licinius Lucullus Hist.
Beros(s)us Astrol. et Hist.
Timocles Comic.
Boïdas Phil.
Periplus Maris Magni
Mnesimachus Hist.
Harmodius Trag.
Demosthenes Epic.
Acta Joannis
Georgius Pachymeres Hist.
Monodia
Pisander Epic.
Androetas Hist.
[Sodamus] Eleg.
Vitae Aeschinis
Damianus Scriptor De Opticis
Bato Comic.
[Melissa] Phil.
Syrianus Phil.
Theodotus Judaeus Epic.
Sotades Comic.
Verba In Scripturis De Christo
Neanthes Hist.
[Brotinus] Phil.
Diagoras Lyr.
Assumptio Mosis
Idaeus Epic.
Hermias Apol.
Sopater Rhet.
Asterius Sophista Scr. Eccl.
Andron Hist.
Anonymi In Aristotelis Librum De Interpretatione Phil.
Silenus Hist.
Epinicus Comic.
Lollianus Scr. Erot.
Orphica
Pseudo-Lucianus Soph.
Prodicus Soph.
Amyntas Epigr.
Anonymus Presbyter Scr. Eccl.
Gaius Suetonius Tranquillus Gramm. et Hist.
Parrhasius Epigr.
Apollonius Phil.
Scholia In Xenophontem
Anonymi Paradoxographi
Julia Balbilla Lyr.
Minyas
Bion Hist.
Hephaestion Astrol.
Marcellus Theol.
Scholia In Demosthenem
Demades Orat. et Rhet.
Zenonis Epistula
Chilonis Epistula
Antiphon Trag.
Ion Eleg.
Hegesippus Comic.
Amphiarai Exilium (?)
Ecphantides Comic.
[Isis Prophetissa] Alchem.
Anaximenis Milesii Epistulae
Macarius Chrysocephalus Paroemiogr.
Isocrates Orat.
Lexicon Artis Grammaticae
Sotion [Paradox.]
Phaedimus [Epic.]
Sophaenetus Hist.
Athanis Hist.
Ar(i)aethus Hist.
Persinus Poeta
Phaenias Phil.
Anonymus Londinensis Med.
[Agathodaemon] Alchem.
Pseudo-Ptolemaeus
Fragmentum Stoicum
Protagoras Soph.
Epilycus Comic.
[Autocharis] Hist.
Philocles Comic.
Gorgon Hist.
Timocles Trag.
Aelius Aristides Rhet.
Philolaus Phil.
Leucippus Phil.
Hecataeus Hist.
Laon Comic.
Pittacus [Lyr.]
Palladius Med.
Melanippides Lyr.
Paraleipomena Jeremiou
Aristophon Comic.
Athenagoras Apol.
Cypria
Molpis Hist.
Xuthus Phil.
Dionysius Hist.
Eumedes Comic.
Iamblichus Alchem.
Bias [Phil.]
Aristonicus Hist.
Hermias Poeta
Lexicon Sabbaiticum
Susarion Comic.
Acta Xanthippae Et Polyxenae
Posidonius Epic.
Philiades Eleg.
Ptolemaei II Philadelphi Et Eleazari Epistulae
Diophantus Math.
Liber Enoch
Ilias Parva
Parm(en)iscus Phil.
Pindarus Lyr.
Oechaliae Halosis
Cassius Dio Hist., Dio Cassius
Cratippus Hist.
Pompeius Macer [Trag.]
Aeschines Socraticus Phil.
Demetrius Poeta
Demetrius Comic.
Philo Mech.
Euphorion Epic.
Vitae Hesiodi Particula
Melito Apol.
Alexander Rhet. et Soph.
Staphylus Hist.
Antonius Hagiographus Scr. Eccl.
Comica Adespota (CAF)
Dionysius Thrax Gramm.
Cosmas Hieromonachus Alchem.
Strabo Geogr.
Carmen Astrologicum
Persaeus Phil.
Joannes Pediasimus Philol. et Rhet.
Aesopus Scr. Fab. et Aesopica
[Pempelus] Phil.
Adamantius Theol.
Anonymus De Viribus Herbarum
Epicrates Comic.
Iambica Adespota (IEG)
Antiphon Orat.
Anaximander Phil.
Paron Phil.
Panyassis Epic.
Severus Soph.
Domitius Callistratus Hist.
Carystius Hist.
Themistius Phil. et Rhet.
Idomeneus Hist.
Bacchylides Lyr.
Lycurgus Orat.
[Boeo] Epic.
Pamphilus Trag.
Metrophanes Hist.
Aretaeus Med.
Theodorus Scr. Eccl.
Sminthes Astron.
[Aristides] Hist.
Sallustius Phil.
Nausiphanes Phil.
Leo Magentinus Phil.
Pausanias Hist.
Theseus Hist.
Oenopides Phil.
Hermias Iamb.
Anonymi Aulodia
Nicolaus Comic.
Joannes Cameniates Hist.
Diogenes Phil.
Chronographiae Anonymae
Paramonus Comic.
Proclus Phil.
Thespis Trag.
Aristagoras Hist.
Demon Hist.
Alcmaeon Phil.
Sciras Comic.
[Thearidas] Phil.
Hesychius Lexicogr.
Joannes Camaterus Astrol. et Astron.
Ariphron Lyr.
Josephus Et Aseneth
Pseudo-Sphrantzes Hist.
Atticus Phil.
[Sosthenes] Hist.
Phanocles Eleg.
Eubulides Comic.
Democritus Hist.
Apollonius Rhodius Epic.
Titanomachia
Myronianus Hist.
Themison Hist.
Theodorus Prodromus Poeta et Polyhist.
Bruti Epistulae
Eunicus Comic.
Eutychianus Hist.
[Athamas] Phil.
Oribasius Med.
Epistula A Martyribus Lugdunensibus
Archebulus Poeta
Antiochus Phil.
Didache XII Apostolorum
Eumachus Hist.
Archedemus Phil.
Publius Aelius Phlegon Paradox.
Socrates Hist.
Peirazomene
Possis Hist.
Etymologicum Genuinum
Magnes Comic.
Cratinus Junior Comic.
Callicrates Comic.
Martyrium Pionii
Hippolytus Scr. Eccl.
Apollodorus Gramm.
Pseudo-Scymnus Geogr.
Damon Hist.
Pseudo-Agathon Epigr.
Iamblichus Phil.
Olympiodorus Alchem.
Marcellinus Biogr.
Oppianus Epic.
Commentaria In Dionysii Thracis Artem Grammaticam
Hierocles Phil.
Stephanus Phil.
Hermolochus Lyr.
Pamprepius Epic.
Joannes Doxapatres Rhet.
[Theano] Phil.
Apollonius Biogr.
Maximus Soph.
Alexis Hist.
Agathias Scholasticus Epigr. et Hist.
Tynnichus Lyr.
Zeno Phil.
Anonymus Dialogus Cum Judaeis
Euphantus Phil.
Eudemus Rhet.
Diodorus Rhet.
Cephisodorus Comic.
Myron Hist.
Ptolemaeus III Euergetes I [Epigr.]
Papias Scr. Eccl.
Sosicrates Comic.
Vitae Dionysii Periegetae
Publius Rutilius Rufus Hist.
Eudoxus Astron.
Christodorus Epic.
Aeschines Orat.
Xeniades Soph.
Pamphila Hist.
Andron Geogr.
Artemidorus Eleg.
Trophonius Rhet. et Soph.
Nicostratus Comic.
Epica Incerta (CA)
Acta Scillitanorum Martyrum
Dionysius Iambus Gramm. et Poeta
Thugenides Comic.
Eratosthenes et Eratosthenica Philol.
Theodorus Theol.
Antonius Diogenes Scr. Erot.
Joannes Gramm. et Poeta
Gregorius Nyssenus Theol.
Lucius Annaeus Cornutus Phil.
Hegemon Epic.
Leo Diaconus Hist.
Dorotheus Astrol.
Nicetas Choniates Hist., Scr. Eccl. et Rhet.
Theodorus Heracleensis vel Theodorus Mopsuestenus Scr. Eccl.
Philumenus Med.
Laetus Hist.
Theopompus Hist.
Phanodicus Hist.
Creophylus Hist.
Praecepta Salubria
Procopius Rhet. et Scr. Eccl.
Anonymi Medici Med.
Joannes Stobaeus Anthologus
Crito Hist.
Acacius Theol.
Naumachius Epic.
Valerius Babrius Scr. Fab.
Hippocrates Med. et Corpus Hippocraticum
Canon Librorum
Erycius Poeta
Didymus Gramm.
Zeno Phil.
Pyrgion Hist.
Tyrannion Junior Gramm.
Timon Phil.
Triphiodorus Epic. et Gramm.
Cinesias Lyr.
Dionis Epistulae
Michael Phil.
Aulus Licinius Archias Epigr.
Salaminius Hermias Sozomenus Scr. Eccl.
Dioscurides Hist.
Spintharus Trag.
Theopompus Comic.
Hecataeus Hist.
Demaratus Hist.
Parmeno Iamb.
Aristippus Hist.
[Aristaeus] Phil.
Patrocles Trag.
Andriscus Hist.
Michael Glycas Astrol. et Hist.
Irenaeus Theol.
Calliphon et Democedes Med. et Phil.
Pamphilus Poeta
Physiologus
Philiscus Rhet.
Isidorus Trag.
Julianus Scr. Eccl.
[Charondas Nomographus] [Phil.]
Nemesius Theol.
Timagoras Hist.
Potamon Hist.
Aegimius
Pseudo-Hippocrates Med.
Lobo Poeta
Corinna Lyr.
Aristodemus Hist.
Zeno Phil.
Theophilus Apol.
Timaeus Sophista Gramm.
Flavius Justinianus Imperator Theol.
Cratylus Phil.
[Chrysermus] Hist.
Quintus Epic.
Diogenes Phil.
Joannes Chortasmenus Phil.
Hippys Hist.
Menecrates Hist.
Justinus Martyr Apol.
Alexander Scr. Eccl.
Sententiae Pythagoreorum
Marcellus Poet. Med.
Chariton Scr. Erot.
Marci Aurelii Epistula
Vettius Valens Astrol.
Dieuches Med.
Menophilus Poeta
Heliodorus Alchem. et Poeta
Ocellus Phil.
[Timotheus] Hist.
Diphilus Comic.
Martyrium Dasii
Callixenus Hist.
Anaximenes Hist. et Rhet.
Epimerismi
Pytheas Perieg.
Lexica In Opera Gregorii Nazianzeni
Artemidorus Onir.
Carcinus Trag.
Hephaestion Gramm.
Anonymi Geographia In Sphaera Intelligenda
[Demetrius] Rhet.
Callistratus Trag.
Arcesilaus Phil.
Polyclitus Phil.
Euaretus Trag.
[Aresas] Phil.
Amasis Epistulae
Testamentum Jobi
Sappho et Alcaeus Lyr.
Timotheus Lyr.
Tatianus Apol.
Ariston Phil.
Theocles Lyr.
Acta Petri
Anonymus Ad Avircium Marcellum Contra Cataphrygas
Hippias Soph.
Blaesus Comic.
Marcus Diaconus Scr. Eccl.
[Longinus] Rhet., Pseudo-Longinus
Polycarpus Scr. Eccl.
Constantinus VII Porphyrogenitus Imperator Hist.
Aeschylus Trag.
Joannes Epiphaniensis Hist.
Dionysius Hist.
Anonymus De Scientia Politica Hist.
Anacreontea
Scythinus Poet. Phil.
[Hermes] Alchem.
Philostratus Major Soph.
Agesilaus Hist.
Simplicius Phil.
Josephus Genesius Hist.
Joannes Malalas Chronogr.
Pseudo-Zonaras Lexicogr.
Aristides Quintilianus Mus.
Amelii Epistula
Vitae Prophetarum
Diogenes Phil.
Hedylus Epigr.
Epistula Ecclesiarum Apud Lugdunum Et Viennam
Callippus Hist.
Timagetus Hist.
Lexicon De Atticis Nominibus
Hermesianax Eleg.
Timolaus Hist.
Pancrates Epigr.
Achaeus Trag.
[Hegesinus] Epic.
Pronomus Lyr.
Philoxenus Gramm.
Epica Adespota (CA)
[Milon] [Phil.]
Xenophilus Mus. et Phil.
Timostratus Comic.
Anonymi Hymnus In Dactylos Idaeos
Photius Lexicogr., Scr. Eccl. et Theol.
Albinus Phil.
Platonius Gramm.
Menecrates Hist.
Lamprocles Lyr.
Menecrates Poet. Phil.
Anaxion Trag.
Menecrates Hist.
Euphanes Comic.
Eubulus Comic.
Crantor Phil.
Timotheus Gramm.
Lexicon Patmense
Joannes Philoponus Phil.
Cleomenes Lyr.
Nicolaus Hist.
Choliambica Adespota (ALG)
Juba II Rex Mauretaniae [Hist.]
Philo Judaeus Phil.
Poliochus Comic.
Priscianus Phil.
Bion Bucol.
Nicochares Comic.
Bion Phil.
Athenodorus Phil.
[Sclerias] Trag.
Damastes Hist.
Eudemus Poet. Med.
Eustochius Soph.
Adamantius Judaeus Med.
Chariclides Comic.
Vitae Oppiani
Maximus Rhet.
Python Trag.
Comica Adespota (FCG)
Joannes Theol.
Clidemus Phil.
Anaxippus Comic.
Herodas Mimogr.
Apocalypsis Eliae
Choerilus Trag.
Conventus Avium
Dius Phil.
[Lucas Apostolus] Med.
Nicander Epic.
[Theages] Phil.
Lysimachus Hist.
Pherecrates Comic.
Joannes Cananus Hist.
Damon et Phintias Phil.
Georgius Pisides Poeta
Fragmenta Adespota (SH)
Euboeus Parodius
Capito Hist.
Julius Epic.
Euripides II Trag.
Magica
Heraclides Ponticus Phil.
Evangelium Ebionitum
Xenophanes Poet. Phil.
Periplus Ponti Euxini
Hippasus Phil.
Scholia In Apollonium Rhodium
Menander Rhet.
Oracula Chaldaica
Anonymus Seguerianus Rhet.
Artemon Hist.
Apocalypsis Baruch
Menander Hist.
Priscus Epic.
Posidonius Phil.
Epiphanius Scr. Eccl.
(H)agias-Dercylus Hist.
Anaxagoras Phil.
Asclepiodotus Tact.
Philostratus Junior Soph.
Joannes Argyropulus Gramm.
[Megillus] Phil.
Carmen Naupactium
Carneiscus Phil.
Stephanus Alchem.
Archytas Epic.
Apocalypsis Joannis
Diodorus Eleg.
Seleucus Lyr.
Philochorus Hist.
Oratio Manassis
Menander Comic.
Moeris Attic.
Joannes Zonaras Gramm. et Hist.
Vitae Homeri
Axionicus Comic.
Euagon Hist.
Sthenelus Trag.
Amipsias Comic.
Aeneas Phil. et Rhet.
Anonymi In Aristotelis Categorias Phil.
Alexandri Magni Epistulae
Phoenix Iamb.
Cratetis Epistulae
Claudius Iolaus Hist.
Hippocrates Math.
Plato Phil.
Liber Jannes Et Jambres
Theophylactus Simocatta Epist. et Hist.
Geographica Adespota (GGM)
Aristides Apol.
Speusippus Phil.
Choerilus Epic.
Nicophon Comic.
Solonis Epistulae
Diphilus Epic. et Iamb.
Crinis Phil.
Dictys Hist.
Eustathius Philol. et Scr. Eccl.
[Damigeron Magus]
Plutarchus Biogr. et Phil.
Callimachus Junior Epic.
Sostratus Poeta
Ephraem Hist. et Poeta
Heraclides Hist.
Nessas Phil.
Philicus Lyr.
Empedocles Poet. Phil.
Procopius Hist.
Pseudo-Apollodorus Myth.
Asclepiades Gramm. et Hist.
Anonymus Discipulus Isidori Milesii Mech.
Gregorius Nazianzenus Theol.
Heraclides Comic.
Philo Poeta
Apollodorus Lyr.
Tiberius Rhet.
Teucer Hist.
Diodorus Siculus Hist.
Pancrates Epic.
Menippus Geogr.
Alexander Med.
Cleostratus Poet. Phil.
Evagrius Scr. Eccl.
Paulus Astrol.
Timachidas Hist.
Antenor Hist.
Pseudo-Macarius Scr. Eccl.
Menelaus Epic.
Demosthenes Orat.
[Menyllus] Hist.
Ducas Hist.
Marcus Cornelius Fronto Rhet.
Epimenides Phil.
Hesychius Scr. Eccl.
Scholia In Hesiodum
Athenaeus Mech.
Severianus Scr. Eccl.
Artaxerxis Epistulae
[Agathon] Hist.
Hermippus Gramm. et Hist.
Nicanor Gramm.
Eudoxus Hist.
Hegesippus Hist.
Craterus Hist.
Vitae Arati Et Varia De Arato
Ister Hist.
Meropis
Paulus Med.
Vitae Pindari Et Varia De Pindaro
Heraclides Criticus Perieg.
Archestratus Trag.
Constitutiones Apostolorum
Lysias Orat.
Apollonius Comic.
Theophilus Comic.
Anonymi Grammatici Gramm.
Theophilus Protospatharius et Stephanus Atheniensis Med.
Joannes VI Cantacuzenus
Achilles Tatius Scr. Erot.
Nymphis Hist.
Septuaginta
Aratus Hist.
Lyceas Hist.
Plato Comic.
[Palaephatus] Myth.
Hippias Hist.
Pseudo-Plutarchus
Zosimus Hist.
Maiistas Epic.
Zenodotus Trag.
Paraphrases In Dionysium Periegetam
Chaerion Comic.
Nicander Hist.
Clemens Romanus Theol. et Clementina
Limenius Lyr.
Critias Eleg., Phil. et Trag.
Epicurus Phil.
Callistratus Soph.
Choricius Rhet. et Soph.
Soranus Med.
Symeon Logothetes Hist.
Mnesimachus Comic.
Xenophon Hist.
Lamynthius Lyr.
Aëtius Med.
Anonymi Geographiae Expositio Compendiaria
Georgius Acropolites Hist.
Phanodemus Hist.
Polybius Rhet.
Seniores Apud Irenaeum Scr. Eccl.
Ergias Hist.
[Boeus] Epic.
Diogenes Phil.
Elegiaca Adespota (IEG)
Martyrium Cononis
[Euryphamus] Phil.
[Aretades] Hist.
Adrianus Rhet. et Soph.
Antipater Phil.
Hipponax Iamb.
Praelusio Mimi
Aristocritus Hist.
Antigonus
Apollonius Med.
Zosimus Alchem.
Socrates Phil.
Eunapius Hist. et Soph.
Charon Hist.
Bolus Med. et Phil.
Aristarchus Trag.
Diogenis Sinopensis Epistulae
Astydamas Trag.
Valerius Apsines Rhet.
Evangelium Aegyptium
Anthologiae Graecae Appendix
Prolegomena De Comoedia
[Dercyllus] Hist.
Harpocration Gramm.
Aelius Dius Hist.
Arrianus Epic.
[Callippus] Comic.
Pausanias Perieg.
Scholia In Euripidem
Theophrastus Phil.
Chaeremon Hist. et Phil.
Apollonius Scr. Eccl.
Strattis Comic.
Joannes Protospatharius Gramm.
Catenae (Novum Testamentum)
Euthydemus Med.
[Hermesianax] Hist.
Protagorides Hist.
Diophantus Comic.
Metrodorus Hist.
Callinus Eleg.
Aristoxenus [Comic.]
Evangelium Evae
Panteleius Epic.
Democles Hist.
Ariston Phil.
Sosibius Gramm.
Scholia In Nicandrum
Demetrius Gramm.
Apollodorus Phil.
Corpus Hermeticum
Hierotheus Alchem. et Poeta
Ephippus Comic.
Scholia In Dionysium Byzantium
Hera[clides] Trag.
Philiscus Trag.
Dosiadas Hist.
Scholia In Aeschylum
Autocrates Comic.
Nymphodorus Hist.
Arsenius Paroemiogr.
Acta Et Martyrium Apollonii
Cleon Eleg.
Nautarum Cantiunculae
Chamaeleon Phil.
Lexicon αἱμωδεῖν
Menetor Hist.
Lyceas Hist.
Danaïs vel Danaïdes
Iamblichus Scr. Erot.
Nonnosus Hist.
Anonymi Curetum Hymnus
Lycon Phil.
Dorieus Poeta
Apocalypsis Syriaca Baruchi
Acta Alexandrinorum
Antigonus Paradox.
Autesion Hist.
[Eccelus] Phil.
Polyaenus Rhet.
Zenodorus Gramm.
Diogenianus Gramm.
Nico Comic.
Pythagoristae (D-K) Phil.
Nicomachus Trag.
Damippus Phil.
Arcesilaus Comic.
Sogenes Comic.
Oracula Sibyllina
Dexippus Phil.
Fragmenta Alchemica
Phylarchus Hist.
Antimachus Eleg. et Epic.
Philippus Hist.
Martyrium Et Ascensio Isaiae
Alexander Phil.
Theopompus Epic.
Anonymus De Plantis Aegyptiis
Anonymus De Philosophia Platonica Phil.
Sophonias Phil.
Severus Phil.
Hipparchus Comic.
Tragica Adespota
Apion Gramm.
Xenocrates Phil.
Symeon Metaphrastes Biogr. et Hist.
Antisthenes Phil.
Julianus Scriptor Legis De Medicis
Thucydides Hist.
Evangelium Petri
Glaucus Hist.
Archelaus Phil.
Ariston Apol.
Theophilus Scr. Eccl.
Crito Phil.
Ptolemaeus Gramm.
Adespota Papyracea (SH)
Cleobulina Scriptor Aenigmatum
Anonyma De Musica Scripta Bellermanniana
Praxiphanes Phil.
Hermodorus Phil.
Encomium Ducis Thebaidos
Niceratus Epic.
Euripidis Epistulae
Chaeremon Trag.
Rhianus Epic.
Dionysius Soph.
Anonymi De Barbarismo Et Soloecismo Gramm.
[Alexarchus] Hist.
Agathemerus Geogr.
Herillus Phil.
Archelaus Alchem. et Poeta
Hegemon Parodius
Sosigenes Phil.
Philippus II Rex Macedonum [Epist.]
Scholia In Theonem Rhetorem
Hypsicles Astron. et Math.
Testamenta XII Patriarcharum
Theodosius Diaconus Hist. et Poeta
Dinarchus Orat.
Maximus Astrol.
Demetrius Rhet.
Solon Nomographus et Poeta
Anonymi In Aristotelis Librum Primum Analyticorum Posteriorum Commentarium
Xenagoras Geogr. et Hist.
Leuco Comic.
Pythermus Hist.
Timotheus Comic.
Terpander Lyr.
Amphis Comic.
Demareta Poeta
Hegesippus Scr. Eccl.
Archestratus Parodius
Aristobulus Judaeus Phil.
Colluthus Epic.
Iophon Trag.
Aristophanes Comic.
Nicomachus Comic.
Phoebammon Soph.
Apollodorus Comic.
Paradoxographus Vaticanus
Priscus Hist. et Rhet.
Callimachus Philol.
Thebaïs
[Perictione] Phil.
Pittaci Epistula
Hermias Hist.
Iccus Phil.
Andron Hist.
Arethas Philol. et Scr. Eccl.
Ostanes Magus Alchem.
Theocritus Soph.
Euenus Eleg.
Polycrates Scr. Eccl.
Diocles Comic.
Paulus Silentiarius Poeta
Scholia In Pausaniam
Polystratus Phil.
Parmenides Poet. Phil.
Philostorgius Scr. Eccl.
Clytus Hist.
Acta Pauli
(H)eren(n)ius Philo Gramm. et Hist.
Serapion Trag.
[Homerus] [Epic.]
[Arimnestus] Phil.
Hereas Hist.
Georgius Choeroboscus Gramm.
Clearchus Comic.
Stephanus Comic.
Apollonius Hist.
Ninus
Aristophanes Hist.
Achilles Tatius Astron.
Leschides Epic.
Ibycus Lyr.
Dioscorus Poeta
Philosophus Anonymus Alchem.
De Arboribus Avibusque Fabulae
Crates Hist.
Amphicrates Rhet.
Appianus Hist.
Alcaeus Lyr.
Pseudo-Dionysius Areopagita Scr. Eccl. et Theol.
Asterius Scr. Eccl.
Anthologia Graeca, AG
Clidemus Hist.
Rufus Med.
Epitaphium Pectorii
Gorgias Rhet. et Soph.
Aristodemus Hist. et Myth.
Theodectas Trag.
Olympiodorus Phil.
Menecles Hist.
Theodosius Astron. et Math.
