Some sources:
In [4]:
import datetime as dt
import os
import sys
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 [21]:
extra_stops = ["ου", "τος", "τας", "αλλ", "εγω", "εαυτου", "ωσπερ", "τουτων", "οσος", "ουδεν", "καθ", "ος", "αυτον", "αυτην", "αυτους", "εκει", "εαυτου", "τοτε", "τουτου", "μετ", "αυτην", "αυτον", "νυ", "εμοι", "εμε", "παρ", "ταυτ", "πως", "σοι", "αμφι", "αμα", "τουτων", "ισος", "ον", "τε", "τουτ", "τοιαυτην", "εκει", "ρα", "αν1", "και", "δια", "ναι", "αμφι", "τε", "οσος", "ταδε", "τοδε", "ετερος", "ος", "ους", "ρα", "τηϲ", "τοιϲ", "προϲ", "ειϲ", "ανα", "μετ", "ινα", "πα", "επει", "αυτον", "καθ", "ινα", "μυ", "ποτε", "εμε", "ον", "τινα", "μα", "μη", "αυτοι", "αὐτος", "ωδε", "οὐ", "ου", "τος", "μα", "μη", "πυ", "πα", "ον", "ουδ", "ουτ", "μοι", "μος"]
In [22]:
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()
tokens = nltk_tokenize_words(text)
tokens = [token for token in tokens if token not in extra_stops]
text = ' '.join(tokens)
if reject_chars_less_than:
if len(text) < reject_chars_less_than:
continue
yield file_id, author, text
In [23]:
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))
... finished in 0:02:25.188125
Number of texts: 1137
In [24]:
# view all epithets:
get_epithets()
Out[24]:
['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 [25]:
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=greek_stops)
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 0:00:53.647959
In [26]:
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 0:00:09.663657
In [27]:
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 [28]:
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 2.85 | ου 1.01 | εχω 0.95 | τος 0.49 | ποιεω 0.47 | πα 0.37 | οιος 0.36 | τοιου 0.36 | αυτο 0.36 | μονον 0.35 | ολοξ 0.34 | δεω1 0.34 | ος 0.32 | μαλλον 0.31 | φημι 0.31 | ειπον 0.31 | παλιν 0.31 | παντα 0.3 | εαυτου 0.3 | κατ 0.28 |
Topic #1:
φημι 3.03 | ειμι 0.69 | φησι 0.41 | φησιν 0.36 | λεγει 0.3 | πρωτω 0.27 | γενεσθαι 0.27 | ιστορεω 0.22 | φασι 0.21 | καθα 0.21 | προτερος 0.2 | καλεω 0.19 | διος 0.17 | λεγεται 0.17 | υστερος 0.16 | αθηνη 0.16 | ιερον 0.15 | γουν 0.15 | διο 0.14 | λεγεσθαι 0.14 |
Topic #2:
ειμι 0.64 | κακοω 0.51 | ανηρ 0.39 | οραω 0.38 | ευ 0.33 | δοκεω 0.32 | κακον 0.31 | εχω 0.29 | απας 0.29 | ζαω 0.28 | ειδον 0.26 | εμεω 0.26 | αγαθος 0.25 | ποτ 0.23 | αει 0.22 | καλος 0.21 | νυ 0.21 | βιον 0.21 | οιδα 0.21 | καν 0.2 |
Topic #3:
χριστος 0.97 | θεαομαι 0.83 | θεος 0.48 | κυριου 0.4 | ιησου 0.4 | κυριος 0.37 | θεον 0.32 | ου 0.28 | χριστον 0.28 | αγιος 0.28 | υιος 0.27 | ανθρωπος 0.22 | μα 0.22 | πνευ 0.21 | λεγει 0.2 | προφητης 0.19 | ειμι 0.18 | πνευματος 0.18 | αγιου 0.18 | σωτηρ 0.17 |
Topic #4:
πολιν 0.53 | πολεως 0.5 | εκει 0.46 | πολυς 0.38 | εχω 0.38 | ανηρ 0.31 | ου 0.3 | εαυτου 0.28 | βασιλεως 0.28 | ειμι 0.28 | νος 0.27 | πολεμον 0.26 | ηδος 0.24 | αρχω 0.24 | πολει 0.23 | χωραν 0.22 | ταυτην 0.21 | εκεινου 0.21 | θεν 0.21 | απας 0.2 |
Topic #5:
πυρετος 0.67 | μα 0.61 | αιμα 0.49 | γινεται 0.49 | υλαω 0.31 | φυσιν 0.28 | πνευ 0.27 | σω 0.27 | θερμος 0.23 | υγρος 0.22 | σωματος 0.21 | γινονται 0.21 | θερμον 0.19 | σωματι 0.17 | ψυχρος 0.16 | οστεον 0.16 | υγρον 0.16 | μαλλον 0.15 | κεφαλη 0.15 | πνευματος 0.14 |
Topic #6:
πολις 2.46 | εθνος 0.27 | πολιν 0.21 | πολιτης 0.17 | χωριον 0.16 | σος 0.16 | χωρα 0.15 | οικεω 0.13 | καλεω 0.13 | πρωτω 0.09 | πρωτη 0.09 | τινες 0.09 | προτερον 0.09 | πλησιον 0.08 | πολεις 0.08 | ακρα 0.08 | ειμι 0.08 | λεγεται 0.07 | ιημι 0.07 | εστι 0.07 |
Topic #7:
πολιτης 1.37 | εθνος 0.28 | που 0.04 | δευτερα 0.02 | δεινος 0.01 | οινοω 0.01 | τινες 0.0 | εργον 0.0 | εποιησεν 0.0 | επομαι 0.0 | επτα 0.0 | επωχατο 0.0 | εργνυμι 0.0 | ερμη 0.0 | επιστημη 0.0 | ερχομαι 0.0 | ερω 0.0 | ερως 0.0 | εσσομαι 0.0 | εποιησε 0.0 |
Topic #8:
ιημι 1.83 | μα 0.39 | ονομα 0.22 | ρη 0.2 | δηλοω 0.15 | αγαω 0.14 | ον 0.14 | γινεται 0.11 | λεγεται 0.11 | γραφω 0.1 | οπου 0.1 | οθεν 0.05 | απτω 0.04 | σις 0.03 | ομηρος 0.03 | σημαινει 0.03 | τοπος 0.02 | εικοσι 0.02 | μαι 0.02 | υιον 0.02 |
Topic #9:
εχω 3.35 | χαλκεος 0.22 | μη 0.13 | χρυσοω 0.12 | ιστημι 0.09 | τρεω 0.09 | πους 0.09 | εστιν 0.09 | ποιεω 0.08 | εστι 0.08 | ειμι 0.08 | αγω 0.08 | μα 0.08 | υψος