Eutecnius Soph.
Stesichorus Lyr.
Didymarchus Poeta
Historia Monachorum In Aegypto
Teles Phil.
Eusebius Phil.
Antyllus Med.
Joannes Cinnamus Gramm. et Hist.
Theodorus Scutariota Hist.
Cleomedes Astron.
Etymologicum Parvum
Ptolemaeus Hist.
Cyrillus Theol.
Scythinus Epigr.
Anonymi In Aristotelis Ethica Nicomachea Phil.
Theon Phil.
Publius Herennius Dexippus Hist.
Bucolicum
Asclepius Phil.
Gaius Musonius Rufus Phil.
Demonax [Trag.]
Praxiteles [Epigr.]
Asclepiades Epigr.
[Hipparchus] Phil.
Vita Et Sententiae Secundi
Menestor Phil.
Theodorides Trag.
Attalus Astron. et Math.
Longus Scr. Erot.
Heraclides Gramm.
[Aristeas] Epic.
Castorion Lyr.
Leo Hist.
Myrtilus Comic.
Aelius Herodianus et Pseudo-Herodianus Gramm. et Rhet.
Serapion Scr. Eccl.
Moero Epic.
Hierotheus Alchem.
Diogenes Laertius Biogr.
Cleonides Mus.
Archedicus Comic.
Anna Comnena Hist.
Alcimenes Comic.
Epigenes Comic.
Scamon Hist.
Heraclides Lembus Hist.
Elegiaca Adespota (CA)
Aristarchus Astron.
Batrachomyomachia
Pseudo-Symeon Hist.
Patrocles Hist.
[Chersias] Epic.
Hedyle Epigr.
Cyranides
Scholia In Sophoclem
Diyllus Hist.
Jusjurandum Medicum
Basilius Scr. Eccl.
Daphitas Gramm. vel Soph.
Apophthegmata
Choerilus Epic.
[Ath]enodorus Trag.
Satyrus Biogr.
Pherecydes Hist.
Athenaeus Soph.
Theudo[tus] Trag.
Heraclitus Paradox.
Plotinus Phil.
Diodorus Phil.
Demochares Hist. et Orat.
Eudromus Phil.
Zeno Hist.
Heraclides Ponticus Junior Gramm.
Aphthonius Rhet.
Anonymi In Aphthonium Rhet.
Apomasar Astrol.
Demetrius Hist.
Sosipater Comic.
Archytas Phil.
Himerius Soph.
Andromachus Poet. Med.
Timaeus Phil.
Herodicus Gramm.
Antiochi Regis Epistulae
[Onatas] Phil.
Origenes Theol.
Apollonius Soph.
Scholia In Pindarum
Stephanus Gramm.
Philosophus Christianus Alchem.
Moderatus Phil.
Scholia In Diophantum
[Clitophon] Hist.
Phileas Scr. Eccl.
Xenomedes Hist.
Alexander Comic.
Timocreon Lyr.
Dosiadas Lyr.
Theodoretus Scr. Eccl. et Theol.
Gaius Scr. Eccl.
Polycrates Hist.
Gorgias Hist.
[Dositheus] Hist.
Fragmenta Anonyma (PsVTGr)
Hermonax Epic.
Andocides Orat.
Asclepiades Myth.
Melanthius Eleg. et Trag.
Caecalus (?) Epic.
Rhinthon Comic.
Elias Phil.
Satyrus Hist.
[Bryson] Phil.
Promathidas Hist.
Hesychius Illustrius Hist.
Hippostratus Hist.
Timaeus Hist.
Heraclitus Phil.
Xanthus Hist.
Licymnius Lyr.
Anaxandrides Comic.
Hierocles Phil.
Aratus Astron. et Epic.
Aristocles Paradox.
Flavius Claudius Julianus Imperator Phil., Julian the Apostate
Chionides Comic.
Athenaeus Epigr.
Orus Gramm.
Philocles Trag.
Sophronius Gramm.
Oedipodea
Anacreon Lyr.
Antagoras Epic.
Hermogenes Rhet.
Carmina Convivialia (PMG)
[Heraclitus] Comic.
Timonides Hist.
Demetrius Hist.
Straton Comic.
Severus Iatrosophista Med.
Isigonus Paradox.
Philodamus Lyr.
Sophilus Comic.
Pseudo-Codinus Hist.
Synesius Phil.
Philistus Hist.
Joannes Laurentius Lydus Hist.
Joannes Tzetzes Gramm. et Poeta
Hermaeus Hist.
Didymus Scriptor De Mensuris
Evangelium Philippi
Ephraem Scr. Eccl.
Telestes Lyr.
Dionysius Scr. Eccl.
Sextus Empiricus Phil.
Lyrica Adespota (CA)
Pappus Alchem.
Hellanicus Hist.
Georgius Cedrenus Chronogr.
Andronicus Rhodius Phil.
Polyphrasmon Trag.
Apocryphon Ezechiel
Themistoclis Epistulae
Oratio Josephi
Melissus Phil.
Athanasius Soph.
Semus Gramm.
Ptolemaeus Gnost.
Dioxippus Comic.
Euclides Geom.
Timonax Hist.
Hippon Phil.
Nicomachus Math.
Aristophanes Gramm.
Pseudo-Archytas Phil.
Dositheus Magister Gramm.
Cosmas Indicopleustes Geogr.
Apollodorus Hist.
Anacreon Junior Eleg.
Xenocles Trag.
Crito Comic.
Echembrotus Eleg. et Lyr.
Carmina Popularia (PMG)
Nicaenetus Epic.
Pseudo-Nonnus
Sphaerus Phil.
[Phintys] Phil.
Hegesianax Astron. et Epic.
Comarius Alchem.
Theotimus Hist.
Mamercus Eleg.
Antiochus Hist.
Atridarum Reditus
Anonymi De Terrae Motibus
Demetrii Phalerei Epistula
Novum Testamentum, New Testament
Telegonia
Leontius Scr. Eccl.
Diotimus Epic.
Aelianus Tact.
Araros Comic.
Anaxandridas Hist.
Dinias Hist.
Cyrillus Scr. Eccl.
Aspasius Phil.
Charinus Choliamb.
Tyrannion Gramm.
Claudius Apollinarius Apol.
Pherecydes Myth. et Phil.
[Ammonius] Gramm.
Antonini Pii Imperatoris Epistula
Agathyllus Eleg.
Martyrium Marini
Eupolis Comic.
Epigoni
Agaclytus Hist.
Stratonicus Poeta
Asius Eleg. et Epic.
Valentinus Gnost.
Telesilla Lyr.
Xenarchus Comic.
[Agatharchides] Hist.
Hipparchus [Epigr.]
Monimus Phil.
Herodotus Hist.
Memnon Hist.
Lynceus Comic.
Joannes Scylitzes Hist.
Joannes Rhet.
Flavius Philostratus Soph.
Aristagoras Comic.
Etymologia Alphabeti
Asopodorus Iamb.
Chronicon Paschale
Philo Med.
Menesthenes Hist.
Aristonymus Comic.
Cleopatra Alchem.
Theophilus Protospatharius Med.
Amometus Hist.
Anonymi In Hermogenem Rhet.
Anatolius Math. et Phil.
Fragmentum Lexici Graeci
Philostephanus Hist.
Periplus Hannonis
[Menippus] Comic.
Anonymi In Aristotelis Sophisticos Elenchos Phil.
Acta Philippi
Pseudo-Phocylides Gnom.
Anonymi Historici (FGrH)
Vitae Aristotelis
Anacharsidis Epistulae
Alexander Rhet.
Ulpianus Gramm. et Rhet.
Onasander Tact.
Promathion Hist.
Euanthes Epic.
Epica Adespota (GDRK)
Gennadius I Scr. Eccl.
Anonymi In Oppiani Opera
Abydenus Hist.
Diogenes Hist.
[Chrysippus] Hist.
Theodosius Gramm.
Scriptor Incertus De Leone Armenio Hist.
Scholia in Maximum Confessorem
Anaximenes Phil.
Michael Psellus Polyhist.
Dionysius Hist.
[Cebes] Phil.
Mimnermus Eleg.
Eudoxus Comic.
Butas Eleg.
Michael Critobulus Hist.
Lyrica Adespota (PMG)
Flavius Arrianus Hist. et Phil.
Diodorus Rhet.
Periplus Maris Erythraei
Alexander Lyr. et Trag.
Antidotus Comic.
Carcinus Junior Trag.
Hermias Phil.
Cyrillus Biogr.
Archemachus Hist.
Gaius Asinius Quadratus Hist.
Phocylides Eleg. et Gnom.
Dionysius Comic.
Archimedes Geom.
Democritus Phil.
Joel Chronogr.
Anonymus Iamblichi Phil.
Myrsilus Hist.
Leo Hist.
[Clitonymus] Hist.
Antigenes Hist.
Dexicrates Comic.
Syriani, Sopatri Et Marcellini Scholia Ad Hermogenis Status
Chrysippus Phil.
David Phil.
Philemon Junior Comic.
Teucer Astrol.
Etymologicum Symeonis
Dicaeogenes Trag.
Phalaridis Epistulae
Xenophon Scr. Erot.
Heraclitus Phil.
Eparchides Hist.
Theodorus Poeta
Anonymus Diodori Phil.
Rufus Soph.
Maximus Theol.
Balagrus Hist.
Megasthenes Hist.
Salmanas Alchem.
Scholia In Isocratem
Nicephorus I Scr. Eccl., Hist. et Theol.
Homerica
Scholia In Callimachum
Theognostus Gramm.
Phaedimus Epigr.
Agl(a)osthenes Hist.
Romanus Melodus Hymnographus
Leontius Mech.
Cleobuli Epistula
Lexica Segueriana
Polyzelus Comic.
Scholia In Aristotelem
Florilegium Cyrillianum
Herodes Atticus Soph.
Timotheus Trag.
Phoenicides Comic.
Echephylidas Hist.
Mimnermus Trag.
Philippus Comic.
Olympiodorus Diaconus Scr. Eccl.
Lyrica Adespota (SLG)
Scholia In Aratum
Hermippus Comic.
Evangelium Thomae
Sententiae Sexti
Galenus Med.
Apollophanes Comic.
Stesimbrotus Hist.
Suda, Suidas
Straton Phil.
Marcianus Geogr.
Georgius Sphrantzes Hist.
Liber Jubilaeorum
Pythaenetus Hist.
Isidorus Scriptor Hymnorum
Passio Perpetuae Et Felicitatis
Theodorus Poeta
Phillis Hist.
Acesander Hist.
Ammonius Phil.
Dionysius Epic.
Echecrates Phil.
Paeanes (CA)
Callisthenes Hist.
Phrynichus Comic.
Eriphus Comic.
Hypermenes Hist.
Joannes Med.
Petron Phil.
Callinicus Biogr.
Isyllus Lyr.
Alcimus Hist.
Pausanias Attic.
Theognetus Comic.
Iambica Adespota (ALG)
[Aristombrotus] Phil.
Heliodorus Trag.
Theophrastus Alchem. et Poeta
Pherenicus Epic.
Homerus Epic., Homer
Moschion Trag.
Xeno Comic.
[Lysis] Phil.
Ephorus Hist.
Anaxilas Comic.
Phrynichus Trag.
Philinus Hist.
Lasus Lyr.
Lycophron Trag.
Eustratius Phil.
Parthenius Myth.
Joannes Antiochenus Hist.
Phoronis
Antisthenes Phil. et Rhet.
Euphro Comic.
Apocalypsis Adam
Zopyrus Trag.
Cleanthes Phil.
Rhetorica Anonyma
Theolytus Epic.
Callias Comic.
[Pythagoras] Phil.
Crateuas Med.
Vitae Aesopi
Pseudo-Justinus Martyr
Agathocles Hist.
Melinno Lyr.
Mantissa Proverbiorum
Aglaïs Poet. Med.
Numenius Phil.
[Clinias] Phil.
Erotianus Gramm. et Med.
Aethiopis
Eustathius Scr. Eccl. et Theol.
Crates Poet. Phil.
Aristoxenus Mus.
Apollonius Paradox.
Alexis Comic.
Theodoridas Epigr.
Mithridatis Epistula
Pythocles Hist.
Demonicus Comic.
Heliodorus Scr. Erot.
Scholia In Aeschinem
Patria Constantinopoleos
Pseudo-Demosthenes Epigr.
Artemon Gramm.
Theodorus Trag.
Nicocrates Hist.
Artemon Hist.
Euthycles Comic.
Anonymi Commentarius In Platonis Theaetetum
Anonymi In Aristotelis Artem Rhetoricam Rhet.
Montanus et Montanistae Theol.
Acusilaus Hist.
Simus Phil.
Epistula Ad Diognetum
Arius Didymus Doxogr.
Cleophon Trag.
Androtion Hist.
Andron Hist.
Etymologicum Magnum
Aristaenetus Epist.
Testamentum Salomonis
Lexica Synonymica
Nicomachus Trag.
Fragmentum Teliambicum
Certamen Homeri Et Hesiodi
Daimachus Hist.
Aristocles Phil.
Mesomedes Lyr.
Bion Hist.
Acta Justini Et Septem Sodalium
Maeandrius Hist.
Stesichorus II Lyr.
Nicephorus Bryennius Hist.
Hipparchus Astron. et Geogr.
Joannes Galenus Gramm.
Simylus Eleg.
Theophanes Hist.
Apollas Hist.
Marcellus Hist.
Anonymi Exegesis In Hesiodi Theogoniam
Hegesander Hist.
Posidippus Epigr.
Comica Adespota (Suppl. Com.)
Anonymus Photii Phil.
Prorus Phil.
Pigres Eleg.
Cleobulus Epigr. et Lyr.
Ananius Iamb.
Joannes Archiereus Alchem.
Dionysius Μεταθέμενος Phil.
Oenomaus Phil.
Machon Comic.
Diodorus Comic.
Thales Phil.
Cydias Lyr.
Antiphon Soph.
Hesiodus Epic.
Marcus Aurelius Antoninus Imperator Phil.
Alexinus Phil.
Menodotus Hist.
Autolycus Astron.
[Eurytus] Phil.
Lycophronides Lyr.
Parthax Hist.
Evangelium Bartholomaei
Nausicrates Comic.
... finished in 0:00:02.185193
Number of texts: 1143
In [5]:
# view all epithets:
get_epithets()
Out[5]:
['Alchemistae',
'Apologetici',
'Astrologici',
'Astronomici',
'Atticistae',
'Biographi',
'Bucolici',
'Choliambographi',
'Chronographi',
'Comici',
'Doxographi',
'Elegiaci',
'Epici/-ae',
'Epigrammatici/-ae',
'Epistolographi',
'Geographi',
'Geometri',
'Gnomici',
'Gnostici',
'Grammatici',
'Hagiographi',
'Historici/-ae',
'Hymnographi',
'Iambici',
'Lexicographi',
'Lyrici/-ae',
'Mathematici',
'Mechanici',
'Medici',
'Mimographi',
'Musici',
'Mythographi',
'Nomographi',
'Onirocritici',
'Oratores',
'Paradoxographi',
'Parodii',
'Paroemiographi',
'Periegetae',
'Philologi',
'Philosophici/-ae',
'Poetae',
'Poetae Didactici',
'Poetae Medici',
'Poetae Philosophi',
'Polyhistorici',
'Rhetorici',
'Scriptores Ecclesiastici',
'Scriptores Erotici',
'Scriptores Fabularum',
'Scriptores Rerum Naturalium',
'Sophistae',
'Tactici',
'Theologici',
'Tragici']
In [6]:
t0 = dt.datetime.utcnow()
# tf-idf features
n_samples = 2000
n_features = 1000 # TODO: increase
n_topics = len(get_epithets()) # 55
n_top_words = 20
tfidf_vectorizer = TfidfVectorizer(max_df=1.0,
min_df=1,
max_features=n_features,
stop_words=None)
texts_list = [t[2] for t in id_author_text_list]
tfidf = tfidf_vectorizer.fit_transform(texts_list)
# save features
vector_fp = os.path.expanduser('~/cltk_data/user_data/tlg_lemmatized_no_accents_no_stops_set_reduction_tfidf_{0}features.pickle'.format(n_features))
joblib.dump(tfidf, vector_fp)
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
# time on good server:
# 1000 features: 0:01:22
... finished in 0:01:01.454532
In [7]:
t0 = dt.datetime.utcnow()
print("Fitting the NMF model with tf-idf features, "
"n_samples=%d and n_features=%d..."
% (n_samples, n_features))
nmf = NMF(n_components=n_topics, random_state=1,
alpha=.1, l1_ratio=.5).fit(tfidf)
# save model
nmf_fp = os.path.expanduser('~/cltk_data/user_data/tlg_lemmatized_no_accents_no_stops_set_reduction_tfidf_{0}features_nmf.pickle'.format(n_features))
joblib.dump(nmf, nmf_fp)
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
Fitting the NMF model with tf-idf features, n_samples=2000 and n_features=1000...
... finished in 0:00:08.711757
In [8]:
def print_top_words(model, feature_names, n_top_words):
for topic_id, topic in enumerate(model.components_):
print('Topic #{}:'.format(int(topic_id)))
print(''.join([feature_names[i] + ' ' + str(round(topic[i], 2))
+' | ' for i in topic.argsort()[:-n_top_words - 1:-1]]))
print()
In [9]:
print("Topics in NMF model:")
tfidf_feature_names = tfidf_vectorizer.get_feature_names()
print_top_words(nmf, tfidf_feature_names, n_top_words)
Topics in NMF model:
Topic #0:
ειμι 2.4 | ου 2.38 | τος 1.2 | αυ 0.97 | εχω 0.86 | τας 0.62 | αλλ 0.5 | εγω 0.42 | ποιεω 0.4 | δεω1 0.39 | τουτων 0.38 | ωσπερ 0.36 | εαυτου 0.36 | πα 0.35 | οσος 0.32 | φημι 0.32 | ουδεν 0.31 | ειπον 0.31 | καθ 0.31 | ος 0.3 |
Topic #1:
αυ 3.02 | τος 2.96 | αυτον 0.4 | αυτην 0.26 | αυτους 0.26 | τας 0.23 | πολιν 0.16 | εκει 0.16 | γυνη 0.16 | εαυτου 0.15 | τοτε 0.15 | εγενετο 0.14 | πολυς 0.14 | ιημι 0.14 | εχω 0.14 | τουτου 0.13 | ερχομαι 0.13 | πολεως 0.13 | μετ 0.12 | αναιρεω 0.12 |
Topic #2:
φησι 1.13 | φημι 1.08 | φησιν 0.91 | ιστορεω 0.66 | ειμι 0.63 | λεγει 0.42 | καλεω 0.37 | γενεσθαι 0.26 | ιημι 0.24 | προτερος 0.24 | αθηνη 0.23 | αυτην 0.21 | διος 0.21 | αυτον 0.21 | λεγεται 0.2 | φασι 0.19 | υστερος 0.18 | γεγονεναι 0.18 | φασιν 0.17 | ιερον 0.16 |
Topic #3:
εγω 3.08 | νυ 0.42 | εμεω 0.33 | αλλ 0.29 | ου 0.25 | εμοι 0.25 | εμε 0.23 | παρ 0.21 | ταυτ 0.2 | οιδα 0.19 | πως 0.18 | ουδεν 0.15 | ειδον 0.15 | σοι 0.14 | σευω 0.14 | ουδ 0.13 | λαβων 0.13 | δοκεω 0.13 | ωσπερ 0.13 | καλος 0.12 |
Topic #4:
ου 0.48 | ειμι 0.43 | ανηρ 0.39 | ουδ 0.38 | αμφι 0.36 | αλλ 0.35 | ερχομαι 0.34 | διος 0.31 | αυ 0.31 | πα 0.31 | ιππος 0.3 | μα 0.29 | εχω 0.29 | ενι 0.28 | ενθα 0.28 | περ 0.27 | ευ 0.26 | γαι 0.26 | ρος 0.26 | αγω 0.23 |
Topic #5:
χριστος 0.86 | θεαομαι 0.71 | εγω 0.67 | ου 0.55 | αυ 0.46 | τος 0.46 | θεος 0.42 | ιησου 0.36 | κυριου 0.34 | ινα 0.34 | κυριος 0.31 | θεον 0.25 | χριστον 0.24 | υιος 0.21 | αγιος 0.21 | πνευ 0.19 | μα 0.18 | ανθρωπος 0.18 | προφητης 0.16 | λεγει 0.16 |
Topic #6:
πολις 2.35 | πολιτης 0.48 | πολιν 0.22 | αυτην 0.16 | χωριον 0.15 | σος 0.15 | χωρα 0.13 | καλεω 0.12 | εθνος 0.1 | προτερον 0.09 | οικεω 0.08 | τινες 0.08 | ιημι 0.08 | πολεις 0.08 | πρωτη 0.08 | λεγεται 0.07 | ακρα 0.06 | ποταμος 0.06 | πρωτω 0.06 | ειμι 0.06 |
Topic #7:
υδωρ 1.95 | πυ 0.21 | θερμον 0.18 | υγρον 0.17 | πυρος 0.16 | υγρος 0.12 | παντα 0.1 | θεω 0.1 | αερα 0.1 | στοιχειων 0.08 | πα 0.08 | αερος 0.07 | ειδομαι 0.06 | αχρι 0.04 | αυτο 0.04 | παντος 0.04 | αρχην 0.04 | θερμος 0.04 | φησιν 0.04 | ομοιως 0.03 |
Topic #8:
τας 2.8 | τουτων 0.15 | ποιεω 0.15 | πλη 0.14 | θος 0.13 | χωρας 0.12 | πολιν 0.1 | νυκτος 0.1 | πολεμιων 0.1 | καθ 0.09 | πολεις 0.09 | αμα 0.08 | δυναμιν 0.08 | μαλιστα 0.08 | κατ 0.08 | πολλους 0.08 | παλιν 0.07 | προ 0.06 | τουτοις 0.06 | καιρον 0.06 |
Topic #9:
οιος 2.04 | δυο 0.36 | ονομα 0.22 | γινεται 0.2 | λεγεται 0.16 | σημαινει 0.14 | ιημι 0.13 | ρη 0.13 | λογου 0.12 | ειδος 0.11 | ητοι 0.11 | δηλοω 0.11 | προ 0.1 | εϲτι 0.09 | εστι 0.09 | κυριον 0.09 | ομοιως 0.09 | ειϲ 0.09 | απλοος 0.09 | αυτο 0.08 |
Topic #10:
αρον 1.13 | ισος 0.97 | ειμι 0.4 | εστιν 0.31 | εστι 0.31 | επει 0.3 | κυκλου 0.3 | ιστημι 0.26 | θει 0.24 | λογον 0.22 | μειζων 0.2 | σημει 0.2 | δυο 0.19 | πλευρα 0.16 | λεγω 0.13 | μειζονα 0.13 | ευθειας 0.13 | αγω 0.12 | τουτεστιν 0.12 | ον 0.12 |
Topic #11:
αρχω 1.47 | αθηναι 0.07 | οικος 0.05 | αρχη 0.04 | αιρεω 0.04 | εαυτου 0.02 | ετερος 0.02 | μεθ 0.02 | πλησιον 0.01 | ιδεω 0.01 | αριστος 0.0 | τε 0.0 | ερως 0.0 | εσσομαι 0.0 | εργνυμι 0.0 | ερω 0.0 | ερχομαι 0.0 | εστι 0.0 | ερμη 0.0 | εστιν 0.0 |
Topic #12:
εχω 3.13 | χαλκεος 0.24 | ειμι 0.13 | χρυσοω 0.11 | ποιεω 0.09 | εστι 0.07 | δυο 0.07 | εστιν 0.07 | πεντε 0.06 | τρεω 0.06 | μα 0.06 | αγω 0.05 | μεσον 0.05 | μετρον 0.04 | πολυ 0.04 | πα 0.04 | ολοξ 0.04 | εικοσι 0.03 | μεγας 0.03 | τουτ 0.03 |
Topic #13:
ετος 2.09 | κοσμου 0.13 | υιος 0.12 | βασιλειας 0.11 | εταζω 0.09 | αδαμ 0.09 | τουτου 0.08 | εικοσι 0.05 | δεκα 0.04 | ειτα 0.04 | περθω 0.04 | βασιλειαν 0.03 | ιουδαιων 0.02 | ετερος 0.02 | βασιλευς 0.02 | γεγονε 0.02 | ναος 0.02 | αρχω 0.02 | αλεξανδρος 0.02 | ηως 0.02 |
Topic #14:
ιστορεω 1.33 | καθως 0.98 | γενναω 0.57 | εαυτον 0.19 | τοιαυτης 0.14 | πατηρ 0.13 | υιον 0.1 | πολεμον 0.09 | μητρος 0.09 | γινεται 0.09 | βασιλευς 0.08 | τουτων 0.08 | τοιαυτην 0.08 | αιτιαν 0.08 | ορος 0.07 | αδελφον 0.07 | νυκτος 0.07 | ζωιοω 0.06 | αναιρεω 0.06 | ρωμαιοι 0.05 |
Topic #15:
ρωμαιων 1.03 | βασιλευς 1.02 | βασιλεως 0.57 | βασιλεα 0.4 | ρωμαιοι 0.34 | βασιλις 0.29 | ρωμαιοις 0.28 | πολεως 0.26 | περθω 0.25 | αυτον 0.21 | πολιν 0.2 | βασιλειας 0.19 | βασιλικος 0.16 | πολυς 0.13 | πολεμον 0.12 | ανηρ 0.12 | πολεμου 0.11 | απας 0.11 | θεν 0.11 | εκει 0.1 |
Topic #16:
μοιρας 0.85 | ηως 0.6 | κεφαλη 0.2 | ρα 0.15 | ωρα 0.12 | ωμος 0.12 | εσχατος 0.11 | προτερος 0.1 | διος 0.1 | κει 0.09 | μαι 0.09 | κυκλου 0.07 | νυκτος 0.06 | παλιν 0.06 | τουτεστιν 0.05 | ηλιου 0.05 | ακρα 0.04 | οφις 0.04 | ημερας 0.03 | τριτον 0.03 |
Topic #17:
αν1 1.97 | και 0.23 | ακρα 0.13 | δια 0.11 | παντα 0.08 | ολοξ 0.07 | ουτ 0.07 | κατ 0.06 | επειτα 0.06 | παρ 0.05 | ναι 0.05 | ρον 0.04 | μαλα 0.03 | ταδε 0.03 | καλος 0.03 | ποδας 0.03 | αμφι 0.03 | τε 0.03 | φιλων 0.03 | οσος 0.03 |
Topic #18:
ειμι 4.38 | εστιν 0.15 | εστι 0.15 | προτερος 0.14 | ιημι 0.11 | δυο 0.09 | τουτ 0.09 | ταδε 0.07 | σωτηρ 0.06 | πρα 0.06 | απειρος 0.06 | ειδος 0.05 | λεγεται 0.05 | χειρ 0.05 | υιος 0.05 | τοδε 0.04 | ετερος 0.04 | αυτο 0.04 | ανθρωπος 0.04 | ενος 0.04 |
Topic #19:
ος 2.37 | αθηναι 0.52 | γενναω 0.14 | ανηρ 0.13 | παρ 0.12 | αθηνη 0.11 | ρος 0.08 | πολεως 0.07 | αθηναιων 0.07 | προτερος 0.06 | εικοσι 0.06 | δευτερα 0.05 | ευρισκω 0.05 | γενος 0.05 | γραφω 0.05 | αρχαι 0.05 | ους 0.04 | τοδε 0.03 | αγων 0.03 | γεγονεναι 0.02 |
Topic #20:
γαι 1.74 | αερα 0.35 | ηλιος 0.35 | αερος 0.25 | απειρος 0.24 | γινεσθαι 0.22 | κοσμον 0.21 | πυ 0.21 | ηλιου 0.19 | κοσμου 0.16 | παντα 0.14 | πυρος 0.13 | πα 0.12 | ρανος 0.12 | αρχην 0.11 | υγρος 0.11 | ρα 0.11 | φαος 0.1 | θερμον 0.09 | αρχη 0.09 |
Topic #21:
αρης 0.89 | σεληνη 0.58 | ερμη 0.58 | σεληνης 0.51 | ηλιος 0.29 | ζευς 0.26 | ηλιου 0.19 | διος 0.19 | ημερας 0.14 | γενηται 0.11 | τοπω 0.11 | μοιρας 0.1 | οικος 0.1 | μοι 0.09 | οραω 0.09 | ρος 0.09 | δηλοω 0.09 | ρα 0.09 | γυνη 0.08 | σημαινει 0.08 |
Topic #22:
τηϲ 1.09 | τοιϲ 0.65 | εϲτι 0.51 | προϲ 0.5 | ειϲ 0.35 | χρη 0.05 | ανα 0.04 | γιγνεται 0.02 | μετ 0.02 | χραω2 0.02 | οξος 0.01 | δει 0.01 | υπνος 0.0 | ταδε 0.0 | φαρμακον 0.0 | μαλλον 0.0 | αιμα 0.0 | δυο 0.0 | εξις 0.0 | επομαι 0.0 |
Topic #23:
αντι 1.71 | ομηρος 0.26 | σημαινει 0.19 | πλατων 0.18 | παρ 0.13 | λεγεται 0.13 | ερω 0.11 | γινεται 0.1 | ητοι 0.09 | ειδος 0.09 | λεγουσιν 0.09 | κυριως 0.09 | κατ 0.08 | αγαω 0.07 | λεγει 0.07 | διπλοος 0.07 | μα 0.06 | οταν 0.06 | δηλοω 0.06 | ποιητης 0.06 |
Topic #24:
λαβων 0.77 | ειτα 0.52 | ημερας 0.46 | μερος 0.45 | ηως 0.34 | οξος 0.26 | χαλκεος 0.24 | μερη 0.21 | παλιν 0.19 | γενηται 0.18 | καλος 0.15 | υδωρ 0.15 | αυτο 0.13 | ομοω 0.1 | θεω 0.09 | χρυσοω 0.09 | ινα 0.08 | ιημι 0.08 | εαω 0.07 | αγαω 0.07 |
Topic #25:
καλεω 2.1 | πρωτω 0.22 | μεχρι 0.12 | πρωτη 0.11 | γυνη 0.06 | μεγα 0.06 | ιερον 0.05 | δεκα 0.04 | νυ 0.04 | οικος 0.03 | πολλοι 0.03 | θεοι 0.03 | βοηθεω 0.03 | γενος 0.02 | καθα 0.02 | δυο 0.01 | γενομενος 0.01 | χειμων 0.01 | λεγεται 0.01 | θις 0.01 |
Topic #26:
μα 0.68 | γινεται 0.54 | πυρετος 0.45 | υλαω 0.36 | φυσιν 0.36 | αιμα 0.35 | σω 0.33 | πνευ 0.25 | υγρος 0.24 | σωματος 0.24 | θερμος 0.21 | γινονται 0.21 | ειδος 0.2 | ολοξ 0.19 | αυ 0.18 | υγρον 0.17 | θερμον 0.16 | ποιεω 0.16 | φυσις 0.15 | σωματι 0.14 |
Topic #27:
νος 1.58 | εκει 1.27 | θεν 0.17 | λαμβανω 0.15 | εκεινου 0.14 | οπως 0.14 | μονον 0.1 | εαυτου 0.07 | ελκω 0.07 | πολλα 0.06 | ιππος 0.06 | πυρος 0.04 | μεγαλου 0.03 | μεγας 0.03 | εκεινους 0.02 | μην 0.02 | γουν 0.0 | επωχατο 0.0 | ερμη 0.0 | εργον 0.0 |
Topic #28:
ευ 2.28 | πολιν 0.16 | πα 0.11 | μητηρ 0.09 | σοφος 0.09 | ωσπερ 0.09 | χομαι 0.08 | ολοξ 0.08 | εις 0.07 | σωτηρ 0.06 | διδωμι 0.06 | σωζω 0.06 | κακοω 0.05 | αει 0.05 | θυμος 0.04 | τυχη 0.04 | αθηναιων 0.03 | χαριν 0.03 | βιον 0.03 | τιμαω 0.03 |
Topic #29:
παλιν 0.87 | αει 0.74 | οραω 0.71 | πανυ 0.36 | πα 0.31 | γουν 0.25 | επει 0.17 | αριθμεω 0.06 | σεω 0.02 | ωρα 0.02 | πολυν 0.01 | ους 0.01 | κρατεω 0.0 | χρονον 0.0 | επομαι 0.0 | εποιησεν 0.0 | επτα 0.0 | εποιησε 0.0 | επωχατο 0.0 | επιστημη 0.0 |
Topic #30:
αυτον 2.38 | αναιρεω 0.06 | γεγονεναι 0.04 | πολεμον 0.03 | ιστορεω 0.03 | ειδον 0.02 | ερμη 0.02 | ποτε 0.01 | εγενετο 0.01 | μυ 0.01 | βιον 0.01 | φασιν 0.01 | εργνυμι 0.0 | επομαι 0.0 | επτα 0.0 | επωχατο 0.0 | ωφελεω 0.0 | εργον 0.0 | εποιησεν 0.0 | ερω 0.0 |
Topic #31:
εθνος 1.32 | πλησιον 0.17 | πολιτης 0.17 | πρωτω 0.14 | οικεω 0.14 | χωρα 0.1 | χωρας 0.09 | ιημι 0.08 | πολεις 0.07 | ιουδαιων 0.06 | καθ 0.05 | σος 0.03 | θαλασσης 0.03 | ακρα 0.03 | μερος 0.03 | εστι 0.02 | μεχρι 0.02 | αυτους 0.0 | θαλασσαν 0.0 | εοικα 0.0 |
Topic #32:
ειπον 1.78 | ινα 0.46 | αθηνη 0.15 | ερχομαι 0.11 | δει 0.07 | τοδε 0.07 | παλιν 0.06 | λεγω1 0.05 | αγων 0.05 | γραφω 0.05 | πως 0.03 | νυ 0.03 | λεγει 0.03 | τουτ 0.03 | ανθρωπος 0.02 | πατηρ 0.02 | λεγων 0.01 | μυ 0.01 | φησι 0.0 | ποτε 0.0 |
Topic #33:
ψυχη 1.29 | αρεταω 0.38 | τε 0.26 | λογον 0.24 | ολοξ 0.21 | σωματος 0.2 | εξις 0.17 | νοος 0.15 | αλογος 0.15 | φυσει 0.15 | θεος 0.14 | αυτα 0.14 | δεω1 0.14 | ψυχην 0.12 | ανθρωπος 0.11 | φυσιν 0.11 | λογισμος 0.11 | γινεται 0.11 | ανθρωπω 0.08 | αγαθος 0.08 |
Topic #34:
μητε 0.98 | δεω1 0.32 | μηδε 0.28 | εμε 0.24 | χρη 0.14 | ταδε 0.14 | βασιλειαν 0.12 | αλλ 0.11 | υβρις 0.1 | ιδου 0.1 | μηδ 0.09 | ακουω 0.09 | πα 0.08 | ιστημι 0.08 | γυνη 0.08 | αγαω 0.08 | παντα 0.07 | υπνος 0.07 | αριστος 0.06 | ανηρ 0.06 |
Topic #35:
φημι 2.96 | πρωτω 0.35 | καθα 0.26 | ποτε 0.17 | λεγω1 0.1 | τινα 0.08 | πολλα 0.08 | ειναι 0.08 | ειμι 0.07 | λεγεσθαι 0.06 | ιερον 0.06 | μονον 0.05 | φασι 0.05 | γενεσθαι 0.05 | χραω2 0.04 | γουν 0.03 | ιδων 0.03 | ιστορεω 0.03 | πολιτειας 0.03 | δοκεω 0.03 |
Topic #36:
θεαω 1.95 | ζευς 0.18 | διος 0.12 | αναιρεω 0.11 | θεους 0.08 | τιμαω 0.07 | πα 0.07 | μηδε 0.05 | ευρισκω 0.03 | πολεμον 0.03 | ειδον 0.03 | αθηνη 0.02 | νομον 0.02 | εις 0.02 | κατ 0.01 | ανθρωπων 0.01 | χαριν 0.01 | εργνυμι 0.01 | μανθανω 0.01 | πολει 0.0 |
Topic #37:
ου 3.71 | τε 0.54 | αλλ 0.34 | δοκεω 0.07 | αρτι 0.06 | αγω 0.06 | ουχι 0.06 | θεος 0.06 | εμοι 0.05 | ερχομαι 0.05 | αποθνησκω 0.04 | ζαω 0.04 | γραφω 0.04 | οιδα 0.04 | μην 0.03 | θεον 0.03 | τουτ 0.03 | ανθρωποις 0.03 | γενεσθαι 0.03 | μονος 0.03 |
Topic #38:
ορος 1.94 | αγω 0.24 | θαλασσαν 0.07 | ιερον 0.06 | γενναω 0.05 | γενεσθαι 0.03 | τουτων 0.03 | γενος 0.02 | αθηνη 0.02 | αιτιαν 0.01 | οπου 0.01 | οικεω 0.01 | ειτα 0.01 | αιτιας 0.01 | αιμα 0.01 | μεταξυ 0.01 | τοιουτων 0.0 | σημαινει 0.0 | ερω 0.0 | ερχομαι 0.0 |
Topic #39:
δω 0.78 | ρον 0.45 | ρος 0.43 | τοδε 0.3 | δυο 0.21 | σεω 0.17 | ευρισκω 0.14 | κεφαλη 0.11 | ηδος 0.09 | ιστημι 0.08 | λεγεις 0.08 | ειδον 0.08 | εμοι 0.07 | μητρος 0.07 | αναιρεω 0.06 | πα 0.06 | αει 0.05 | φιλον 0.05 | πατηρ 0.05 | ιερον 0.05 |
Topic #40:
τεχνη 0.78 | μεγιστον 0.15 | τυχης 0.14 | ολοξ 0.13 | προτερος 0.12 | χρυσοω 0.12 | τινος 0.12 | οσος 0.12 | που 0.11 | ταυτης 0.11 | ερω 0.11 | τινας 0.11 | ζαω 0.1 | απας 0.09 | πολυ 0.09 | παντων 0.09 | εστι 0.09 | τουτω 0.08 | αγω 0.08 | παρ 0.08 |
Topic #41:
οταν 1.49 | ετερων 0.16 | κακον 0.15 | ειδον 0.14 | τρεω 0.12 | ποιεω 0.12 | φοβεω 0.1 | κακα 0.09 | λευκος 0.08 | λεγει 0.07 | γυνη 0.07 | παντως 0.06 | γινεται 0.06 | ανω1 0.05 | αυτοι 0.04 | αιμα 0.04 | πρα 0.04 | οιομαι 0.04 | καλος 0.04 | γιγνεται 0.03 |
Topic #42:
ποταμος 1.68 | μεχρι 0.2 | πολιν 0.16 | σος 0.12 | μερος 0.1 | μαι 0.09 | κει 0.08 | πολεις 0.08 | ορος 0.06 | ταυτην 0.06 | θος 0.06 | ιος 0.05 | αυτην 0.04 | φασι 0.03 | καθως 0.03 | εαυτον 0.03 | ονομα 0.03 | ιερον 0.03 | κατ 0.03 | ενι 0.03 |
Topic #43:
ανα 1.14 | ημερας 0.22 | δις 0.22 | εις 0.19 | οπως 0.16 | μηδε 0.14 | ερχομαι 0.12 | μα 0.11 | εισι 0.08 | πα 0.07 | τουτοις 0.05 | οξος 0.04 | πλεον 0.02 | ναος 0.01 | αρκεω 0.01 | ταδε 0.01 | μεσον 0.01 | χειρος 0.01 | ισος 0.01 | χαριν 0.0 |
Topic #44:
παι 1.61 | πατηρ 0.21 | τιθημι 0.19 | ειδον 0.16 | εκαστω 0.13 | γενεσθαι 0.13 | παρ 0.1 | δις 0.09 | γυνη 0.09 | εις 0.08 | διος 0.07 | δυο 0.06 | υιος 0.06 | πυρος 0.06 | λαμβανω 0.05 | νυ 0.05 | απας 0.05 | ολιγον 0.05 | διδωμι 0.04 | επει 0.04 |
Topic #45:
αστρον 1.01 | ηλιου 0.43 | ηλιος 0.28 | ιος 0.27 | κυκλου 0.18 | ιστημι 0.04 | γινεσθαι 0.03 | φαινεται 0.03 | ακρα 0.03 | κεφαλη 0.02 | σημει 0.02 | οσος 0.01 | τοδε 0.01 | πεντε 0.0 | αυτην 0.0 | κοσμου 0.0 | ημεροω 0.0 | φανερον 0.0 | ερχομαι 0.0 | εποιησεν 0.0 |
Topic #46:
ερως 1.46 | τιθημι 0.15 | ειδως 0.11 | πασχω 0.1 | παντα 0.09 | ερχομαι 0.09 | οινος 0.08 | ειδομαι 0.07 | αυτην 0.06 | καλος 0.06 | αυτοι 0.06 | πολλα 0.06 | καλον 0.05 | ταυτης 0.04 | καλλος 0.04 | σοι 0.03 | πλεον 0.01 | ειδον 0.01 | ουκετι 0.0 | ιερον 0.0 |
Topic #47:
μη 0.61 | κος 0.57 | ειτα 0.43 | πους 0.37 | ιστημι 0.26 | υψος 0.19 | δυο 0.18 | ακρος 0.16 | ηως 0.13 | σχη 0.13 | γινονται 0.12 | ινα 0.11 | στομα 0.11 | ποδας 0.09 | ανω1 0.06 | μεσον 0.05 | οσος 0.05 | χος 0.04 | κατω 0.04 | σος 0.04 |
Topic #48:
ανδροω 1.47 | υιον 0.18 | ανηρ 0.06 | λαμβανω 0.05 | δος 0.05 | ετερος 0.03 | πλει 0.03 | στος 0.03 | σαρκος 0.02 | πολλα 0.02 | γενη 0.01 | ηκω 0.01 | σοφος 0.01 | επτα 0.01 | μονον 0.01 | φιλον 0.01 | μια 0.01 | τινα 0.0 | επωχατο 0.0 | επομαι 0.0 |
Topic #49:
ελλην 1.4 | αθηναιων 0.16 | γυνη 0.08 | αθηναι 0.06 | ελληνων 0.03 | πολιν 0.03 | πολεις 0.01 | εκεινους 0.01 | προτερον 0.01 | μητηρ 0.0 | εαυτην 0.0 | ζωη 0.0 | επιστημη 0.0 | ερχομαι 0.0 | ερμη 0.0 | εργον 0.0 | εργνυμι 0.0 | ζωιοω 0.0 | ηγεομαι 0.0 | επωχατο 0.0 |
Topic #50:
μος 1.18 | δη 0.75 | ερχομαι 0.21 | θεον 0.05 | ιος 0.05 | αθηναιων 0.04 | θεαομαι 0.03 | οινος 0.02 | εισι 0.02 | γενει 0.02 | ονομα 0.01 | τουτου 0.01 | δεκα 0.01 | μητρος 0.01 | ιδων 0.0 | μητηρ 0.0 | νεω 0.0 | τιμαω 0.0 | δοκεω 0.0 | θανατου 0.0 |
Topic #51:
διαφερει 1.3 | φιλων 0.05 | σημαινει 0.04 | λεγεται 0.03 | ομηρος 0.02 | τοπω 0.01 | ετερου 0.0 | εποιησε 0.0 | εποιησεν 0.0 | επομαι 0.0 | επτα 0.0 | εργνυμι 0.0 | επωχατο 0.0 | επειτα 0.0 | εργον 0.0 | ερμη 0.0 | ερχομαι 0.0 | ερω 0.0 | επιστημη 0.0 | ωφελεω 0.0 |
Topic #52:
λος 0.82 | δου 0.8 | δεω1 0.12 | μη 0.09 | σω 0.06 | ποτε 0.06 | αλληλων 0.06 | αρχη 0.04 | αρχαι 0.04 | καθα 0.04 | φυσιν 0.03 | γιγνεται 0.02 | μα 0.02 | ωσπερ 0.02 | ακολουθεω 0.01 | βουλη 0.01 | χρεια 0.01 | πραγματα 0.01 | ερμη 0.01 | οποι 0.0 |
Topic #53:
ον 1.22 | στοιχει 0.23 | επωχατο 0.2 | τρεω 0.19 | παντες 0.15 | τριζω 0.14 | εκαστος 0.13 | ετερος 0.12 | μεταξυ 0.12 | ερω 0.1 | σημει 0.09 | σχεδον 0.08 | ιημι 0.08 | εξεστι 0.07 | ωσπερ 0.05 | απτω 0.05 | λογων 0.05 | τινα 0.05 | αλληλων 0.05 | τουτου 0.04 |
Topic #54:
οινος 0.87 | οινοω 0.71 | οξος 0.5 | ποιεω 0.39 | μετ 0.23 | δυναμιν 0.19 | βοηθεω 0.16 | υδωρ 0.16 | σπερμα 0.15 | ομοιως 0.12 | λευκος 0.12 | αρτος 0.12 | ωφελεω 0.1 | πλη 0.1 | χραω2 0.1 | οσος 0.1 | αγω 0.09 | θος 0.08 | ολοξ 0.07 | δεω1 0.07 |
In [10]:
tfidf.shape
Out[10]:
(1143, 1000)
In [11]:
doc_topic_distrib = nmf.transform(tfidf) # numpy.ndarray
In [12]:
doc_topic_distrib.shape
Out[12]:
(1143, 55)
In [13]:
df = pandas.DataFrame(doc_topic_distrib)
In [16]:
len(id_author_text_list)
Out[16]:
1143
In [22]:
authors_in_order = {index:_tuple[1] for index, _tuple in enumerate(id_author_text_list)}
print(len(authors_in_order))
1143
In [23]:
df = df.rename(authors_in_order)
Questions:
In [27]:
df
Out[27]:
0
1
2
3
4
5
6
7
8
9
...
45
46
47
48
49
50
51
52
53
54
Lepidus Hist.
0.004470
0.058953
0.000000
0.000000
0.030413
0.000000
0.126143
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Archippus Comic.
0.036485
0.003721
0.000000
0.060426
0.017456
0.004729
0.000000
0.000000
0.025630
0.000000
...
0.000000
0.000000
0.000000
0.046645
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Menecrates Hist.
0.027667
0.087828
0.018969
0.000000
0.000000
0.010514
0.000000
0.000000
0.000000
0.026474
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Marinus Phil.
0.114863
0.023485
0.000000
0.011659
0.000000
0.000000
0.000000
0.000000
0.000000
0.021727
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.002739
0.000000
Troilus Soph.
0.121835
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.065292
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.010258
0.000000
0.000000
0.000000
Apollinaris Theol.
0.100538
0.030036
0.027692
0.000000
0.000000
0.250553
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Hermas Scr. Eccl., Pastor Hermae
0.062144
0.101339
0.024235
0.036189
0.000000
0.109482
0.000000
0.000000
0.023987
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Agatharchides Geogr.
0.131793
0.021604
0.033020
0.010971
0.010642
0.000000
0.000616
0.000164
0.063735
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Mnaseas Perieg.
0.047347
0.023791
0.158936
0.003979
0.042843
0.011660
0.088292
0.015780
0.036570
0.001092
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Philoxenus Lyr.
0.039898
0.022443
0.000000
0.008954
0.042070
0.000000
0.000000
0.050953
0.032228
0.000000
...
0.000000
0.000000
0.010190
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Boethus Phil.
0.086408
0.000000
0.000000
0.000000
0.004935
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Joannes Actuarius Med.
0.127854
0.036413
0.000000
0.014359
0.000000
0.000000
0.000000
0.000000
0.029845
0.002590
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Cephalion Hist. et Rhet.
0.021778
0.190888
0.007848
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Polycharmus Hist.
0.052404
0.063615
0.008540
0.000000
0.007487
0.000000
0.073656
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Stephanus Med.
0.075062
0.019912
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.015178
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Alcman Lyr.
0.071537
0.000000
0.018133
0.052609
0.150877
0.000000
0.000000
0.000000
0.010286
0.021825
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.027821
0.000000
0.000000
0.000000
0.000000
[Astrampsychus Magus] Onir.
0.015320
0.000000
0.000000
0.006333
0.004425
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Archelaus Paradox.
0.004910
0.000000
0.000000
0.000000
0.065686
0.000000
0.000000
0.000000
0.000000
0.093011
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Eusebius Scr. Eccl.
0.076369
0.000000
0.006676
0.009016
0.000000
0.157246
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.008388
0.000000
0.000000
0.000000
0.025357
0.000000
Tryphon II Gramm.
0.073496
0.000000
0.000000
0.000000
0.052755
0.000722
0.000000
0.000000
0.000000
0.172495
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Paeon Hist.
0.000402
0.032007
0.058558
0.000000
0.000000
0.000000
0.000000
0.000000
0.032311
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.027328
Cratinus Comic.
0.106973
0.013346
0.000000
0.047067
0.105210
0.000000
0.001955
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.010005
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Pappus Math.
0.038802
0.014723
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.005713
0.002273
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Apollodorus Comic.
0.009782
0.000000
0.000000
0.062629
0.000000
0.000000
0.000000
0.000000
0.064310
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.270381
0.000000
Theon Gramm.
0.040298
0.045578
0.074932
0.000000
0.022897
0.000000
0.137832
0.000000
0.000000
0.054818
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Joannes Gramm. et Theol.
0.103347
0.000000
0.000000
0.000000
0.000000
0.129697
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Marcus Antonius Polemon Soph.
0.105630
0.015127
0.000000
0.028161
0.049108
0.000000
0.000000
0.000000
0.009806
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Socrates Hist.
0.019267
0.091211
0.080467
0.000000
0.000000
0.000000
0.000000
0.000000
0.002231
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.088227
0.000000
Laonicus Chalcocondyles Hist.
0.064049
0.128677
0.000000
0.006618
0.014624
0.000000
0.012314
0.000000
0.006500
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.031129
0.000000
0.000000
0.000000
0.000000
0.000000
Simias Gramm.
0.002524
0.000000
0.000000
0.068254
0.152365
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.003830
0.000000
0.000000
0.000000
0.000000
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
Aristaenetus Epist.
0.135361
0.011176
0.000000
0.095469
0.024708
0.000000
0.000000
0.000000
0.000000
0.000963
...
0.000000
0.081175
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Daimachus Hist.
0.070877
0.000000
0.026006
0.004756
0.004867
0.000000
0.025570
0.000000
0.000000
0.021523
...
0.086014
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Aristocles Phil.
0.151232
0.023140
0.000000
0.024251
0.000000
0.000000
0.000000
0.000000
0.000444
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Mesomedes Lyr.
0.022902
0.000000
0.000000
0.037108
0.111869
0.001207
0.000000
0.107684
0.000000
0.011983
...
0.000000
0.000000
0.003836
0.000000
0.000000
0.000000
0.000000
0.040255
0.000000
0.000000
Bion Hist.
0.026484
0.000000
0.000000
0.000000
0.006284
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.021357
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Maeandrius Hist.
0.048635
0.101769
0.131915
0.002257
0.000000
0.000000
0.028821
0.000000
0.009521
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Nicephorus Bryennius Hist.
0.100612
0.087899
0.000000
0.000000
0.023144
0.000000
0.000000
0.000000
0.029573
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Hipparchus Astron. et Geogr.
0.087172
0.056817
0.004264
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.026849
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Joannes Galenus Gramm.
0.116263
0.036698
0.001625
0.053048
0.012393
0.009185
0.000000
0.024590
0.028374
0.017006
...
0.010209
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Theophanes Hist.
0.054816
0.036996
0.034093
0.000000
0.000000
0.000000
0.000000
0.027254
0.062653
0.001807
...
0.000000
0.000000
0.160865
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Apollas Hist.
0.000409
0.000000
0.158171
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Marcellus Hist.
0.013967
0.119010
0.001237
0.024143
0.000000
0.000000
0.002646
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Hegesander Hist.
0.082060
0.056127
0.095140
0.007114
0.001936
0.000000
0.000000
0.000000
0.000542
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Posidippus Epigr.
0.023309
0.000000
0.002306
0.092479
0.110401
0.000000
0.000000
0.007491
0.012949
0.000000
...
0.000000
0.249806
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.003101
0.000000
Anonymus Photii Phil.
0.094848
0.012905
0.026213
0.013883
0.000000
0.001927
0.000000
0.005225
0.007888
0.009054
...
0.000000
0.000000
0.000000
0.000000
0.000601
0.000000
0.000000
0.000000
0.002216
0.000000
Cleobulus Epigr. et Lyr.
0.014754
0.038135
0.000000
0.000000
0.006964
0.000000
0.000000
0.036023
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Ananius Iamb.
0.034234
0.000000
0.000000
0.000000
0.038294
0.000000
0.000000
0.000000
0.000000
0.046266
...
0.000000
0.000000
0.005719
0.000000
0.000000
0.026597
0.000000
0.041518
0.000000
0.000000
Joannes Archiereus Alchem.
0.061137
0.059220
0.000000
0.000000
0.000000
0.000000
0.000000
0.028004
0.054980
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.061890
Dionysius Μεταθέμενος Phil.
0.077613
0.052579
0.001021
0.000000
0.000000
0.000000
0.000000
0.000000
0.010274
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.014546
0.000000
Oenomaus Phil.
0.102043
0.035391
0.000000
0.037697
0.038127
0.013554
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Machon Comic.
0.110981
0.030100
0.039987
0.053363
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Diodorus Comic.
0.066665
0.000000
0.000000
0.003660
0.018830
0.000000
0.036486
0.000000
0.068430
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Thales Phil.
0.107781
0.023248
0.057807
0.004306
0.001287
0.000000
0.000000
0.068443
0.000000
0.000000
...
0.010035
0.000000
0.000000
0.000000
0.012026
0.000000
0.000000
0.000000
0.003104
0.000000
Antiphon Soph.
0.147465
0.000000
0.000000
0.002308
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Hesiodus Epic.
0.021797
0.022842
0.010124
0.000000
0.312191
0.000120
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.047519
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Marcus Aurelius Antoninus Imperator Phil.
0.168228
0.004442
0.000000
0.006228
0.000000
0.000000
0.000000
0.000000
0.000000
0.025806
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Menodotus Hist.
0.067855
0.050413
0.109941
0.028059
0.000000
0.000231
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Autolycus Astron.
0.024217
0.000394
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.005244
0.000000
...
0.532782
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.029701
0.000000
[Eurytus] Phil.
0.064872
0.000000
0.000000
0.003075
0.000000
0.000000
0.000000
0.000000
0.064412
0.088290
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Nausicrates Comic.
0.017516
0.046808
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
1143 rows × 55 columns
In [28]:
# for each topic (col), which author (row) has the highest value?
# TODO: get top 5 authors
for count in range(n_topics):
print('Top author of topic {0}: {1}'.format(count, df[count].idxmax()))
Top author of topic 0: Joannes Rhet.
Top author of topic 1: Cephalion Hist. et Rhet.
Top author of topic 2: Dei(l)ochus Hist.
Top author of topic 3: Theodorus Epist.
Top author of topic 4: Quintus Epic.
Top author of topic 5: Ignatius Scr. Eccl.
Top author of topic 6: Capito Hist.
Top author of topic 7: Heliodorus Trag.
Top author of topic 8: Hippias Hist.
Top author of topic 9: Theognostus Gramm.
Top author of topic 10: Euclides Geom.
Top author of topic 11: [Callicratidas] Phil.
Top author of topic 12: Cleopatra Alchem.
Top author of topic 13: Manetho Hist.
Top author of topic 14: [Ctesiphon] Hist.
Top author of topic 15: Joannes Epiphaniensis Hist.
Top author of topic 16: Teucer Astrol.
Top author of topic 17: Carneiscus Phil.
Top author of topic 18: Philodamus Lyr.
Top author of topic 19: Hecataeus Hist.
Top author of topic 20: Anaximenes Phil.
Top author of topic 21: Timaeus Praxidas Astrol.
Top author of topic 22: Paulus Med.
Top author of topic 23: Lesbonax Gramm.
Top author of topic 24: Iamblichus Alchem.
Top author of topic 25: Sannyrion Comic.
Top author of topic 26: Theophilus Protospatharius et Stephanus Atheniensis Med.
Top author of topic 27: Marcellus Poet. Med.
Top author of topic 28: Mace(donius) Lyr.
Top author of topic 29: Dromo Comic.
Top author of topic 30: Glaucus Hist.
Top author of topic 31: Uranius Hist.
Top author of topic 32: Phoebammon Soph.
Top author of topic 33: [Theages] Phil.
Top author of topic 34: Pratinas Trag.
Top author of topic 35: Pythaenetus Hist.
Top author of topic 36: Diodorus Comic.
Top author of topic 37: [Astrampsychus Magus] Onir.
Top author of topic 38: Dosiadas Lyr.
Top author of topic 39: Pancrates Epigr.
Top author of topic 40: Hipparchus Comic.
Top author of topic 41: Sosicrates Comic.
Top author of topic 42: Marcianus Geogr.
Top author of topic 43: Poliochus Comic.
Top author of topic 44: Cleobulus Epigr. et Lyr.
Top author of topic 45: Autolycus Astron.
Top author of topic 46: Philoxenus Lyr.
Top author of topic 47: Biton Mech.
Top author of topic 48: Andron Hist.
Top author of topic 49: Moeris Attic.
Top author of topic 50: Diodorus Perieg.
Top author of topic 51: Ptolemaeus Gramm.
Top author of topic 52: [Bryson] Phil.
Top author of topic 53: Apollodorus Comic.
Top author of topic 54: Dioscorides Pedanius Med.
In [29]:
# Now, transpose df and get top topic of each author
# for each topic (col), which author (row) has the highest value?
# TODO: get top 5 authors
df_t = df.T
In [31]:
#df_t.head(10)
df_t
Out[31]:
Lepidus Hist.
Archippus Comic.
Menecrates Hist.
Marinus Phil.
Troilus Soph.
Apollinaris Theol.
Hermas Scr. Eccl., Pastor Hermae
Agatharchides Geogr.
Mnaseas Perieg.
Philoxenus Lyr.
...
Machon Comic.
Diodorus Comic.
Thales Phil.
Antiphon Soph.
Hesiodus Epic.
Marcus Aurelius Antoninus Imperator Phil.
Menodotus Hist.
Autolycus Astron.
[Eurytus] Phil.
Nausicrates Comic.
0
0.004470
0.036485
0.027667
0.114863
0.121835
0.100538
0.062144
0.131793
0.047347
0.039898
...
0.110981
0.066665
0.107781
0.147465
0.021797
0.168228
0.067855
0.024217
0.064872
0.017516
1
0.058953
0.003721
0.087828
0.023485
0.000000
0.030036
0.101339
0.021604
0.023791
0.022443
...
0.030100
0.000000
0.023248
0.000000
0.022842
0.004442
0.050413
0.000394
0.000000
0.046808
2
0.000000
0.000000
0.018969
0.000000
0.000000
0.027692
0.024235
0.033020
0.158936
0.000000
...
0.039987
0.000000
0.057807
0.000000
0.010124
0.000000
0.109941
0.000000
0.000000
0.000000
3
0.000000
0.060426
0.000000
0.011659
0.000000
0.000000
0.036189
0.010971
0.003979
0.008954
...
0.053363
0.003660
0.004306
0.002308
0.000000
0.006228
0.028059
0.000000
0.003075
0.000000
4
0.030413
0.017456
0.000000
0.000000
0.000000
0.000000
0.000000
0.010642
0.042843
0.042070
...
0.000000
0.018830
0.001287
0.000000
0.312191
0.000000
0.000000
0.000000
0.000000
0.000000
5
0.000000
0.004729
0.010514
0.000000
0.000000
0.250553
0.109482
0.000000
0.011660
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000120
0.000000
0.000231
0.000000
0.000000
0.000000
6
0.126143
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000616
0.088292
0.000000
...
0.000000
0.036486
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
7
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000164
0.015780
0.050953
...
0.000000
0.000000
0.068443
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
8
0.000000
0.025630
0.000000
0.000000
0.000000
0.000000
0.023987
0.063735
0.036570
0.032228
...
0.000000
0.068430
0.000000
0.000000
0.000000
0.000000
0.000000
0.005244
0.064412
0.000000
9
0.000000
0.000000
0.026474
0.021727
0.065292
0.000000
0.000000
0.000000
0.001092
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.025806
0.000000
0.000000
0.088290
0.000000
10
0.000000
0.051463
0.000000
0.020615
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.005314
0.000000
0.000000
0.221370
0.000000
0.000000
11
0.000000
0.006515
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
12
0.000000
0.059747
0.006182
0.004733
0.017623
0.000000
0.020552
0.034428
0.000000
0.000000
...
0.036401
0.012571
0.000000
0.000000
0.035437
0.000000
0.014631
0.000000
0.003857
0.000000
13
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.001907
0.000000
0.000000
0.000000
0.007785
0.000000
0.000000
0.000000
14
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.002501
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
15
0.000000
0.000000
0.007235
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
16
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
17
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.187783
...
0.000000
0.000000
0.000000
0.000000
0.055218
0.000000
0.000000
0.000000
0.000000
0.000000
18
0.055779
0.063669
0.000000
0.077114
0.060227
0.006698
0.028842
0.000000
0.000000
0.052782
...
0.010846
0.018751
0.030115
0.002359
0.021010
0.000000
0.000000
0.030159
0.000000
0.011983
19
0.000000
0.019072
0.023165
0.000000
0.000000
0.000000
0.000000
0.000000
0.002890
0.000000
...
0.000000
0.000000
0.007476
0.000000
0.002399
0.000000
0.054863
0.000000
0.000000
0.000000
20
0.000000
0.029578
0.000000
0.000000
0.000000
0.000000
0.000000
0.020813
0.000000
0.000000
...
0.000000
0.000000
0.036085
0.000000
0.023035
0.000000
0.000000
0.026465
0.000000
0.000000
21
0.000000
0.000000
0.020197
0.000000
0.000000
0.000000
0.000000
0.000000
0.008403
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.017636
0.000000
0.000000
0.000000
0.000000
0.000000
22
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
23
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.057598
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
24
0.000000
0.040458
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.005044
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
25
0.000000
0.000000
0.023962
0.000000
0.000000
0.000000
0.000000
0.001957
0.032039
0.011056
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.002658
0.000000
0.000000
0.000000
26
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.028612
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.012861
0.000000
0.000000
0.000000
0.000000
27
0.000000
0.000000
0.008835
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.035030
...
0.000000
0.003410
0.000000
0.000000
0.000000
0.023830
0.008516
0.000000
0.000000
0.000000
28
0.000000
0.000000
0.065248
0.004970
0.000000
0.000000
0.000000
0.001577
0.000000
0.000991
...
0.000000
0.068360
0.022030
0.000000
0.000000
0.021056
0.000000
0.000000
0.046054
0.000000
29
0.024550
0.017699
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.003299
0.000000
...
0.044496
0.005539
0.000000
0.000000
0.000000
0.001851
0.000000
0.007948
0.000000
0.000000
30
0.000000
0.000000
0.006803
0.000000
0.000000
0.000000
0.000000
0.000000
0.020945
0.000000
...
0.011065
0.011551
0.053121
0.015715
0.000000
0.000000
0.010548
0.000000
0.000000
0.000000
31
0.000000
0.000000
0.000000
0.000000
0.000000
0.010725
0.000000
0.003671
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
32
0.000000
0.000000
0.000000
0.000000
0.014206
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.091388
0.000000
0.020597
0.000000
0.000000
0.000000
0.000000
0.000000
0.001735
0.000000
33
0.000000
0.000000
0.000000
0.000000
0.000691
0.000000
0.000000
0.000000
0.000000
0.024271
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.035990
0.000000
0.000000
0.036036
0.000000
34
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.054235
0.000000
0.000000
0.000000
0.000000
35
0.080708
0.000000
0.000000
0.000000
0.018873
0.000345
0.006513
0.000000
0.068643
0.000000
...
0.076391
0.000000
0.086073
0.000000
0.000000
0.000000
0.006283
0.000000
0.003266
0.034349
36
0.000000
0.000000
0.000000
0.000000
0.000000
0.002997
0.006157
0.000000
0.028401
0.000000
...
0.008838
0.151908
0.000000
0.000000
0.106381
0.005783
0.047578
0.000000
0.010844
0.000000
37
0.041743
0.047795
0.014369
0.000000
0.000000
0.009890
0.029458
0.044678
0.027024
0.000000
...
0.000000
0.000000
0.000000
0.058290
0.006208
0.017859
0.010142
0.010984
0.011291
0.000000
38
0.000000
0.000000
0.000000
0.018758
0.051933
0.000000
0.001600
0.006104
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.047871
0.000000
39
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.042414
0.044018
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.034686
0.000000
0.000000
0.276104
40
0.000000
0.000000
0.000000
0.000000
0.105068
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
41
0.000000
0.000000
0.046211
0.000000
0.002765
0.000000
0.000000
0.000000
0.001248
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.010331
0.000000
0.082192
42
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.054908
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
43
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
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0.000000
0.000000
0.000000
44
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.048049
...
0.000000
0.000000
0.000000
0.000000
0.015141
0.000000
0.000000
0.000000
0.000000
0.000000
45
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.010035
0.000000
0.000000
0.000000
0.000000
0.532782
0.000000
0.000000
46
0.000000
0.000000
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0.000000
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0.000000
0.000000
...
0.000000
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0.000000
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0.000000
47
0.000000
0.000000
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0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.010190
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
48
0.000000
0.046645
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
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0.047519
0.000000
0.000000
0.000000
0.000000
0.000000
49
0.000000
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0.000000
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0.000000
...
0.000000
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0.012026
0.000000
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50
0.000000
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0.000000
0.000000
0.000000
...
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51
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0.010258
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55 rows × 1143 columns
In [32]:
map_name_epithet_id = {}
for curr_name in df_t.columns:
print(curr_name)
try:
top_topic = int(df_t[curr_name].idxmax())
except TypeError: # there are some duplicate names, just take one value for now
top_topic = int(df_t[curr_name].idxmax().iloc[0])
print(' NMF topic:', top_topic)
for _id, name in get_id_author().items():
if curr_name == name:
epithet = get_epithet_of_author(_id)
print(' Traditional epithet:', epithet)
map_name_epithet_id[name] = {'id': _id,
'top_topic': top_topic,
'epithet': epithet}
print()
Lepidus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Archippus Comic.
NMF topic: 18
Traditional epithet: Comici
Menecrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Marinus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Troilus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Apollinaris Theol.
NMF topic: 5
Traditional epithet: Theologici
Hermas Scr. Eccl., Pastor Hermae
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Agatharchides Geogr.
NMF topic: 0
Traditional epithet: Geographi
Mnaseas Perieg.
NMF topic: 2
Traditional epithet: Periegetae
Philoxenus Lyr.
NMF topic: 17
Traditional epithet: Lyrici/-ae
Traditional epithet: Lyrici/-ae
Boethus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Joannes Actuarius Med.
NMF topic: 0
Traditional epithet: Medici
Cephalion Hist. et Rhet.
NMF topic: 1
Traditional epithet: Rhetorici
Polycharmus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Stephanus Med.
NMF topic: 38
Traditional epithet: Medici
Alcman Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
[Astrampsychus Magus] Onir.
NMF topic: 37
Traditional epithet: Onirocritici
Archelaus Paradox.
NMF topic: 26
Traditional epithet: Paradoxographi
Eusebius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Tryphon II Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Paeon Hist.
NMF topic: 25
Traditional epithet: Historici/-ae
Cratinus Comic.
NMF topic: 0
Traditional epithet: Comici
Pappus Math.
NMF topic: 10
Traditional epithet: Mathematici
Apollodorus Comic.
NMF topic: 53
Traditional epithet: Comici
Traditional epithet: Comici
Theon Gramm.
NMF topic: 6
Traditional epithet: Grammatici
Joannes Gramm. et Theol.
NMF topic: 5
Traditional epithet: Grammatici
Marcus Antonius Polemon Soph.
NMF topic: 0
Traditional epithet: Sophistae
Socrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Laonicus Chalcocondyles Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Simias Gramm.
NMF topic: 4
Traditional epithet: Grammatici
Menander Protector Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Dionysius Geogr.
NMF topic: 6
Traditional epithet: Geographi
Traditional epithet: Geographi
Asclepiades Gramm. et Hist.
NMF topic: 1
Traditional epithet: Grammatici
Traditional epithet: Grammatici
Philetaerus Comic.
NMF topic: 13
Traditional epithet: Comici
Simonides Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Tyrtaeus Eleg.
NMF topic: 4
Traditional epithet: Elegiaci
Hieronymus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Archilochus Eleg. et Iamb.
NMF topic: 4
Traditional epithet: Elegiaci
[Ecphantus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Joannes Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Georgius Monachus Chronogr.
NMF topic: 5
Traditional epithet: Chronographi
Theodorus Epist.
NMF topic: 3
Traditional epithet: Epistolographi
Apollodorus Mech.
NMF topic: 47
Traditional epithet: Mechanici
Hermocles Lyr.
NMF topic: 37
Traditional epithet: Lyrici/-ae
Marcellinus I Med.
NMF topic: 0
Traditional epithet: Medici
Anaxicrates Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Posidippus Comic.
NMF topic: 28
Traditional epithet: Comici
Philo Judaeus Senior Epic.
NMF topic: 19
Traditional epithet: Epici/-ae
Georgius Gramm.
NMF topic: 3
Traditional epithet: Grammatici
Philiscus Comic.
NMF topic: 22
Traditional epithet: Comici
Glaucus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Harmodius Hist.
NMF topic: 41
Traditional epithet: Historici/-ae
Lycus Hist.
NMF topic: 39
Traditional epithet: Historici/-ae
Gregorius Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Alciphron Rhet. et Soph.
NMF topic: 3
Traditional epithet: Sophistae
Crates Comic.
NMF topic: 4
Traditional epithet: Comici
Aëtius Doxogr.
NMF topic: 20
Traditional epithet: Doxographi
Anonymus Epicureus Phil.
NMF topic: 17
Traditional epithet: Philosophici/-ae
Claudius Aelianus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Dio Chrysostomus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Lucianus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Melanthius Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Sopater Comic.
NMF topic: 12
Traditional epithet: Comici
Archimelus Epigr.
NMF topic: 45
Traditional epithet: Epigrammatici/-ae
Dicaearchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Diotogenes] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Sostratus Gramm.
NMF topic: 14
Traditional epithet: Grammatici
Biton Mech.
NMF topic: 47
Traditional epithet: Mechanici
Amelesagoras Hist.
NMF topic: 32
Traditional epithet: Historici/-ae
Aeschylus Trag.
NMF topic: 4
Traditional epithet: Tragici
Traditional epithet: Tragici
Nicolaus I Mysticus Theol. et Epist.
NMF topic: 5
Traditional epithet: Epistolographi
Seniores Alexandrini Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Basilius Med. et Scr. Eccl.
NMF topic: 0
Traditional epithet: Medici
Pratinas Trag.
NMF topic: 34
Traditional epithet: Tragici
Sophocles Trag.
NMF topic: 4
Traditional epithet: Tragici
Hyperides Orat.
NMF topic: 0
Traditional epithet: Oratores
Michael Apostolius Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Phrynichus Attic.
NMF topic: 23
Traditional epithet: Atticistae
Sositheus Trag.
NMF topic: 28
Traditional epithet: Tragici
Theophanes Confessor Chronogr.
NMF topic: 13
Traditional epithet: Chronographi
Minucianus Junior Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Simylus Iamb.
NMF topic: 46
Traditional epithet: Iambici
Demodocus Eleg.
NMF topic: 37
Traditional epithet: Elegiaci
Alcidamas Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Clitarchus Gnom.
NMF topic: 33
Traditional epithet: Gnomici
Posidonius Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Dei(l)ochus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Euripides Trag.
NMF topic: 4
Traditional epithet: Tragici
Callinicus Soph.
NMF topic: 48
Traditional epithet: Sophistae
Cornelius Alexander Polyhist.
NMF topic: 6
Traditional epithet: Polyhistorici
Cassius Iatrosophista Med.
NMF topic: 26
Traditional epithet: Medici
Cassius Longinus Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Joannes Damascenus Scr. Eccl. et Theol., John of Damascus
NMF topic: 5
Traditional epithet: Theologici
Pyrrhus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Diogenianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Ignatius Biogr. et Poeta
NMF topic: 5
Traditional epithet: Poetae
Ammonius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Heliodorus Perieg.
NMF topic: 11
Traditional epithet: Periegetae
Lysanias Hist.
NMF topic: 19
Traditional epithet: Historici/-ae
Stephanus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Traditional epithet: Grammatici
Agathon Trag.
NMF topic: 40
Traditional epithet: Tragici
Joannes Anagnostes Hist. et Poeta
NMF topic: 0
Traditional epithet: Poetae
[Hippodamus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Aeschrion Lyr.
NMF topic: 37
Traditional epithet: Lyrici/-ae
Herodorus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Ephraem Syrus Theol.
NMF topic: 5
Traditional epithet: Theologici
Numenius Poet. Didac.
NMF topic: 17
Traditional epithet: Poetae Didactici
Philippides Comic.
NMF topic: 41
Traditional epithet: Comici
Tryphon I Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Joannes Chrysostomus Scr. Eccl., John Chrysostom
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Herodianus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Thrasyllus Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Apollonius Geom.
NMF topic: 10
Traditional epithet: Geometri
Metrodorus Major Phil.
NMF topic: 37
Traditional epithet: Philosophici/-ae
Eutropius Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Horapollo Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Evagrius Scholasticus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Aristocrates Hist.
NMF topic: 52
Traditional epithet: Historici/-ae
Archigenes Med.
NMF topic: 43
Traditional epithet: Medici
Favorinus Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Libanius Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Cercidas Iamb.
NMF topic: 0
Traditional epithet: Iambici
Meletius Med.
NMF topic: 26
Traditional epithet: Medici
[Zaleucus Nomographus] [Phil.]
NMF topic: 11
Traditional epithet: Philosophici/-ae
Theodorus Studites Scr. Eccl. et Theol.
NMF topic: 5
Traditional epithet: Theologici
Oecumenius Phil. et Rhet.
NMF topic: 5
Traditional epithet: Philosophici/-ae
Lachares Soph.
NMF topic: 9
Traditional epithet: Sophistae
Theagenes Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Nonnus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Synesius Alchem.
NMF topic: 32
Traditional epithet: Alchemistae
Georgius Syncellus Chronogr.
NMF topic: 13
Traditional epithet: Chronographi
Critolaus Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Aethlius Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Uranius Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Orion Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Sosicrates Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Agroetas Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Didymus Caecus Scr. Eccl., Didymus the Blind
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Theagenes Phil.
NMF topic: 36
Traditional epithet: Philosophici/-ae
Theophilus Protospatharius, Damascius et Stephanus Atheniensis Med.
NMF topic: 26
Traditional epithet: Medici
[Theophilus] Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Gaius Acilius Hist. et Phil.
NMF topic: 8
Traditional epithet: Philosophici/-ae
Metrodorus Phil.
NMF topic: 19
Traditional epithet: Philosophici/-ae
Erasistratus Med.
NMF topic: 0
Traditional epithet: Medici
Eudocia Augusta Poeta
NMF topic: 4
Traditional epithet: Poetae
Charax Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Constantinus Manasses Hist. et Poeta
NMF topic: 15
Traditional epithet: Poetae
Demetrius Junior Comic.
NMF topic: 40
Traditional epithet: Comici
Julius Pollux Gramm.
NMF topic: 25
Traditional epithet: Grammatici
Matron Parodius
NMF topic: 4
Traditional epithet: Parodii
Diogenes Phil. et Trag.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Aristobulus] Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Heron Mech.
NMF topic: 47
Traditional epithet: Mechanici
Petrus Scr. Eccl. et Theol.
NMF topic: 5
Traditional epithet: Theologici
Nicephorus Blemmydes Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
Menecrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
[Sthenidas] Phil.
NMF topic: 15
Traditional epithet: Philosophici/-ae
Anthemius Math. et Mech.
NMF topic: 10
Traditional epithet: Mathematici
Athanasius Theol.
NMF topic: 5
Traditional epithet: Theologici
Metagenes Comic.
NMF topic: 3
Traditional epithet: Comici
Dionysius Geogr.
NMF topic: 6
Traditional epithet: Geographi
Traditional epithet: Geographi
Apollonius Dyscolus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Telephus Gramm.
NMF topic: 2
Traditional epithet: Grammatici
Damoxenus Comic.
NMF topic: 0
Traditional epithet: Comici
Philyllius Comic.
NMF topic: 18
Traditional epithet: Comici
Proxenus Hist.
NMF topic: 42
Traditional epithet: Historici/-ae
Teleclides Comic.
NMF topic: 18
Traditional epithet: Comici
Diodorus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Hieronymus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Moses Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
[Musaeus] Phil.
NMF topic: 19
Traditional epithet: Philosophici/-ae
Heniochus Comic.
NMF topic: 29
Traditional epithet: Comici
Eudemus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Timaeus Praxidas Astrol.
NMF topic: 21
Traditional epithet: Astrologici
Hierophilus Phil. et Soph.
NMF topic: 54
Traditional epithet: Sophistae
Sophron Mimogr.
NMF topic: 17
Traditional epithet: Mimographi
Thessalus Astrol. et Med.
NMF topic: 0
Traditional epithet: Astrologici
Nicolaus Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Dionysius Perieg.
NMF topic: 4
Traditional epithet: Periegetae
Anonymi De Astrologia Dialogus Astrol.
NMF topic: 0
Traditional epithet: Astrologici
Dionysius Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Michael Attaliates Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Euangelus Comic.
NMF topic: 48
Traditional epithet: Comici
Thomas Magister Philol.
NMF topic: 23
Traditional epithet: Philologi
Bion Math. et Phil.
NMF topic: 9
Traditional epithet: Mathematici
Aeneas Tact.
NMF topic: 0
Traditional epithet: Tactici
Philemon Comic.
NMF topic: 0
Traditional epithet: Comici
Philodemus Phil.
NMF topic: 17
Traditional epithet: Philosophici/-ae
Ignatius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Manuel Philes Poeta et Scr. Rerum Nat.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Ptolemais Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Barlaam Math., Theol. et Epist.
NMF topic: 10
Traditional epithet: Mathematici
Musaeus Grammaticus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
[Ctesiphon] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Eutocius Math.
NMF topic: 10
Traditional epithet: Mathematici
Damascius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Alexander Theol.
NMF topic: 0
Traditional epithet: Theologici
Clemens Alexandrinus Theol.
NMF topic: 5
Traditional epithet: Theologici
Armenidas Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Chares Gnom.
NMF topic: 12
Traditional epithet: Gnomici
Lesbonax Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Aristoteles Phil. et Corpus Aristotelicum, Aristotle
NMF topic: 0
Traditional epithet: Philosophici/-ae
Lysippus Comic.
NMF topic: 1
Traditional epithet: Comici
Hermarchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Moschus Bucol.
NMF topic: 11
Traditional epithet: Bucolici
Magnus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Anonymus Alexandri Phil.
NMF topic: 20
Traditional epithet: Philosophici/-ae
Epicharmus Comic. et Pseudepicharmea
NMF topic: 0
Traditional epithet: Comici
Aelius Theon Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Gregorius Thaumaturgus Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Idaeus Phil.
NMF topic: 7
Traditional epithet: Philosophici/-ae
Lycophron Soph.
NMF topic: 33
Traditional epithet: Sophistae
Theognis Eleg.
NMF topic: 4
Traditional epithet: Elegiaci
Eusebius Scr. Eccl. et Theol.
NMF topic: 5
Traditional epithet: Theologici
Nicias Epigr.
NMF topic: 39
Traditional epithet: Epigrammatici/-ae
Pseudo-Galenus Med.
NMF topic: 0
Traditional epithet: Medici
Dionysius Chalcus Eleg.
NMF topic: 39
Traditional epithet: Elegiaci
Dinon Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Xenion Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Dioscorides Pedanius Med.
NMF topic: 54
Traditional epithet: Medici
Geminus Astron.
NMF topic: 45
Traditional epithet: Astronomici
Aristonicus Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Demonax Phil.
NMF topic: 35
Traditional epithet: Philosophici/-ae
Antoninus Liberalis Myth.
NMF topic: 1
Traditional epithet: Mythographi
Polemon Perieg.
NMF topic: 2
Traditional epithet: Periegetae
Socrates Scholasticus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Anaxarchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Myia] Phil.
NMF topic: 34
Traditional epithet: Philosophici/-ae
Sannyrion Comic.
NMF topic: 25
Traditional epithet: Comici
Thallus Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Manetho Astrol.
NMF topic: 21
Traditional epithet: Astrologici
Ion Phil. et Poeta
NMF topic: 0
Traditional epithet: Philosophici/-ae
Nicephorus Gregoras Hist.
NMF topic: 0
Traditional epithet: Epistolographi
Manetho Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Bato Hist. et Rhet.
NMF topic: 30
Traditional epithet: Rhetorici
Pelagius Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
Nicephorus II Phocas Imperator Tact.
NMF topic: 1
Traditional epithet: Tactici
Timagenes Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Sextus Julius Africanus Hist.
NMF topic: 54
Traditional epithet: Historici/-ae
Anonymus Manichaeus Biogr.
NMF topic: 3
Traditional epithet: Biographi
Duris Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Cineas Rhet.
NMF topic: 2
Traditional epithet: Rhetorici
Erinna Lyr.
NMF topic: 3
Traditional epithet: Lyrici/-ae
Diodorus Perieg.
NMF topic: 50
Traditional epithet: Periegetae
Celsus Phil.
NMF topic: 5
Traditional epithet: Philosophici/-ae
Ptolemaeus VIII Euergetes II [Hist.]
NMF topic: 15
Traditional epithet: Historici/-ae
Ctesias Hist. et Med.
NMF topic: 0
Traditional epithet: Medici
Nicocles Hist.
NMF topic: 40
Traditional epithet: Historici/-ae
Daimachus Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Flavius Josephus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Thrasymachus Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Apollodorus Carystius vel Apollodorus Gelous Comic.
NMF topic: 0
Traditional epithet: Comici
Basilius Theol.
NMF topic: 5
Traditional epithet: Theologici
Lesbonax Gramm.
NMF topic: 23
Traditional epithet: Grammatici
[Metopus] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Serenus Geom.
NMF topic: 10
Traditional epithet: Geometri
Dionysius I [Trag.]
NMF topic: 12
Traditional epithet: Tragici
Pseudo-Mauricius Tact.
NMF topic: 1
Traditional epithet: Tactici
Porphyrius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Nepualius Med. et Phil.
NMF topic: 37
Traditional epithet: Philosophici/-ae
Philetas Eleg. et Gramm.
NMF topic: 4
Traditional epithet: Elegiaci
Pseudo-Dioscorides Med.
NMF topic: 54
Traditional epithet: Medici
Philonides Comic.
NMF topic: 37
Traditional epithet: Comici
Crobylus Comic.
NMF topic: 3
Traditional epithet: Comici
Neophron Trag.
NMF topic: 50
Traditional epithet: Tragici
Polybius Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Damon Mus.
NMF topic: 0
Traditional epithet: Musici
Theognis Hist.
NMF topic: 25
Traditional epithet: Historici/-ae
Semonides Eleg. et Iamb.
NMF topic: 4
Traditional epithet: Elegiaci
Demetrius Hist. et Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theocritus Bucol.
NMF topic: 4
Traditional epithet: Bucolici
Leo Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Leo Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Ezechiel Trag.
NMF topic: 3
Traditional epithet: Tragici
Dionysius Scytobrachion Gramm.
NMF topic: 8
Traditional epithet: Grammatici
Palladius Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Scylax Perieg.
NMF topic: 6
Traditional epithet: Periegetae
Philoxenus Lyr.
NMF topic: 17
Traditional epithet: Lyrici/-ae
Traditional epithet: Lyrici/-ae
Critolaus Phil.
NMF topic: 23
Traditional epithet: Philosophici/-ae
Zenobius Sophista [Paroemiogr.]
NMF topic: 0
Traditional epithet: Paroemiographi
Antiphanes Comic.
NMF topic: 0
Traditional epithet: Comici
Quintus Fabius Pictor Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Aelius Dionysius Attic.
NMF topic: 23
Traditional epithet: Atticistae
Theodorus Math.
NMF topic: 19
Traditional epithet: Mathematici
Philo Paradox.
NMF topic: 20
Traditional epithet: Paradoxographi
[Callicratidas] Phil.
NMF topic: 11
Traditional epithet: Philosophici/-ae
Alcaeus Comic.
NMF topic: 12
Traditional epithet: Comici
Claudius Ptolemaeus Math.
NMF topic: 16
Traditional epithet: Mathematici
Oppianus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
[Butherus] Phil.
NMF topic: 12
Traditional epithet: Philosophici/-ae
Sappho Lyr.
NMF topic: 3
Traditional epithet: Lyrici/-ae
Clearchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dieuchidas Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Claudius Casilon Gramm.
NMF topic: 25
Traditional epithet: Grammatici
Aristonous Lyr.
NMF topic: 29
Traditional epithet: Lyrici/-ae
Stephanus Med. et Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Aristomenes Comic.
NMF topic: 48
Traditional epithet: Comici
Arcadius Gramm.
NMF topic: 12
Traditional epithet: Grammatici
Praxagoras Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Theon Math.
NMF topic: 10
Traditional epithet: Mathematici
Amphilochius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Athenio Comic.
NMF topic: 0
Traditional epithet: Comici
Maximus Confessor Theol.
NMF topic: 5
Traditional epithet: Theologici
Epictetus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dionysius Halicarnassensis Hist. et Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
[Septem Sapientes] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Lycon Phil.
NMF topic: 35
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Dromo Comic.
NMF topic: 29
Traditional epithet: Comici
Isaeus Orat.
NMF topic: 0
Traditional epithet: Oratores
Mace(donius) Lyr.
NMF topic: 28
Traditional epithet: Lyrici/-ae
Cyrus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Eumelus Epic.
NMF topic: 28
Traditional epithet: Epici/-ae
Lucius Licinius Lucullus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Beros(s)us Astrol. et Hist.
NMF topic: 1
Traditional epithet: Astrologici
Timocles Comic.
NMF topic: 0
Traditional epithet: Comici
Mnesimachus Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Demosthenes Epic.
NMF topic: 6
Traditional epithet: Epici/-ae
Georgius Pachymeres Hist.
NMF topic: 27
Traditional epithet: Philosophici/-ae
Bato Comic.
NMF topic: 0
Traditional epithet: Comici
[Melissa] Phil.
NMF topic: 23
Traditional epithet: Philosophici/-ae
Syrianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theodotus Judaeus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Sotades Comic.
NMF topic: 7
Traditional epithet: Comici
Neanthes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
[Brotinus] Phil.
NMF topic: 18
Traditional epithet: Philosophici/-ae
Hermias Apol.
NMF topic: 0
Traditional epithet: Apologetici
Sopater Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Asterius Sophista Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Andron Hist.
NMF topic: 49
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Anonymi In Aristotelis Librum De Interpretatione Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Silenus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Epinicus Comic.
NMF topic: 18
Traditional epithet: Comici
Lollianus Scr. Erot.
NMF topic: 17
Traditional epithet: Scriptores Erotici
Pseudo-Lucianus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Prodicus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Amyntas Epigr.
NMF topic: 44
Traditional epithet: Epigrammatici/-ae
Gaius Suetonius Tranquillus Gramm. et Hist.
NMF topic: 0
Traditional epithet: Grammatici
Apollonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Julia Balbilla Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Hephaestion Astrol.
NMF topic: 21
Traditional epithet: Astrologici
Marcellus Theol.
NMF topic: 5
Traditional epithet: Theologici
Demades Orat. et Rhet.
NMF topic: 0
Traditional epithet: Oratores
Hegesippus Comic.
NMF topic: 0
Traditional epithet: Comici
[Isis Prophetissa] Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
Macarius Chrysocephalus Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Isocrates Orat.
NMF topic: 0
Traditional epithet: Oratores
Sotion [Paradox.]
NMF topic: 7
Traditional epithet: Paradoxographi
Athanis Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Ar(i)aethus Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Phaenias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Anonymus Londinensis Med.
NMF topic: 26
Traditional epithet: Medici
[Agathodaemon] Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
Protagoras Soph.
NMF topic: 0
Traditional epithet: Sophistae
Aelius Aristides Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Philolaus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Leucippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hecataeus Hist.
NMF topic: 19
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Palladius Med.
NMF topic: 26
Traditional epithet: Medici
Melanippides Lyr.
NMF topic: 54
Traditional epithet: Lyrici/-ae
Aristophon Comic.
NMF topic: 0
Traditional epithet: Comici
Athenagoras Apol.
NMF topic: 0
Traditional epithet: Apologetici
Molpis Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Iamblichus Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
Diophantus Math.
NMF topic: 10
Traditional epithet: Mathematici
Parm(en)iscus Phil.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Pindarus Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Cassius Dio Hist., Dio Cassius
NMF topic: 1
Traditional epithet: Historici/-ae
Cratippus Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Aeschines Socraticus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Demetrius Comic.
NMF topic: 27
Traditional epithet: Comici
Philo Mech.
NMF topic: 0
Traditional epithet: Mechanici
Euphorion Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Melito Apol.
NMF topic: 5
Traditional epithet: Apologetici
Alexander Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Staphylus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Antonius Hagiographus Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Dionysius Thrax Gramm.
NMF topic: 22
Traditional epithet: Grammatici
Cosmas Hieromonachus Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
Strabo Geogr.
NMF topic: 0
Traditional epithet: Geographi
Persaeus Phil.
NMF topic: 19
Traditional epithet: Philosophici/-ae
Joannes Pediasimus Philol. et Rhet.
NMF topic: 4
Traditional epithet: Philologi
Aesopus Scr. Fab. et Aesopica
NMF topic: 0
Traditional epithet: Scriptores Fabularum
[Pempelus] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Adamantius Theol.
NMF topic: 5
Traditional epithet: Theologici
Epicrates Comic.
NMF topic: 0
Traditional epithet: Comici
Antiphon Orat.
NMF topic: 0
Traditional epithet: Oratores
Anaximander Phil.
NMF topic: 20
Traditional epithet: Philosophici/-ae
Panyassis Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Severus Soph.
NMF topic: 32
Traditional epithet: Sophistae
Domitius Callistratus Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Carystius Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Themistius Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Idomeneus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Bacchylides Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Lycurgus Orat.
NMF topic: 0
Traditional epithet: Oratores
Aretaeus Med.
NMF topic: 22
Traditional epithet: Medici
Theodorus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
[Aristides] Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Sallustius Phil.
NMF topic: 36
Traditional epithet: Philosophici/-ae
Nausiphanes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Leo Magentinus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pausanias Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Theseus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Oenopides Phil.
NMF topic: 45
Traditional epithet: Philosophici/-ae
Nicolaus Comic.
NMF topic: 52
Traditional epithet: Comici
Joannes Cameniates Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Diogenes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Proclus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Aristagoras Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Demon Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Alcmaeon Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hesychius Lexicogr.
NMF topic: 0
Traditional epithet: Lexicographi
Joannes Camaterus Astrol. et Astron.
NMF topic: 21
Traditional epithet: Astrologici
Pseudo-Sphrantzes Hist.
NMF topic: 5
Traditional epithet: Historici/-ae
Atticus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Sosthenes] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Phanocles Eleg.
NMF topic: 4
Traditional epithet: Elegiaci
Democritus Hist.
NMF topic: 43
Traditional epithet: Historici/-ae
Apollonius Rhodius Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Myronianus Hist.
NMF topic: 52
Traditional epithet: Historici/-ae
Theodorus Prodromus Poeta et Polyhist.
NMF topic: 0
Traditional epithet: Poetae
Eutychianus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Oribasius Med.
NMF topic: 0
Traditional epithet: Medici
Antiochus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Archedemus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Publius Aelius Phlegon Paradox.
NMF topic: 0
Traditional epithet: Paradoxographi
Socrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Cratinus Junior Comic.
NMF topic: 12
Traditional epithet: Comici
Hippolytus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Apollodorus Gramm.
NMF topic: 13
Traditional epithet: Grammatici
Pseudo-Scymnus Geogr.
NMF topic: 6
Traditional epithet: Geographi
Iamblichus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Olympiodorus Alchem.
NMF topic: 0
Traditional epithet: Alchemistae
Marcellinus Biogr.
NMF topic: 0
Traditional epithet: Biographi
Oppianus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Hierocles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Stephanus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pamprepius Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Joannes Doxapatres Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
[Theano] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Apollonius Biogr.
NMF topic: 2
Traditional epithet: Biographi
Maximus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Alexis Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Agathias Scholasticus Epigr. et Hist.
NMF topic: 0
Traditional epithet: Epigrammatici/-ae
Zeno Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Eudemus Rhet.
NMF topic: 19
Traditional epithet: Rhetorici
Diodorus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Cephisodorus Comic.
NMF topic: 3
Traditional epithet: Comici
Myron Hist.
NMF topic: 29
Traditional epithet: Historici/-ae
Papias Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Sosicrates Comic.
NMF topic: 41
Traditional epithet: Comici
Eudoxus Astron.
NMF topic: 45
Traditional epithet: Astronomici
Christodorus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Aeschines Orat.
NMF topic: 0
Traditional epithet: Oratores
Pamphila Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Andron Geogr.
NMF topic: 48
Traditional epithet: Geographi
Trophonius Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Nicostratus Comic.
NMF topic: 3
Traditional epithet: Comici
Eratosthenes et Eratosthenica Philol.
NMF topic: 45
Traditional epithet: Philologi
Theodorus Theol.
NMF topic: 5
Traditional epithet: Theologici
Antonius Diogenes Scr. Erot.
NMF topic: 37
Traditional epithet: Scriptores Erotici
Joannes Gramm. et Poeta
NMF topic: 4
Traditional epithet: Grammatici
Gregorius Nyssenus Theol.
NMF topic: 0
Traditional epithet: Theologici
Lucius Annaeus Cornutus Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Hegemon Epic.
NMF topic: 30
Traditional epithet: Epici/-ae
Leo Diaconus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Dorotheus Astrol.
NMF topic: 21
Traditional epithet: Astrologici
Nicetas Choniates Hist., Scr. Eccl. et Rhet.
NMF topic: 15
Traditional epithet: Scriptores Ecclesiastici
Theodorus Heracleensis vel Theodorus Mopsuestenus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Philumenus Med.
NMF topic: 22
Traditional epithet: Medici
Laetus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Theopompus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Phanodicus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Creophylus Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Procopius Rhet. et Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Anonymi Medici Med.
NMF topic: 26
Traditional epithet: Medici
Crito Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Acacius Theol.
NMF topic: 5
Traditional epithet: Theologici
Naumachius Epic.
NMF topic: 34
Traditional epithet: Epici/-ae
Valerius Babrius Scr. Fab.
NMF topic: 32
Traditional epithet: Scriptores Fabularum
Hippocrates Med. et Corpus Hippocraticum
NMF topic: 26
Traditional epithet: Medici
Didymus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Zeno Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Tyrannion Junior Gramm.
NMF topic: 41
Traditional epithet: Grammatici
Timon Phil.
NMF topic: 4
Traditional epithet: Philosophici/-ae
Triphiodorus Epic. et Gramm.
NMF topic: 4
Traditional epithet: Grammatici
Michael Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Salaminius Hermias Sozomenus Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Dioscurides Hist.
NMF topic: 54
Traditional epithet: Historici/-ae
Theopompus Comic.
NMF topic: 3
Traditional epithet: Comici
Hecataeus Hist.
NMF topic: 19
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Demaratus Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
[Aristaeus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Andriscus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Michael Glycas Astrol. et Hist.
NMF topic: 5
Traditional epithet: Astrologici
Irenaeus Theol.
NMF topic: 5
Traditional epithet: Theologici
Calliphon et Democedes Med. et Phil.
NMF topic: 13
Traditional epithet: Philosophici/-ae
Julianus Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
[Charondas Nomographus] [Phil.]
NMF topic: 11
Traditional epithet: Philosophici/-ae
Nemesius Theol.
NMF topic: 0
Traditional epithet: Theologici
Timagoras Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Pseudo-Hippocrates Med.
NMF topic: 26
Traditional epithet: Medici
Lobo Poeta
NMF topic: 48
Traditional epithet: Poetae
Corinna Lyr.
NMF topic: 21
Traditional epithet: Lyrici/-ae
Aristodemus Hist.
NMF topic: 49
Traditional epithet: Historici/-ae
Zeno Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Theophilus Apol.
NMF topic: 5
Traditional epithet: Apologetici
Timaeus Sophista Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Flavius Justinianus Imperator Theol.
NMF topic: 0
Traditional epithet: Theologici
Cratylus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Chrysermus] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Quintus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Joannes Chortasmenus Phil.
NMF topic: 10
Traditional epithet: Hagiographi
Hippys Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
Justinus Martyr Apol.
NMF topic: 5
Traditional epithet: Apologetici
Alexander Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Marcellus Poet. Med.
NMF topic: 27
Traditional epithet: Poetae Medici
Chariton Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Vettius Valens Astrol.
NMF topic: 21
Traditional epithet: Astrologici
Menophilus Poeta
NMF topic: 9
Traditional epithet: Poetae
Heliodorus Alchem. et Poeta
NMF topic: 28
Traditional epithet: Alchemistae
Ocellus Phil.
NMF topic: 20
Traditional epithet: Philosophici/-ae
[Timotheus] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Diphilus Comic.
NMF topic: 0
Traditional epithet: Comici
Callixenus Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Anaximenes Hist. et Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Pytheas Perieg.
NMF topic: 0
Traditional epithet: Periegetae
Artemidorus Onir.
NMF topic: 0
Traditional epithet: Onirocritici
Hephaestion Gramm.
NMF topic: 9
Traditional epithet: Grammatici
[Demetrius] Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Polyclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Aresas] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Sappho et Alcaeus Lyr.
NMF topic: 17
Traditional epithet: Lyrici/-ae
Timotheus Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Tatianus Apol.
NMF topic: 0
Traditional epithet: Apologetici
Ariston Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Hippias Soph.
NMF topic: 0
Traditional epithet: Sophistae
Marcus Diaconus Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
[Longinus] Rhet., Pseudo-Longinus
NMF topic: 0
Traditional epithet: Rhetorici
Polycarpus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Constantinus VII Porphyrogenitus Imperator Hist.
NMF topic: 15
Traditional epithet: Epistolographi
Joannes Epiphaniensis Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Dionysius Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Anonymus De Scientia Politica Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Scythinus Poet. Phil.
NMF topic: 27
Traditional epithet: Poetae Philosophi
Philostratus Major Soph.
NMF topic: 1
Traditional epithet: Sophistae
Simplicius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Josephus Genesius Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Joannes Malalas Chronogr.
NMF topic: 1
Traditional epithet: Chronographi
Pseudo-Zonaras Lexicogr.
NMF topic: 23
Traditional epithet: Lexicographi
Aristides Quintilianus Mus.
NMF topic: 0
Traditional epithet: Musici
Diogenes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Hedylus Epigr.
NMF topic: 26
Traditional epithet: Epigrammatici/-ae
Callippus Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Timagetus Hist.
NMF topic: 38
Traditional epithet: Historici/-ae
Hermesianax Eleg.
NMF topic: 4
Traditional epithet: Elegiaci
Timolaus Hist.
NMF topic: 42
Traditional epithet: Historici/-ae
Pancrates Epigr.
NMF topic: 39
Traditional epithet: Epigrammatici/-ae
Achaeus Trag.
NMF topic: 18
Traditional epithet: Tragici
Philoxenus Gramm.
NMF topic: 26
Traditional epithet: Grammatici
Photius Lexicogr., Scr. Eccl. et Theol.
NMF topic: 0
Traditional epithet: Theologici
Albinus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Platonius Gramm.
NMF topic: 50
Traditional epithet: Grammatici
Menecrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Menecrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Eubulus Comic.
NMF topic: 0
Traditional epithet: Comici
Crantor Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Timotheus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Joannes Philoponus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Nicolaus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Juba II Rex Mauretaniae [Hist.]
NMF topic: 2
Traditional epithet: Historici/-ae
Philo Judaeus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Poliochus Comic.
NMF topic: 43
Traditional epithet: Comici
Priscianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Bion Bucol.
NMF topic: 46
Traditional epithet: Bucolici
Nicochares Comic.
NMF topic: 22
Traditional epithet: Comici
Bion Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Athenodorus Phil.
NMF topic: 31
Traditional epithet: Philosophici/-ae
Damastes Hist.
NMF topic: 38
Traditional epithet: Historici/-ae
Eudemus Poet. Med.
NMF topic: 10
Traditional epithet: Poetae Medici
Adamantius Judaeus Med.
NMF topic: 0
Traditional epithet: Medici
Maximus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Python Trag.
NMF topic: 52
Traditional epithet: Tragici
Joannes Theol.
NMF topic: 5
Traditional epithet: Theologici
Clidemus Phil.
NMF topic: 7
Traditional epithet: Philosophici/-ae
Anaxippus Comic.
NMF topic: 29
Traditional epithet: Comici
Herodas Mimogr.
NMF topic: 3
Traditional epithet: Mimographi
Dius Phil.
NMF topic: 12
Traditional epithet: Philosophici/-ae
[Lucas Apostolus] Med.
NMF topic: 37
Traditional epithet: Medici
Nicander Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
[Theages] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Lysimachus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Pherecrates Comic.
NMF topic: 3
Traditional epithet: Comici
Joannes Cananus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Damon et Phintias Phil.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Georgius Pisides Poeta
NMF topic: 0
Traditional epithet: Poetae
Capito Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Heraclides Ponticus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Xenophanes Poet. Phil.
NMF topic: 0
Traditional epithet: Poetae Philosophi
Hippasus Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Menander Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Anonymus Seguerianus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Menander Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Posidonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Epiphanius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
(H)agias-Dercylus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Anaxagoras Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Asclepiodotus Tact.
NMF topic: 47
Traditional epithet: Tactici
Philostratus Junior Soph.
NMF topic: 0
Traditional epithet: Sophistae
Joannes Argyropulus Gramm.
NMF topic: 18
Traditional epithet: Grammatici
Carneiscus Phil.
NMF topic: 17
Traditional epithet: Philosophici/-ae
Stephanus Alchem.
NMF topic: 26
Traditional epithet: Alchemistae
Philochorus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Menander Comic.
NMF topic: 0
Traditional epithet: Comici
Moeris Attic.
NMF topic: 49
Traditional epithet: Atticistae
Joannes Zonaras Gramm. et Hist.
NMF topic: 1
Traditional epithet: Grammatici
Axionicus Comic.
NMF topic: 54
Traditional epithet: Comici
Amipsias Comic.
NMF topic: 48
Traditional epithet: Comici
Aeneas Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Anonymi In Aristotelis Categorias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Phoenix Iamb.
NMF topic: 4
Traditional epithet: Iambici
Claudius Iolaus Hist.
NMF topic: 39
Traditional epithet: Historici/-ae
Hippocrates Math.
NMF topic: 45
Traditional epithet: Mathematici
Plato Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theophylactus Simocatta Epist. et Hist.
NMF topic: 15
Traditional epithet: Epistolographi
Aristides Apol.
NMF topic: 5
Traditional epithet: Apologetici
Speusippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Choerilus Epic.
NMF topic: 46
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Nicophon Comic.
NMF topic: 3
Traditional epithet: Comici
Crinis Phil.
NMF topic: 9
Traditional epithet: Philosophici/-ae
Dictys Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Eustathius Philol. et Scr. Eccl.
NMF topic: 0
Traditional epithet: Philologi
Plutarchus Biogr. et Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Ephraem Hist. et Poeta
NMF topic: 15
Traditional epithet: Poetae
Heraclides Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Philicus Lyr.
NMF topic: 39
Traditional epithet: Lyrici/-ae
Empedocles Poet. Phil.
NMF topic: 0
Traditional epithet: Poetae Philosophi
Procopius Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Pseudo-Apollodorus Myth.
NMF topic: 44
Traditional epithet: Mythographi
Anonymus Discipulus Isidori Milesii Mech.
NMF topic: 10
Traditional epithet: Mechanici
Gregorius Nazianzenus Theol.
NMF topic: 5
Traditional epithet: Theologici
Tiberius Rhet.
NMF topic: 41
Traditional epithet: Rhetorici
Teucer Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Diodorus Siculus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Pancrates Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Menippus Geogr.
NMF topic: 6
Traditional epithet: Geographi
Alexander Med.
NMF topic: 0
Traditional epithet: Medici
Cleostratus Poet. Phil.
NMF topic: 16
Traditional epithet: Poetae Philosophi
Evagrius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Paulus Astrol.
NMF topic: 21
Traditional epithet: Astrologici
Antenor Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Pseudo-Macarius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Demosthenes Orat.
NMF topic: 0
Traditional epithet: Oratores
[Menyllus] Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Ducas Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Marcus Cornelius Fronto Rhet.
NMF topic: 39
Traditional epithet: Rhetorici
Epimenides Phil.
NMF topic: 2
Traditional epithet: Philosophici/-ae
Hesychius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Athenaeus Mech.
NMF topic: 1
Traditional epithet: Mechanici
Severianus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
[Agathon] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Hermippus Gramm. et Hist.
NMF topic: 35
Traditional epithet: Grammatici
Nicanor Gramm.
NMF topic: 6
Traditional epithet: Grammatici
Hegesippus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Craterus Hist.
NMF topic: 39
Traditional epithet: Historici/-ae
Ister Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Paulus Med.
NMF topic: 22
Traditional epithet: Medici
Heraclides Criticus Perieg.
NMF topic: 49
Traditional epithet: Periegetae
Lysias Orat.
NMF topic: 0
Traditional epithet: Oratores
Theophilus Comic.
NMF topic: 36
Traditional epithet: Comici
Anonymi Grammatici Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Theophilus Protospatharius et Stephanus Atheniensis Med.
NMF topic: 26
Traditional epithet: Medici
Achilles Tatius Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Nymphis Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Aratus Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Plato Comic.
NMF topic: 3
Traditional epithet: Comici
[Palaephatus] Myth.
NMF topic: 0
Traditional epithet: Mythographi
Hippias Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Zosimus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Maiistas Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Clemens Romanus Theol. et Clementina
NMF topic: 5
Traditional epithet: Theologici
Limenius Lyr.
NMF topic: 20
Traditional epithet: Lyrici/-ae
Critias Eleg., Phil. et Trag.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Epicurus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Callistratus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Choricius Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Soranus Med.
NMF topic: 26
Traditional epithet: Medici
Symeon Logothetes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Mnesimachus Comic.
NMF topic: 3
Traditional epithet: Comici
Xenophon Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Aëtius Med.
NMF topic: 22
Traditional epithet: Medici
Georgius Acropolites Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Phanodemus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Polybius Rhet.
NMF topic: 23
Traditional epithet: Rhetorici
Seniores Apud Irenaeum Scr. Eccl.
NMF topic: 14
Traditional epithet: Scriptores Ecclesiastici
Ergias Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
Diogenes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
[Euryphamus] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
[Aretades] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Adrianus Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Antipater Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hipponax Iamb.
NMF topic: 3
Traditional epithet: Iambici
Aristocritus Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Apollonius Med.
NMF topic: 0
Traditional epithet: Medici
Zosimus Alchem.
NMF topic: 7
Traditional epithet: Alchemistae
Eunapius Hist. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Charon Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Bolus Med. et Phil.
NMF topic: 24
Traditional epithet: Philosophici/-ae
Astydamas Trag.
NMF topic: 3
Traditional epithet: Tragici
Valerius Apsines Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
[Dercyllus] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Harpocration Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Aelius Dius Hist.
NMF topic: 19
Traditional epithet: Historici/-ae
Pausanias Perieg.
NMF topic: 0
Traditional epithet: Periegetae
Theophrastus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Chaeremon Hist. et Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Apollonius Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Strattis Comic.
NMF topic: 0
Traditional epithet: Comici
Joannes Protospatharius Gramm.
NMF topic: 21
Traditional epithet: Grammatici
[Hermesianax] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Protagorides Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Metrodorus Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Callinus Eleg.
NMF topic: 4
Traditional epithet: Elegiaci
Ariston Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Sosibius Gramm.
NMF topic: 35
Traditional epithet: Grammatici
Demetrius Gramm.
NMF topic: 2
Traditional epithet: Grammatici
Apollodorus Phil.
NMF topic: 47
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Hierotheus Alchem. et Poeta
NMF topic: 28
Traditional epithet: Alchemistae
Ephippus Comic.
NMF topic: 28
Traditional epithet: Comici
Dosiadas Hist.
NMF topic: 25
Traditional epithet: Historici/-ae
Nymphodorus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Arsenius Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Cleon Eleg.
NMF topic: 30
Traditional epithet: Elegiaci
Chamaeleon Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Menetor Hist.
NMF topic: 46
Traditional epithet: Historici/-ae
Iamblichus Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Nonnosus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Lycon Phil.
NMF topic: 35
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Antigonus Paradox.
NMF topic: 41
Traditional epithet: Paradoxographi
[Eccelus] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Polyaenus Rhet.
NMF topic: 1
Traditional epithet: Rhetorici
Zenodorus Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Diogenianus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Pythagoristae (D-K) Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Damippus Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Dexippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Phylarchus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Antimachus Eleg. et Epic.
NMF topic: 4
Traditional epithet: Elegiaci
Philippus Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Alexander Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Anonymus De Philosophia Platonica Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Sophonias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Severus Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Hipparchus Comic.
NMF topic: 40
Traditional epithet: Comici
Apion Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Xenocrates Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Symeon Metaphrastes Biogr. et Hist.
NMF topic: 13
Traditional epithet: Biographi
Thucydides Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Glaucus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Archelaus Phil.
NMF topic: 20
Traditional epithet: Philosophici/-ae
Ariston Apol.
NMF topic: 31
Traditional epithet: Apologetici
Theophilus Scr. Eccl.
NMF topic: 37
Traditional epithet: Scriptores Ecclesiastici
Crito Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Ptolemaeus Gramm.
NMF topic: 51
Traditional epithet: Grammatici
Praxiphanes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hermodorus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Chaeremon Trag.
NMF topic: 28
Traditional epithet: Tragici
Rhianus Epic.
NMF topic: 6
Traditional epithet: Epici/-ae
Dionysius Soph.
NMF topic: 3
Traditional epithet: Sophistae
Anonymi De Barbarismo Et Soloecismo Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Agathemerus Geogr.
NMF topic: 47
Traditional epithet: Geographi
Herillus Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Archelaus Alchem. et Poeta
NMF topic: 26
Traditional epithet: Alchemistae
Hegemon Parodius
NMF topic: 32
Traditional epithet: Parodii
Philippus II Rex Macedonum [Epist.]
NMF topic: 3
Traditional epithet: Epistolographi
Hypsicles Astron. et Math.
NMF topic: 10
Traditional epithet: Astronomici
Theodosius Diaconus Hist. et Poeta
NMF topic: 0
Traditional epithet: Poetae
Dinarchus Orat.
NMF topic: 0
Traditional epithet: Oratores
Maximus Astrol.
NMF topic: 21
Traditional epithet: Astrologici
Demetrius Rhet.
NMF topic: 3
Traditional epithet: Rhetorici
Solon Nomographus et Poeta
NMF topic: 4
Traditional epithet: Nomographi
Xenagoras Geogr. et Hist.
NMF topic: 25
Traditional epithet: Geographi
Amphis Comic.
NMF topic: 0
Traditional epithet: Comici
Hegesippus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Archestratus Parodius
NMF topic: 27
Traditional epithet: Parodii
Aristobulus Judaeus Phil.
NMF topic: 5
Traditional epithet: Philosophici/-ae
Colluthus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Aristophanes Comic.
NMF topic: 3
Traditional epithet: Comici
Nicomachus Comic.
NMF topic: 3
Traditional epithet: Comici
Phoebammon Soph.
NMF topic: 32
Traditional epithet: Sophistae
Apollodorus Comic.
NMF topic: 53
Traditional epithet: Comici
Traditional epithet: Comici
Priscus Hist. et Rhet.
NMF topic: 15
Traditional epithet: Rhetorici
Callimachus Philol.
NMF topic: 4
Traditional epithet: Philologi
[Perictione] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hermias Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
Iccus Phil.
NMF topic: 27
Traditional epithet: Philosophici/-ae
Andron Hist.
NMF topic: 49
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Arethas Philol. et Scr. Eccl.
NMF topic: 5
Traditional epithet: Philologi
Ostanes Magus Alchem.
NMF topic: 7
Traditional epithet: Alchemistae
Euenus Eleg.
NMF topic: 46
Traditional epithet: Elegiaci
Polycrates Scr. Eccl.
NMF topic: 34
Traditional epithet: Scriptores Ecclesiastici
Diocles Comic.
NMF topic: 54
Traditional epithet: Comici
Paulus Silentiarius Poeta
NMF topic: 4
Traditional epithet: Poetae
Polystratus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Parmenides Poet. Phil.
NMF topic: 0
Traditional epithet: Poetae Philosophi
Philostorgius Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Clytus Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
(H)eren(n)ius Philo Gramm. et Hist.
NMF topic: 51
Traditional epithet: Grammatici
[Homerus] [Epic.]
NMF topic: 17
Traditional epithet: Epici/-ae
Hereas Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Georgius Choeroboscus Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Clearchus Comic.
NMF topic: 43
Traditional epithet: Comici
Apollonius Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Aristophanes Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Achilles Tatius Astron.
NMF topic: 20
Traditional epithet: Astronomici
Ibycus Lyr.
NMF topic: 17
Traditional epithet: Lyrici/-ae
Dioscorus Poeta
NMF topic: 4
Traditional epithet: Poetae
Philosophus Anonymus Alchem.
NMF topic: 26
Traditional epithet: Alchemistae
Crates Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Appianus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Alcaeus Lyr.
NMF topic: 17
Traditional epithet: Lyrici/-ae
Pseudo-Dionysius Areopagita Scr. Eccl. et Theol.
NMF topic: 0
Traditional epithet: Theologici
Asterius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Clidemus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Rufus Med.
NMF topic: 0
Traditional epithet: Medici
Gorgias Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Aristodemus Hist. et Myth.
NMF topic: 2
Traditional epithet: Mythographi
Theodectas Trag.
NMF topic: 0
Traditional epithet: Tragici
Olympiodorus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Menecles Hist.
NMF topic: 50
Traditional epithet: Historici/-ae
Theodosius Astron. et Math.
NMF topic: 10
Traditional epithet: Astronomici
Eutecnius Soph.
NMF topic: 0
Traditional epithet: Sophistae
Stesichorus Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Teles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Eusebius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Antyllus Med.
NMF topic: 26
Traditional epithet: Medici
Joannes Cinnamus Gramm. et Hist.
NMF topic: 15
Traditional epithet: Grammatici
Theodorus Scutariota Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Cleomedes Astron.
NMF topic: 20
Traditional epithet: Astronomici
Ptolemaeus Hist.
NMF topic: 19
Traditional epithet: Historici/-ae
Cyrillus Theol.
NMF topic: 5
Traditional epithet: Theologici
Anonymi In Aristotelis Ethica Nicomachea Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theon Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Publius Herennius Dexippus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Asclepius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Gaius Musonius Rufus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Asclepiades Epigr.
NMF topic: 46
Traditional epithet: Epigrammatici/-ae
[Hipparchus] Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Menestor Phil.
NMF topic: 53
Traditional epithet: Philosophici/-ae
Attalus Astron. et Math.
NMF topic: 16
Traditional epithet: Astronomici
Longus Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Heraclides Gramm.
NMF topic: 2
Traditional epithet: Grammatici
Aelius Herodianus et Pseudo-Herodianus Gramm. et Rhet.
NMF topic: 9
Traditional epithet: Grammatici
Serapion Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Moero Epic.
NMF topic: 42
Traditional epithet: Epici/-ae
Hierotheus Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
Diogenes Laertius Biogr.
NMF topic: 0
Traditional epithet: Biographi
Cleonides Mus.
NMF topic: 18
Traditional epithet: Musici
Archedicus Comic.
NMF topic: 27
Traditional epithet: Comici
Anna Comnena Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Epigenes Comic.
NMF topic: 53
Traditional epithet: Comici
Scamon Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Heraclides Lembus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Aristarchus Astron.
NMF topic: 10
Traditional epithet: Astronomici
Pseudo-Symeon Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Patrocles Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Diyllus Hist.
NMF topic: 19
Traditional epithet: Historici/-ae
Basilius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Choerilus Epic.
NMF topic: 46
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Satyrus Biogr.
NMF topic: 0
Traditional epithet: Biographi
Pherecydes Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Athenaeus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Heraclitus Paradox.
NMF topic: 1
Traditional epithet: Paradoxographi
Plotinus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Demochares Hist. et Orat.
NMF topic: 30
Traditional epithet: Oratores
Zeno Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Aphthonius Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Anonymi In Aphthonium Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Apomasar Astrol.
NMF topic: 21
Traditional epithet: Astrologici
Demetrius Hist.
NMF topic: 24
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Sosipater Comic.
NMF topic: 40
Traditional epithet: Comici
Archytas Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Himerius Soph.
NMF topic: 0
Traditional epithet: Sophistae
Andromachus Poet. Med.
NMF topic: 4
Traditional epithet: Poetae Medici
Timaeus Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Herodicus Gramm.
NMF topic: 18
Traditional epithet: Grammatici
[Onatas] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Origenes Theol.
NMF topic: 5
Traditional epithet: Theologici
Apollonius Soph.
NMF topic: 23
Traditional epithet: Sophistae
Stephanus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Traditional epithet: Grammatici
Philosophus Christianus Alchem.
NMF topic: 7
Traditional epithet: Alchemistae
Moderatus Phil.
NMF topic: 29
Traditional epithet: Philosophici/-ae
[Clitophon] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Phileas Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Timocreon Lyr.
NMF topic: 53
Traditional epithet: Lyrici/-ae
Dosiadas Lyr.
NMF topic: 38
Traditional epithet: Lyrici/-ae
Theodoretus Scr. Eccl. et Theol.
NMF topic: 5
Traditional epithet: Theologici
Gaius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Polycrates Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Gorgias Hist.
NMF topic: 45
Traditional epithet: Historici/-ae
[Dositheus] Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Andocides Orat.
NMF topic: 0
Traditional epithet: Oratores
Asclepiades Myth.
NMF topic: 1
Traditional epithet: Mythographi
Elias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Satyrus Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
[Bryson] Phil.
NMF topic: 52
Traditional epithet: Philosophici/-ae
Promathidas Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Hesychius Illustrius Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Hippostratus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Timaeus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Heraclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Xanthus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Anaxandrides Comic.
NMF topic: 0
Traditional epithet: Comici
Hierocles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Aratus Astron. et Epic.
NMF topic: 4
Traditional epithet: Astronomici
Aristocles Paradox.
NMF topic: 35
Traditional epithet: Paradoxographi
Flavius Claudius Julianus Imperator Phil., Julian the Apostate
NMF topic: 0
Traditional epithet: Philosophici/-ae
Chionides Comic.
NMF topic: 3
Traditional epithet: Comici
Athenaeus Epigr.
NMF topic: 48
Traditional epithet: Epigrammatici/-ae
Orus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Sophronius Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Anacreon Lyr.
NMF topic: 46
Traditional epithet: Lyrici/-ae
Antagoras Epic.
NMF topic: 42
Traditional epithet: Epici/-ae
Hermogenes Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Timonides Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Demetrius Hist.
NMF topic: 24
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Straton Comic.
NMF topic: 22
Traditional epithet: Comici
Severus Iatrosophista Med.
NMF topic: 0
Traditional epithet: Medici
Isigonus Paradox.
NMF topic: 7
Traditional epithet: Paradoxographi
Philodamus Lyr.
NMF topic: 28
Traditional epithet: Lyrici/-ae
Sophilus Comic.
NMF topic: 29
Traditional epithet: Comici
Pseudo-Codinus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Synesius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Philistus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Joannes Laurentius Lydus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Joannes Tzetzes Gramm. et Poeta
NMF topic: 0
Traditional epithet: Grammatici
Ephraem Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Telestes Lyr.
NMF topic: 53
Traditional epithet: Lyrici/-ae
Dionysius Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Sextus Empiricus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pappus Alchem.
NMF topic: 7
Traditional epithet: Alchemistae
Hellanicus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Georgius Cedrenus Chronogr.
NMF topic: 1
Traditional epithet: Chronographi
Andronicus Rhodius Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Melissus Phil.
NMF topic: 18
Traditional epithet: Philosophici/-ae
Athanasius Soph.
NMF topic: 0
Traditional epithet: Sophistae
Semus Gramm.
NMF topic: 50
Traditional epithet: Grammatici
Ptolemaeus Gnost.
NMF topic: 5
Traditional epithet: Gnostici
Dioxippus Comic.
NMF topic: 27
Traditional epithet: Comici
Euclides Geom.
NMF topic: 10
Traditional epithet: Geometri
Timonax Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Hippon Phil.
NMF topic: 7
Traditional epithet: Philosophici/-ae
Nicomachus Math.
NMF topic: 0
Traditional epithet: Mathematici
Aristophanes Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Pseudo-Archytas Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dositheus Magister Gramm.
NMF topic: 53
Traditional epithet: Grammatici
Cosmas Indicopleustes Geogr.
NMF topic: 5
Traditional epithet: Geographi
Apollodorus Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Crito Comic.
NMF topic: 52
Traditional epithet: Comici
Nicaenetus Epic.
NMF topic: 54
Traditional epithet: Epici/-ae
Sphaerus Phil.
NMF topic: 39
Traditional epithet: Philosophici/-ae
[Phintys] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Hegesianax Astron. et Epic.
NMF topic: 30
Traditional epithet: Astronomici
Comarius Alchem.
NMF topic: 26
Traditional epithet: Alchemistae
Theotimus Hist.
NMF topic: 28
Traditional epithet: Historici/-ae
Antiochus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Leontius Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Diotimus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Aelianus Tact.
NMF topic: 47
Traditional epithet: Tactici
Araros Comic.
NMF topic: 27
Traditional epithet: Comici
Anaxandridas Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Dinias Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Cyrillus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Aspasius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Tyrannion Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Claudius Apollinarius Apol.
NMF topic: 5
Traditional epithet: Apologetici
Pherecydes Myth. et Phil.
NMF topic: 1
Traditional epithet: Mythographi
[Ammonius] Gramm.
NMF topic: 51
Traditional epithet: Grammatici
Eupolis Comic.
NMF topic: 22
Traditional epithet: Comici
Agaclytus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Asius Eleg. et Epic.
NMF topic: 42
Traditional epithet: Elegiaci
Xenarchus Comic.
NMF topic: 29
Traditional epithet: Comici
[Agatharchides] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Herodotus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Memnon Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Lynceus Comic.
NMF topic: 12
Traditional epithet: Comici
Joannes Scylitzes Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Joannes Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Flavius Philostratus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Philo Med.
NMF topic: 39
Traditional epithet: Medici
Cleopatra Alchem.
NMF topic: 12
Traditional epithet: Alchemistae
Theophilus Protospatharius Med.
NMF topic: 26
Traditional epithet: Medici
Anonymi In Hermogenem Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Anatolius Math. et Phil.
NMF topic: 26
Traditional epithet: Mathematici
Philostephanus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Anonymi In Aristotelis Sophisticos Elenchos Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pseudo-Phocylides Gnom.
NMF topic: 4
Traditional epithet: Gnomici
Alexander Rhet.
NMF topic: 21
Traditional epithet: Rhetorici
Ulpianus Gramm. et Rhet.
NMF topic: 0
Traditional epithet: Grammatici
Onasander Tact.
NMF topic: 0
Traditional epithet: Tactici
Promathion Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Gennadius I Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Abydenus Hist.
NMF topic: 11
Traditional epithet: Historici/-ae
Diogenes Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Theodosius Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Scriptor Incertus De Leone Armenio Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Anaximenes Phil.
NMF topic: 20
Traditional epithet: Philosophici/-ae
Michael Psellus Polyhist.
NMF topic: 0
Traditional epithet: Hagiographi
Dionysius Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
[Cebes] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Mimnermus Eleg.
NMF topic: 4
Traditional epithet: Elegiaci
Michael Critobulus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Flavius Arrianus Hist. et Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Diodorus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Alexander Lyr. et Trag.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Antidotus Comic.
NMF topic: 3
Traditional epithet: Comici
Carcinus Junior Trag.
NMF topic: 0
Traditional epithet: Tragici
Hermias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Cyrillus Biogr.
NMF topic: 1
Traditional epithet: Biographi
Archemachus Hist.
NMF topic: 38
Traditional epithet: Historici/-ae
Gaius Asinius Quadratus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Phocylides Eleg. et Gnom.
NMF topic: 39
Traditional epithet: Elegiaci
Dionysius Comic.
NMF topic: 40
Traditional epithet: Comici
Archimedes Geom.
NMF topic: 10
Traditional epithet: Geometri
Democritus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Joel Chronogr.
NMF topic: 13
Traditional epithet: Chronographi
Anonymus Iamblichi Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Myrsilus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
[Clitonymus] Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Chrysippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
David Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Philemon Junior Comic.
NMF topic: 12
Traditional epithet: Comici
Teucer Astrol.
NMF topic: 16
Traditional epithet: Astrologici
Xenophon Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Heraclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Eparchides Hist.
NMF topic: 54
Traditional epithet: Historici/-ae
Anonymus Diodori Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Rufus Soph.
NMF topic: 9
Traditional epithet: Sophistae
Maximus Theol.
NMF topic: 0
Traditional epithet: Theologici
Megasthenes Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Salmanas Alchem.
NMF topic: 24
Traditional epithet: Alchemistae
Nicephorus I Scr. Eccl., Hist. et Theol.
NMF topic: 5
Traditional epithet: Theologici
Theognostus Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Phaedimus Epigr.
NMF topic: 44
Traditional epithet: Epigrammatici/-ae
Agl(a)osthenes Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Romanus Melodus Hymnographus
NMF topic: 5
Traditional epithet: Hymnographi
Leontius Mech.
NMF topic: 16
Traditional epithet: Mechanici
Polyzelus Comic.
NMF topic: 4
Traditional epithet: Comici
Herodes Atticus Soph.
NMF topic: 3
Traditional epithet: Sophistae
Phoenicides Comic.
NMF topic: 3
Traditional epithet: Comici
Olympiodorus Diaconus Scr. Eccl.
NMF topic: 5
Traditional epithet: Scriptores Ecclesiastici
Hermippus Comic.
NMF topic: 3
Traditional epithet: Comici
Galenus Med.
NMF topic: 22
Traditional epithet: Medici
Stesimbrotus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Straton Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Marcianus Geogr.
NMF topic: 42
Traditional epithet: Geographi
Georgius Sphrantzes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Pythaenetus Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Phillis Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Acesander Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Ammonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Callisthenes Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Phrynichus Comic.
NMF topic: 18
Traditional epithet: Comici
Eriphus Comic.
NMF topic: 47
Traditional epithet: Comici
Joannes Med.
NMF topic: 26
Traditional epithet: Medici
Petron Phil.
NMF topic: 53
Traditional epithet: Philosophici/-ae
Callinicus Biogr.
NMF topic: 5
Traditional epithet: Biographi
Isyllus Lyr.
NMF topic: 50
Traditional epithet: Lyrici/-ae
Alcimus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Pausanias Attic.
NMF topic: 0
Traditional epithet: Atticistae
Theognetus Comic.
NMF topic: 20
Traditional epithet: Comici
Heliodorus Trag.
NMF topic: 7
Traditional epithet: Tragici
Theophrastus Alchem. et Poeta
NMF topic: 26
Traditional epithet: Alchemistae
Homerus Epic., Homer
NMF topic: 4
Traditional epithet: Epici/-ae
Moschion Trag.
NMF topic: 20
Traditional epithet: Tragici
[Lysis] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Ephorus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Anaxilas Comic.
NMF topic: 0
Traditional epithet: Comici
Phrynichus Trag.
NMF topic: 52
Traditional epithet: Tragici
Philinus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Lycophron Trag.
NMF topic: 4
Traditional epithet: Tragici
Eustratius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Parthenius Myth.
NMF topic: 1
Traditional epithet: Mythographi
Joannes Antiochenus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Antisthenes Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Euphro Comic.
NMF topic: 0
Traditional epithet: Comici
Cleanthes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Callias Comic.
NMF topic: 22
Traditional epithet: Comici
[Pythagoras] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Crateuas Med.
NMF topic: 54
Traditional epithet: Medici
Agathocles Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Melinno Lyr.
NMF topic: 48
Traditional epithet: Lyrici/-ae
Aglaïs Poet. Med.
NMF topic: 39
Traditional epithet: Poetae Medici
Numenius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Clinias] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Erotianus Gramm. et Med.
NMF topic: 23
Traditional epithet: Grammatici
Eustathius Scr. Eccl. et Theol.
NMF topic: 5
Traditional epithet: Theologici
Crates Poet. Phil.
NMF topic: 3
Traditional epithet: Poetae Philosophi
Aristoxenus Mus.
NMF topic: 0
Traditional epithet: Musici
Apollonius Paradox.
NMF topic: 2
Traditional epithet: Paradoxographi
Alexis Comic.
NMF topic: 0
Traditional epithet: Comici
Theodoridas Epigr.
NMF topic: 4
Traditional epithet: Epigrammatici/-ae
Pythocles Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Heliodorus Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Artemon Gramm.
NMF topic: 8
Traditional epithet: Grammatici
Nicocrates Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Artemon Hist.
NMF topic: 42
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Anonymi In Aristotelis Artem Rhetoricam Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Montanus et Montanistae Theol.
NMF topic: 5
Traditional epithet: Theologici
Acusilaus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Arius Didymus Doxogr.
NMF topic: 0
Traditional epithet: Doxographi
Androtion Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Andron Hist.
NMF topic: 49
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Aristaenetus Epist.
NMF topic: 0
Traditional epithet: Epistolographi
Daimachus Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Aristocles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Mesomedes Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Bion Hist.
NMF topic: 25
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Maeandrius Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Nicephorus Bryennius Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Hipparchus Astron. et Geogr.
NMF topic: 16
Traditional epithet: Geographi
Joannes Galenus Gramm.
NMF topic: 20
Traditional epithet: Grammatici
Theophanes Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Apollas Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Marcellus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Hegesander Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Posidippus Epigr.
NMF topic: 46
Traditional epithet: Epigrammatici/-ae
Anonymus Photii Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Cleobulus Epigr. et Lyr.
NMF topic: 44
Traditional epithet: Lyrici/-ae
Ananius Iamb.
NMF topic: 41
Traditional epithet: Iambici
Joannes Archiereus Alchem.
NMF topic: 26
Traditional epithet: Alchemistae
Dionysius Μεταθέμενος Phil.
NMF topic: 17
Traditional epithet: Philosophici/-ae
Oenomaus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Machon Comic.
NMF topic: 0
Traditional epithet: Comici
Diodorus Comic.
NMF topic: 36
Traditional epithet: Comici
Thales Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Antiphon Soph.
NMF topic: 0
Traditional epithet: Sophistae
Hesiodus Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Marcus Aurelius Antoninus Imperator Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Menodotus Hist.
NMF topic: 2
Traditional epithet: Historici/-ae
Autolycus Astron.
NMF topic: 45
Traditional epithet: Astronomici
[Eurytus] Phil.
NMF topic: 9
Traditional epithet: Philosophici/-ae
Nausicrates Comic.
NMF topic: 39
Traditional epithet: Comici
Now let's look at the variations of the respective clusters, nmf topic and epithets
In [34]:
# Group by epithet, collect topics
# {<epithet>: [<topics>]}
from collections import defaultdict
map_epithet_topics = defaultdict(list)
for name, _dict in map_name_epithet_id.items():
epithet = _dict['epithet']
top_topic = _dict['top_topic']
map_epithet_topics[epithet].append(top_topic)
In [35]:
# import pprint
# pp = pprint.PrettyPrinter(indent=4)
# pp.pprint(dict(map_epithet_topics))
print(dict(map_epithet_topics))
{'Geographi': [48, 5, 25, 16, 0, 47, 6, 6, 0, 42, 6], 'Scriptores Erotici': [0, 17, 0, 37, 0, 0, 0, 0], 'Astrologici': [0, 21, 21, 0, 21, 21, 21, 16, 21, 5, 21, 1, 21, 21], 'Atticistae': [0, 23, 23, 49], 'Grammatici': [1, 21, 8, 6, 14, 13, 23, 6, 0, 15, 0, 3, 51, 25, 0, 23, 23, 51, 0, 9, 23, 0, 9, 35, 0, 9, 4, 4, 0, 20, 9, 41, 51, 2, 23, 23, 26, 9, 12, 9, 23, 0, 2, 2, 50, 9, 53, 18, 0, 0, 0, 0, 4, 23, 35, 9, 8, 0, 22, 25, 5, 50, 18, 23, 1], 'Tactici': [47, 1, 0, 47, 0, 1], 'Lyrici/-ae': [53, 29, 4, 4, 4, 17, 48, 37, 17, 3, 39, 17, 28, 4, 4, 4, 17, 4, 50, 21, 4, 37, 53, 3, 4, 28, 54, 46, 44, 38, 20], 'Mythographi': [1, 1, 2, 1, 44, 0, 1], 'Sophistae': [0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 32, 0, 0, 9, 1, 0, 0, 0, 54, 33, 0, 0, 0, 3, 0, 0, 0, 48, 0, 9, 0, 0, 3, 32, 23, 0], 'Hagiographi': [0, 10], 'Hymnographi': [5], 'Paroemiographi': [0, 0, 0, 0, 0], 'Apologetici': [5, 0, 5, 31, 0, 5, 5, 5, 0], 'Epistolographi': [3, 5, 15, 0, 15, 3, 0], 'Philosophici/-ae': [33, 0, 26, 0, 0, 20, 33, 0, 0, 0, 12, 0, 33, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 37, 0, 0, 33, 0, 0, 7, 33, 12, 0, 0, 7, 0, 0, 0, 33, 0, 0, 0, 0, 50, 0, 2, 0, 20, 0, 9, 9, 0, 23, 0, 45, 34, 0, 33, 0, 0, 15, 0, 17, 17, 36, 0, 52, 0, 13, 0, 0, 0, 19, 0, 0, 17, 33, 0, 0, 0, 0, 0, 35, 0, 0, 0, 19, 5, 0, 31, 0, 33, 0, 27, 26, 7, 0, 0, 11, 0, 0, 0, 0, 33, 0, 0, 23, 53, 47, 0, 0, 0, 27, 36, 1, 0, 0, 0, 0, 0, 0, 1, 0, 18, 0, 4, 0, 0, 11, 11, 5, 24, 20, 37, 0, 0, 0, 0, 17, 0, 0, 19, 0, 50, 0, 0, 0, 0, 0, 0, 0, 35, 20, 0, 33, 1, 0, 33, 0, 0, 29, 0, 0, 26, 0, 0, 0, 0, 0, 0, 39, 33, 0, 0, 0, 20, 0, 0, 0, 0, 0, 18, 0, 0, 33, 53, 26, 0], 'Scriptores Fabularum': [0, 32], 'Doxographi': [20, 0], 'Elegiaci': [37, 4, 4, 4, 4, 4, 4, 4, 30, 46, 39, 4, 42, 4, 4, 39], 'Mimographi': [3, 17], 'Mathematici': [19, 10, 9, 10, 10, 0, 10, 16, 26, 10, 10, 45], 'Gnostici': [5], 'Poetae Philosophi': [16, 3, 0, 0, 27, 0], 'Astronomici': [45, 20, 20, 45, 10, 10, 10, 4, 16, 30, 45], 'Iambici': [3, 46, 0, 4, 41], 'Bucolici': [4, 11, 46], 'Philologi': [45, 4, 23, 0, 4, 5], 'Periegetae': [4, 2, 0, 0, 6, 50, 11, 2, 49], 'Medici': [26, 0, 22, 26, 39, 22, 26, 54, 0, 0, 38, 26, 26, 0, 54, 54, 0, 26, 0, 0, 0, 22, 0, 37, 0, 26, 43, 26, 26, 26, 0, 26, 22, 22, 0, 26, 26], 'Nomographi': [4], 'Tragici': [0, 4, 52, 3, 52, 12, 34, 4, 28, 4, 50, 28, 7, 40, 3, 0, 18, 4, 20], 'Parodii': [27, 4, 32], 'Paradoxographi': [26, 1, 35, 7, 2, 20, 41, 0, 7], 'Oratores': [0, 0, 0, 0, 0, 0, 30, 0, 0, 0, 0, 0], 'Theologici': [0, 5, 5, 5, 0, 5, 5, 5, 0, 5, 0, 5, 0, 5, 5, 5, 0, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 0, 5, 5], 'Poetae Medici': [4, 27, 10, 39], 'Chronographi': [13, 1, 13, 13, 5, 1], 'Epici/-ae': [4, 6, 34, 4, 4, 6, 4, 4, 19, 4, 54, 4, 4, 46, 4, 4, 4, 4, 4, 42, 4, 42, 4, 28, 30, 4, 4, 4, 17], 'Gnomici': [33, 12, 4], 'Mechanici': [47, 16, 47, 47, 10, 0, 1], 'Rhetorici': [30, 0, 0, 0, 39, 0, 0, 23, 0, 1, 0, 41, 0, 0, 0, 0, 0, 2, 0, 0, 0, 1, 21, 0, 15, 3, 0, 19, 0, 0, 0, 0, 0, 0], 'Epigrammatici/-ae': [44, 48, 45, 26, 46, 46, 39, 4, 0, 39, 44], 'Onirocritici': [0, 37], 'Alchemistae': [7, 28, 26, 32, 26, 0, 12, 7, 26, 26, 28, 24, 24, 26, 24, 26, 24, 24, 24, 7, 24, 24, 24, 7], 'Poetae': [0, 15, 4, 48, 15, 4, 0, 0, 0, 5, 4, 9], 'Biographi': [0, 3, 0, 1, 2, 0, 13, 5], 'Polyhistorici': [6], 'Geometri': [10, 10, 10, 10], 'Historici/-ae': [47, 6, 1, 1, 26, 2, 36, 14, 32, 2, 6, 14, 15, 0, 8, 1, 0, 2, 52, 14, 2, 1, 44, 2, 14, 54, 14, 1, 25, 2, 49, 27, 42, 0, 2, 0, 1, 35, 1, 6, 42, 53, 6, 1, 2, 28, 0, 2, 43, 24, 2, 1, 47, 25, 44, 15, 6, 19, 8, 2, 8, 2, 35, 1, 41, 2, 15, 2, 15, 15, 13, 18, 0, 38, 1, 38, 39, 0, 3, 53, 13, 27, 15, 6, 6, 29, 14, 0, 35, 25, 15, 1, 15, 1, 53, 2, 2, 50, 0, 1, 27, 54, 27, 15, 15, 15, 2, 1, 44, 31, 42, 1, 2, 0, 37, 15, 14, 0, 6, 54, 11, 2, 2, 13, 8, 0, 2, 2, 1, 14, 30, 14, 19, 35, 35, 14, 35, 15, 45, 40, 35, 15, 15, 15, 6, 1, 0, 15, 2, 2, 13, 6, 13, 2, 35, 31, 1, 6, 2, 15, 6, 25, 1, 2, 0, 19, 1, 53, 44, 2, 0, 15, 0, 1, 35, 15, 37, 6, 6, 2, 6, 8, 39, 2, 14, 15, 14, 1, 46, 8, 5, 15, 14, 38, 15, 1, 0, 2, 49, 0, 14, 19, 39, 15, 1, 37, 1, 2, 14, 52, 1, 0, 31, 1, 6, 6, 2, 1, 1, 35, 44, 1, 0, 15, 15, 2, 12, 1, 0, 35, 19, 0, 0, 2, 2, 27], 'Musici': [0, 0, 18, 0], 'Poetae Didactici': [17], 'Scriptores Ecclesiastici': [5, 5, 1, 1, 1, 37, 1, 5, 0, 1, 5, 1, 5, 5, 0, 5, 5, 5, 5, 1, 5, 5, 5, 5, 5, 5, 5, 5, 5, 3, 0, 5, 5, 5, 0, 5, 15, 5, 5, 0, 5, 5, 1, 14, 5, 34, 5, 5], 'Lexicographi': [23, 0], 'Comici': [12, 22, 3, 0, 0, 0, 28, 36, 48, 27, 18, 4, 0, 29, 3, 41, 0, 29, 18, 3, 12, 12, 1, 43, 53, 0, 12, 29, 22, 3, 22, 0, 0, 3, 3, 27, 0, 18, 40, 3, 43, 4, 0, 18, 13, 0, 22, 0, 0, 0, 53, 22, 0, 52, 47, 0, 37, 28, 36, 7, 3, 39, 18, 3, 48, 48, 27, 29, 54, 40, 29, 20, 3, 41, 0, 25, 40, 0, 0, 3, 0, 3, 40, 0, 27, 3, 0, 3, 54, 3, 12, 52]}
In [36]:
# which epithet has the most topics associated with it?
# That is, what epithet is most topic-lexical diverse?
#? Perhaps do simple lex diversity count
map_epithet_count_topics = {}
for epithet, topic_list in map_epithet_topics.items():
map_epithet_count_topics[epithet] = len(topic_list)
sorted(map_epithet_count_topics.items(), key=lambda x:x[1], reverse=True)
Out[36]:
[('Historici/-ae', 236),
('Philosophici/-ae', 192),
('Comici', 92),
('Grammatici', 65),
('Scriptores Ecclesiastici', 48),
('Sophistae', 39),
('Medici', 37),
('Rhetorici', 34),
('Lyrici/-ae', 31),
('Theologici', 31),
('Epici/-ae', 29),
('Alchemistae', 24),
('Tragici', 19),
('Elegiaci', 16),
('Astrologici', 14),
('Mathematici', 12),
('Oratores', 12),
('Poetae', 12),
('Geographi', 11),
('Astronomici', 11),
('Epigrammatici/-ae', 11),
('Apologetici', 9),
('Periegetae', 9),
('Paradoxographi', 9),
('Scriptores Erotici', 8),
('Biographi', 8),
('Mythographi', 7),
('Epistolographi', 7),
('Mechanici', 7),
('Tactici', 6),
('Poetae Philosophi', 6),
('Philologi', 6),
('Chronographi', 6),
('Paroemiographi', 5),
('Iambici', 5),
('Atticistae', 4),
('Poetae Medici', 4),
('Geometri', 4),
('Musici', 4),
('Bucolici', 3),
('Parodii', 3),
('Gnomici', 3),
('Hagiographi', 2),
('Scriptores Fabularum', 2),
('Doxographi', 2),
('Mimographi', 2),
('Onirocritici', 2),
('Lexicographi', 2),
('Hymnographi', 1),
('Gnostici', 1),
('Nomographi', 1),
('Polyhistorici', 1),
('Poetae Didactici', 1)]
In [37]:
# Group by topic, collect epithets
# {<topic>: [<epithets>]}
from collections import defaultdict
map_topic_epithets = defaultdict(list)
for name, _dict in map_name_epithet_id.items():
epithet = _dict['epithet']
top_topic = _dict['top_topic']
map_topic_epithets[top_topic].append(epithet)
In [38]:
dict(map_topic_epithets)
Out[38]:
{0: ['Philosophici/-ae',
'Astrologici',
'Philosophici/-ae',
'Philosophici/-ae',
'Rhetorici',
'Rhetorici',
'Rhetorici',
'Biographi',
'Sophistae',
'Philosophici/-ae',
'Comici',
'Philosophici/-ae',
'Comici',
'Scriptores Erotici',
'Comici',
'Theologici',
'Sophistae',
'Historici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Oratores',
'Medici',
'Philosophici/-ae',
'Philosophici/-ae',
'Poetae',
'Tragici',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Sophistae',
'Philosophici/-ae',
'Scriptores Erotici',
'Philosophici/-ae',
'Rhetorici',
'Philosophici/-ae',
'Hagiographi',
'Sophistae',
'Comici',
'Paroemiographi',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Sophistae',
'Philosophici/-ae',
'Scriptores Fabularum',
'Paroemiographi',
'Rhetorici',
'Alchemistae',
'Medici',
'Philosophici/-ae',
'Atticistae',
'Grammatici',
'Historici/-ae',
'Comici',
'Sophistae',
'Historici/-ae',
'Sophistae',
'Philosophici/-ae',
'Sophistae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Grammatici',
'Oratores',
'Philosophici/-ae',
'Philosophici/-ae',
'Comici',
'Medici',
'Philosophici/-ae',
'Philosophici/-ae',
'Oratores',
'Scriptores Ecclesiastici',
'Oratores',
'Grammatici',
'Theologici',
'Philosophici/-ae',
'Sophistae',
'Historici/-ae',
'Grammatici',
'Comici',
'Philosophici/-ae',
'Periegetae',
'Mythographi',
'Rhetorici',
'Astrologici',
'Philosophici/-ae',
'Comici',
'Grammatici',
'Philosophici/-ae',
'Rhetorici',
'Poetae Philosophi',
'Oratores',
'Comici',
'Philosophici/-ae',
'Biographi',
'Sophistae',
'Theologici',
'Philosophici/-ae',
'Sophistae',
'Philosophici/-ae',
'Philosophici/-ae',
'Sophistae',
'Scriptores Ecclesiastici',
'Philosophici/-ae',
'Grammatici',
'Oratores',
'Philosophici/-ae',
'Paroemiographi',
'Comici',
'Philosophici/-ae',
'Medici',
'Historici/-ae',
'Sophistae',
'Sophistae',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Medici',
'Grammatici',
'Rhetorici',
'Periegetae',
'Mathematici',
'Philosophici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Onirocritici',
'Philosophici/-ae',
'Musici',
'Historici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Comici',
'Poetae Philosophi',
'Biographi',
'Rhetorici',
'Philosophici/-ae',
'Comici',
'Philosophici/-ae',
'Paroemiographi',
'Geographi',
'Sophistae',
'Iambici',
'Tactici',
'Comici',
'Rhetorici',
'Comici',
'Epistolographi',
'Medici',
'Sophistae',
'Comici',
'Theologici',
'Historici/-ae',
'Philosophici/-ae',
'Theologici',
'Oratores',
'Rhetorici',
'Sophistae',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Rhetorici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Medici',
'Historici/-ae',
'Comici',
'Philosophici/-ae',
'Medici',
'Poetae',
'Philosophici/-ae',
'Apologetici',
'Poetae',
'Medici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Rhetorici',
'Sophistae',
'Oratores',
'Philosophici/-ae',
'Philosophici/-ae',
'Sophistae',
'Rhetorici',
'Medici',
'Sophistae',
'Philosophici/-ae',
'Grammatici',
'Philosophici/-ae',
'Philosophici/-ae',
'Scriptores Erotici',
'Philosophici/-ae',
'Historici/-ae',
'Theologici',
'Philosophici/-ae',
'Scriptores Erotici',
'Sophistae',
'Rhetorici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Epigrammatici/-ae',
'Sophistae',
'Poetae',
'Doxographi',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Grammatici',
'Apologetici',
'Rhetorici',
'Oratores',
'Grammatici',
'Grammatici',
'Grammatici',
'Historici/-ae',
'Geographi',
'Philosophici/-ae',
'Sophistae',
'Historici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Oratores',
'Philosophici/-ae',
'Oratores',
'Epistolographi',
'Scriptores Erotici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Medici',
'Mechanici',
'Tactici',
'Philosophici/-ae',
'Scriptores Ecclesiastici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Poetae Philosophi',
'Rhetorici',
'Paradoxographi',
'Musici',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Grammatici',
'Philosophici/-ae',
'Philosophici/-ae',
'Scriptores Ecclesiastici',
'Comici',
'Paroemiographi',
'Philosophici/-ae',
'Comici',
'Rhetorici',
'Comici',
'Medici',
'Philosophici/-ae',
'Sophistae',
'Philologi',
'Rhetorici',
'Comici',
'Historici/-ae',
'Musici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Comici',
'Sophistae',
'Rhetorici',
'Rhetorici',
'Philosophici/-ae',
'Theologici',
'Comici',
'Scriptores Erotici',
'Tragici',
'Philosophici/-ae',
'Rhetorici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Sophistae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Lexicographi',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Apologetici',
'Philosophici/-ae',
'Rhetorici',
'Historici/-ae',
'Historici/-ae',
'Sophistae',
'Philosophici/-ae'],
1: ['Mythographi',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Mythographi',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Mythographi',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Comici',
'Historici/-ae',
'Paradoxographi',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Rhetorici',
'Scriptores Ecclesiastici',
'Biographi',
'Historici/-ae',
'Tactici',
'Historici/-ae',
'Mythographi',
'Chronographi',
'Sophistae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Rhetorici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Astrologici',
'Historici/-ae',
'Philosophici/-ae',
'Chronographi',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Mechanici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Tactici',
'Grammatici'],
2: ['Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Mythographi',
'Historici/-ae',
'Periegetae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Biographi',
'Historici/-ae',
'Historici/-ae',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Rhetorici',
'Historici/-ae',
'Historici/-ae',
'Grammatici',
'Paradoxographi',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Periegetae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae'],
3: ['Comici',
'Iambici',
'Epistolographi',
'Sophistae',
'Comici',
'Mimographi',
'Poetae Philosophi',
'Comici',
'Biographi',
'Grammatici',
'Comici',
'Comici',
'Comici',
'Tragici',
'Comici',
'Lyrici/-ae',
'Historici/-ae',
'Epistolographi',
'Sophistae',
'Comici',
'Comici',
'Scriptores Ecclesiastici',
'Lyrici/-ae',
'Rhetorici',
'Comici',
'Tragici',
'Comici',
'Comici',
'Comici',
'Comici',
'Comici',
'Sophistae'],
4: ['Epici/-ae',
'Periegetae',
'Elegiaci',
'Poetae',
'Lyrici/-ae',
'Comici',
'Nomographi',
'Bucolici',
'Lyrici/-ae',
'Elegiaci',
'Tragici',
'Epici/-ae',
'Lyrici/-ae',
'Elegiaci',
'Epici/-ae',
'Epici/-ae',
'Epici/-ae',
'Poetae Medici',
'Philologi',
'Elegiaci',
'Epici/-ae',
'Comici',
'Elegiaci',
'Grammatici',
'Elegiaci',
'Grammatici',
'Elegiaci',
'Epici/-ae',
'Lyrici/-ae',
'Epici/-ae',
'Lyrici/-ae',
'Poetae',
'Lyrici/-ae',
'Epici/-ae',
'Epigrammatici/-ae',
'Tragici',
'Epici/-ae',
'Lyrici/-ae',
'Parodii',
'Epici/-ae',
'Iambici',
'Philosophici/-ae',
'Astronomici',
'Tragici',
'Epici/-ae',
'Epici/-ae',
'Lyrici/-ae',
'Epici/-ae',
'Gnomici',
'Grammatici',
'Lyrici/-ae',
'Epici/-ae',
'Elegiaci',
'Poetae',
'Elegiaci',
'Elegiaci',
'Philologi',
'Epici/-ae',
'Epici/-ae',
'Tragici',
'Epici/-ae'],
5: ['Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Hymnographi',
'Theologici',
'Theologici',
'Philosophici/-ae',
'Gnostici',
'Geographi',
'Theologici',
'Scriptores Ecclesiastici',
'Theologici',
'Scriptores Ecclesiastici',
'Theologici',
'Theologici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Apologetici',
'Scriptores Ecclesiastici',
'Epistolographi',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Theologici',
'Philosophici/-ae',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Theologici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Theologici',
'Theologici',
'Scriptores Ecclesiastici',
'Apologetici',
'Biographi',
'Theologici',
'Scriptores Ecclesiastici',
'Chronographi',
'Scriptores Ecclesiastici',
'Philosophici/-ae',
'Theologici',
'Scriptores Ecclesiastici',
'Apologetici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Astrologici',
'Theologici',
'Scriptores Ecclesiastici',
'Theologici',
'Theologici',
'Poetae',
'Historici/-ae',
'Theologici',
'Apologetici',
'Scriptores Ecclesiastici',
'Theologici',
'Theologici',
'Scriptores Ecclesiastici',
'Theologici',
'Scriptores Ecclesiastici',
'Theologici',
'Scriptores Ecclesiastici',
'Theologici',
'Apologetici',
'Grammatici',
'Theologici',
'Scriptores Ecclesiastici',
'Philologi',
'Theologici',
'Theologici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici'],
6: ['Historici/-ae',
'Grammatici',
'Historici/-ae',
'Epici/-ae',
'Grammatici',
'Epici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Periegetae',
'Historici/-ae',
'Historici/-ae',
'Geographi',
'Historici/-ae',
'Geographi',
'Historici/-ae',
'Polyhistorici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Geographi'],
7: ['Alchemistae',
'Philosophici/-ae',
'Philosophici/-ae',
'Alchemistae',
'Philosophici/-ae',
'Paradoxographi',
'Comici',
'Tragici',
'Alchemistae',
'Paradoxographi',
'Alchemistae'],
8: ['Grammatici',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Grammatici'],
9: ['Mathematici',
'Grammatici',
'Philosophici/-ae',
'Philosophici/-ae',
'Grammatici',
'Grammatici',
'Sophistae',
'Grammatici',
'Grammatici',
'Grammatici',
'Grammatici',
'Grammatici',
'Poetae',
'Sophistae'],
10: ['Mathematici',
'Mathematici',
'Hagiographi',
'Mathematici',
'Poetae Medici',
'Astronomici',
'Astronomici',
'Mathematici',
'Geometri',
'Astronomici',
'Mechanici',
'Mathematici',
'Mathematici',
'Geometri',
'Geometri',
'Geometri'],
11: ['Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Bucolici',
'Periegetae'],
12: ['Comici',
'Philosophici/-ae',
'Alchemistae',
'Comici',
'Comici',
'Philosophici/-ae',
'Comici',
'Tragici',
'Grammatici',
'Gnomici',
'Historici/-ae',
'Comici'],
13: ['Chronographi',
'Grammatici',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Comici',
'Historici/-ae',
'Biographi',
'Chronographi',
'Chronographi',
'Historici/-ae',
'Historici/-ae'],
14: ['Historici/-ae',
'Historici/-ae',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Scriptores Ecclesiastici'],
15: ['Historici/-ae',
'Poetae',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Epistolographi',
'Historici/-ae',
'Poetae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Epistolographi',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Rhetorici',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae'],
16: ['Mechanici',
'Poetae Philosophi',
'Geographi',
'Mathematici',
'Astronomici',
'Astrologici'],
17: ['Scriptores Erotici',
'Poetae Didactici',
'Lyrici/-ae',
'Lyrici/-ae',
'Lyrici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Lyrici/-ae',
'Philosophici/-ae',
'Mimographi',
'Epici/-ae'],
18: ['Comici',
'Comici',
'Comici',
'Historici/-ae',
'Comici',
'Philosophici/-ae',
'Comici',
'Grammatici',
'Musici',
'Grammatici',
'Tragici',
'Philosophici/-ae'],
19: ['Mathematici',
'Historici/-ae',
'Epici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Rhetorici',
'Historici/-ae',
'Historici/-ae'],
20: ['Philosophici/-ae',
'Astronomici',
'Astronomici',
'Philosophici/-ae',
'Doxographi',
'Grammatici',
'Paradoxographi',
'Philosophici/-ae',
'Comici',
'Philosophici/-ae',
'Philosophici/-ae',
'Lyrici/-ae',
'Tragici'],
21: ['Grammatici',
'Astrologici',
'Astrologici',
'Astrologici',
'Astrologici',
'Astrologici',
'Rhetorici',
'Lyrici/-ae',
'Astrologici',
'Astrologici',
'Astrologici',
'Astrologici'],
22: ['Comici',
'Medici',
'Medici',
'Comici',
'Comici',
'Comici',
'Comici',
'Medici',
'Medici',
'Grammatici',
'Medici'],
23: ['Grammatici',
'Rhetorici',
'Grammatici',
'Grammatici',
'Lexicographi',
'Grammatici',
'Philosophici/-ae',
'Atticistae',
'Grammatici',
'Grammatici',
'Philosophici/-ae',
'Grammatici',
'Atticistae',
'Philologi',
'Grammatici',
'Grammatici',
'Sophistae'],
24: ['Historici/-ae',
'Alchemistae',
'Philosophici/-ae',
'Alchemistae',
'Alchemistae',
'Alchemistae',
'Alchemistae',
'Alchemistae',
'Alchemistae',
'Alchemistae',
'Alchemistae'],
25: ['Historici/-ae',
'Grammatici',
'Geographi',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Comici',
'Grammatici'],
26: ['Philosophici/-ae',
'Historici/-ae',
'Medici',
'Alchemistae',
'Medici',
'Medici',
'Alchemistae',
'Paradoxographi',
'Epigrammatici/-ae',
'Medici',
'Medici',
'Alchemistae',
'Alchemistae',
'Medici',
'Grammatici',
'Philosophici/-ae',
'Medici',
'Medici',
'Alchemistae',
'Mathematici',
'Medici',
'Alchemistae',
'Medici',
'Medici',
'Philosophici/-ae',
'Medici',
'Medici',
'Philosophici/-ae'],
27: ['Comici',
'Historici/-ae',
'Poetae Medici',
'Comici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Poetae Philosophi',
'Philosophici/-ae',
'Parodii',
'Philosophici/-ae',
'Comici',
'Comici',
'Historici/-ae'],
28: ['Alchemistae',
'Comici',
'Historici/-ae',
'Lyrici/-ae',
'Alchemistae',
'Comici',
'Tragici',
'Tragici',
'Epici/-ae',
'Lyrici/-ae'],
29: ['Lyrici/-ae',
'Comici',
'Comici',
'Comici',
'Historici/-ae',
'Comici',
'Comici',
'Philosophici/-ae'],
30: ['Rhetorici',
'Oratores',
'Historici/-ae',
'Elegiaci',
'Astronomici',
'Epici/-ae'],
31: ['Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Apologetici',
'Historici/-ae'],
32: ['Historici/-ae',
'Alchemistae',
'Scriptores Fabularum',
'Sophistae',
'Parodii',
'Sophistae'],
33: ['Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Gnomici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Sophistae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae'],
34: ['Epici/-ae', 'Philosophici/-ae', 'Tragici', 'Scriptores Ecclesiastici'],
35: ['Historici/-ae',
'Historici/-ae',
'Grammatici',
'Historici/-ae',
'Philosophici/-ae',
'Paradoxographi',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Grammatici',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae'],
36: ['Historici/-ae',
'Comici',
'Philosophici/-ae',
'Philosophici/-ae',
'Comici'],
37: ['Elegiaci',
'Philosophici/-ae',
'Scriptores Ecclesiastici',
'Scriptores Erotici',
'Lyrici/-ae',
'Historici/-ae',
'Medici',
'Comici',
'Onirocritici',
'Philosophici/-ae',
'Lyrici/-ae',
'Historici/-ae',
'Historici/-ae'],
38: ['Medici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Lyrici/-ae'],
39: ['Rhetorici',
'Medici',
'Lyrici/-ae',
'Historici/-ae',
'Epigrammatici/-ae',
'Comici',
'Elegiaci',
'Historici/-ae',
'Historici/-ae',
'Epigrammatici/-ae',
'Poetae Medici',
'Philosophici/-ae',
'Elegiaci'],
40: ['Comici', 'Historici/-ae', 'Comici', 'Tragici', 'Comici', 'Comici'],
41: ['Comici',
'Historici/-ae',
'Rhetorici',
'Grammatici',
'Paradoxographi',
'Comici',
'Iambici'],
42: ['Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Epici/-ae',
'Epici/-ae',
'Elegiaci',
'Geographi'],
43: ['Comici', 'Historici/-ae', 'Comici', 'Medici'],
44: ['Epigrammatici/-ae',
'Historici/-ae',
'Mythographi',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Lyrici/-ae',
'Historici/-ae',
'Epigrammatici/-ae'],
45: ['Astronomici',
'Philologi',
'Epigrammatici/-ae',
'Philosophici/-ae',
'Astronomici',
'Historici/-ae',
'Mathematici',
'Astronomici'],
46: ['Epigrammatici/-ae',
'Epigrammatici/-ae',
'Iambici',
'Epici/-ae',
'Elegiaci',
'Historici/-ae',
'Lyrici/-ae',
'Bucolici'],
47: ['Historici/-ae',
'Mechanici',
'Tactici',
'Historici/-ae',
'Mechanici',
'Mechanici',
'Tactici',
'Comici',
'Philosophici/-ae',
'Geographi'],
48: ['Comici',
'Epigrammatici/-ae',
'Geographi',
'Lyrici/-ae',
'Poetae',
'Comici',
'Comici',
'Sophistae'],
49: ['Historici/-ae', 'Historici/-ae', 'Atticistae', 'Periegetae'],
50: ['Philosophici/-ae',
'Historici/-ae',
'Periegetae',
'Lyrici/-ae',
'Grammatici',
'Tragici',
'Philosophici/-ae',
'Grammatici'],
51: ['Grammatici', 'Grammatici', 'Grammatici'],
52: ['Historici/-ae',
'Tragici',
'Tragici',
'Philosophici/-ae',
'Comici',
'Historici/-ae',
'Comici'],
53: ['Lyrici/-ae',
'Comici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Comici',
'Philosophici/-ae',
'Grammatici',
'Historici/-ae',
'Lyrici/-ae',
'Philosophici/-ae'],
54: ['Historici/-ae',
'Medici',
'Epici/-ae',
'Medici',
'Medici',
'Historici/-ae',
'Sophistae',
'Historici/-ae',
'Comici',
'Lyrici/-ae',
'Comici']}
In [39]:
# least, most cohesive epithets
# which epithet has the most topics associated with it?
map_topics_count_epithet = {}
for topic, epithet_list in map_topic_epithets.items():
map_topics_count_epithet[topic] = len(epithet_list)
# map_topics_count_epithet
sorted_list_tuples = sorted(map_topics_count_epithet.items(), key=lambda x:x[1], reverse=True)
for topic_freq in sorted_list_tuples:
topic_number = str(topic_freq[0])
doc_freq = str(topic_freq[1])
print('Topic #{0} has {1} author-documents in it'.format(topic_number, doc_freq))
Topic #0 has 313 author-documents in it
Topic #5 has 73 author-documents in it
Topic #1 has 61 author-documents in it
Topic #4 has 61 author-documents in it
Topic #2 has 46 author-documents in it
Topic #15 has 34 author-documents in it
Topic #3 has 32 author-documents in it
Topic #26 has 28 author-documents in it
Topic #6 has 26 author-documents in it
Topic #14 has 17 author-documents in it
Topic #23 has 17 author-documents in it
Topic #10 has 16 author-documents in it
Topic #33 has 16 author-documents in it
Topic #35 has 16 author-documents in it
Topic #9 has 14 author-documents in it
Topic #27 has 14 author-documents in it
Topic #20 has 13 author-documents in it
Topic #37 has 13 author-documents in it
Topic #39 has 13 author-documents in it
Topic #12 has 12 author-documents in it
Topic #13 has 12 author-documents in it
Topic #17 has 12 author-documents in it
Topic #18 has 12 author-documents in it
Topic #21 has 12 author-documents in it
Topic #7 has 11 author-documents in it
Topic #19 has 11 author-documents in it
Topic #22 has 11 author-documents in it
Topic #24 has 11 author-documents in it
Topic #53 has 11 author-documents in it
Topic #54 has 11 author-documents in it
Topic #28 has 10 author-documents in it
Topic #47 has 10 author-documents in it
Topic #8 has 9 author-documents in it
Topic #44 has 9 author-documents in it
Topic #25 has 8 author-documents in it
Topic #29 has 8 author-documents in it
Topic #45 has 8 author-documents in it
Topic #46 has 8 author-documents in it
Topic #48 has 8 author-documents in it
Topic #50 has 8 author-documents in it
Topic #41 has 7 author-documents in it
Topic #42 has 7 author-documents in it
Topic #52 has 7 author-documents in it
Topic #11 has 6 author-documents in it
Topic #16 has 6 author-documents in it
Topic #30 has 6 author-documents in it
Topic #32 has 6 author-documents in it
Topic #40 has 6 author-documents in it
Topic #31 has 5 author-documents in it
Topic #36 has 5 author-documents in it
Topic #38 has 5 author-documents in it
Topic #34 has 4 author-documents in it
Topic #43 has 4 author-documents in it
Topic #49 has 4 author-documents in it
Topic #51 has 3 author-documents in it
In [40]:
# http://scikit-learn.org/stable/modules/clustering.html
In [41]:
dataset_array = df.values
print(dataset_array.dtype) # kmeans needs to be homogeneous data type (here, float64)
print(dataset_array)
float64
[[ 0.00447029 0.05895263 0. ..., 0. 0. 0. ]
[ 0.03648523 0.00372064 0. ..., 0. 0. 0. ]
[ 0.02766687 0.08782815 0.01896855 ..., 0. 0. 0. ]
...,
[ 0.02421671 0.00039392 0. ..., 0. 0.02970066 0. ]
[ 0.06487186 0. 0. ..., 0. 0. 0. ]
[ 0.01751561 0.04680817 0. ..., 0. 0. 0. ]]
In [42]:
# do I need to normalize
# sklearn.preprocessing.StandardScaler
from sklearn import preprocessing
In [43]:
# http://scikit-learn.org/stable/modules/preprocessing.html
# first load scaler and train on given data set
scaler = preprocessing.StandardScaler().fit(df)
In [44]:
scaler.mean_
Out[44]:
array([ 0.0709054 , 0.03282207, 0.01815201, 0.0181233 , 0.02293111,
0.01680302, 0.00896528, 0.00633562, 0.01149642, 0.00906641,
0.00835494, 0.00314838, 0.0123415 , 0.00569907, 0.00643966,
0.01098389, 0.00300645, 0.00570274, 0.02157525, 0.00841707,
0.00835467, 0.00583685, 0.00350616, 0.00580798, 0.0054131 ,
0.00618165, 0.01186366, 0.00678357, 0.00747626, 0.00445926,
0.00696079, 0.00341983, 0.00528735, 0.00670043, 0.00368747,
0.01144077, 0.00554392, 0.01655308, 0.00508752, 0.00369551,
0.00272407, 0.00431994, 0.00480709, 0.00302865, 0.00500274,
0.00279243, 0.00363589, 0.00391065, 0.00328024, 0.00270053,
0.00332566, 0.00182631, 0.00256264, 0.00399853, 0.00569248])
In [45]:
scaler.scale_
Out[45]:
array([ 0.04841692, 0.03625327, 0.03384434, 0.03055848, 0.04851152,
0.04956722, 0.03709944, 0.02370513, 0.02055793, 0.02782962,
0.04377916, 0.01661331, 0.02094097, 0.03133314, 0.03025515,
0.03358667, 0.02909155, 0.02601861, 0.02294695, 0.02148421,
0.02345582, 0.03586824, 0.03633723, 0.03075668, 0.03562095,
0.0190903 , 0.03337503, 0.01892857, 0.01945087, 0.02126293,
0.0164506 , 0.02103508, 0.01771615, 0.02824194, 0.02643301,
0.02414501, 0.01701791, 0.02307469, 0.02066211, 0.02905548,
0.02966352, 0.02009766, 0.02284042, 0.02422696, 0.0200221 ,
0.02251439, 0.02386037, 0.0293237 , 0.02046702, 0.024686 ,
0.02359134, 0.03022038, 0.02372199, 0.02089865, 0.02754077])
In [46]:
t0 = dt.datetime.utcnow()
# actually do normalization; can be reused for eg a training set
df_scaled = pandas.DataFrame(scaler.transform(df))
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
... finished in 0:00:00.002293
In [47]:
from sklearn import cluster
In [48]:
# Convert DataFrame to matrix (numpy.ndarray)
matrix = df_scaled.as_matrix()
km = cluster.KMeans(n_clusters=n_topics)
km.fit(matrix)
# Get cluster assignment labels
labels = km.labels_ # these are the topics 0-54; array([53, 53, 16, ..., 42, 16, 13]
# Format results as a DataFrame
df_clusters = pandas.DataFrame([df_scaled.index, labels]).T # add author names to the 0 col
In [49]:
df_clusters.head(5)
Out[49]:
0
1
0
0
1
1
1
6
2
2
24
3
3
30
4
4
30
In [50]:
%matplotlib inline
import matplotlib.pyplot as plt # pip install matplotlib
import matplotlib
matplotlib.style.use('ggplot')
# from pandas.tools.plotting import table
In [51]:
# this is a cluseter of the already-clustered kmeans topics; not very informative
plt.figure()
df_clusters.plot.scatter(x=0, y=1) # y is topics no., x is doc id
Out[51]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fddfa3f3c88>
<matplotlib.figure.Figure at 0x7fddf8f2c588>
In [52]:
# try clustering the original tfidf
# tfidf_dense = tfidf.toarray()
scaler = preprocessing.StandardScaler(with_mean=False).fit(tfidf) # either with_mean=False or make dense
# save scaler
scaler_fp = os.path.expanduser('~/cltk_data/user_data/tlg_lemmatized_no_accents_no_stops_tfidf_{0}features_scaler.pickle'.format(n_features))
joblib.dump(df_scaled, scaler_fp)
Out[52]:
['/root/cltk_data/user_data/tlg_lemmatized_no_accents_no_stops_tfidf_1000features_scaler.pickle']
In [53]:
import numpy as np
In [54]:
# direct Pandas conversion of sparse scipy matrix not supported
# Following http://stackoverflow.com/a/17819427
# df_scaled_tfidf = pandas.DataFrame(scaler.transform(tfidf))
# df_scaled_tfidf = pandas.DataFrame()
t0 = dt.datetime.utcnow()
scaler_tfidf = scaler.transform(tfidf) # sparse matrix of type '<class 'numpy.float64'>
pandas.SparseDataFrame([pandas.SparseSeries(scaler_tfidf[i].toarray().ravel()) for i in np.arange(scaler_tfidf.shape[0])])
df_scaled_tfidf = pandas.SparseDataFrame([pandas.SparseSeries(scaler_tfidf[i].toarray().ravel()) for i in np.arange(scaler_tfidf.shape[0])])
# type(df) # pandas.sparse.frame.SparseDataFrame
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
In [55]:
t0 = dt.datetime.utcnow()
# Convert DataFrame to matrix (numpy.ndarray)
matrix_tfidf = df_scaled_tfidf.as_matrix()
km_tfidf = cluster.KMeans(n_clusters=n_topics)
km_tfidf.fit(matrix_tfidf)
# Get cluster assignment labels
labels = km_tfidf.labels_ # these are the topics 0-54; array([53, 53, 16, ..., 42, 16, 13]
# Format results as a DataFrame
df_clusters_tfidf = pandas.DataFrame([df_scaled_tfidf.index, labels]).T # add author names to the 0 col
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
In [56]:
df_clusters_tfidf.head(10)
Out[56]:
0
1
0
0
33
1
1
33
2
2
28
3
3
31
4
4
13
5
5
14
6
6
14
7
7
51
8
8
3
9
9
30
In [57]:
plt.figure()
df_clusters_tfidf.plot.scatter(x=0, y=1) # y is topics no., x is doc id
Out[57]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fde0e7c2e10>
<matplotlib.figure.Figure at 0x7fde14fe3be0>
In [58]:
nmf_array = nmf.components_
In [59]:
t0 = dt.datetime.utcnow()
# nmf_dense = nmf_array.toarray()
scaler = preprocessing.StandardScaler().fit(nmf_array) # either with_mean=False or make dense
# save features
tfidf_matrix_scaler_fp = os.path.expanduser('~/cltk_data/user_data/tlg_lemmatized_no_accents_no_stops_tfidf_matrix_{0}features.pickle'.format(n_features))
joblib.dump(scaler, tfidf_matrix_scaler_fp)
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
... finished in 0:00:00.006931
In [60]:
df_scaled_nmf = pandas.DataFrame(scaler.transform(nmf_array))
In [61]:
# Convert DataFrame to matrix (numpy.ndarray)
matrix_nmf = df_scaled_nmf.as_matrix()
km_nmf = cluster.KMeans(n_clusters=n_topics)
km_nmf.fit(matrix_nmf)
# Get cluster assignment labels
labels = km_nmf.labels_ # these are the clusters 0-54; array([ 1, 4, 11, 14, 28, 9, 30,
# Format results as a DataFrame
df_clusters_nmf = pandas.DataFrame([df_scaled_nmf.index, labels]).T # add author names to the 0 col
In [62]:
df_clusters_nmf.head(10)
Out[62]:
0
1
0
0
1
1
1
7
2
2
5
3
3
8
4
4
4
5
5
2
6
6
16
7
7
25
8
8
29
9
9
12
In [63]:
plt.figure()
df_clusters_nmf.plot.scatter(x=0, y=1) #axis?
Out[63]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fde0abcf320>
<matplotlib.figure.Figure at 0x7fddf6f37be0>
Content source: kylepjohnson/ipython
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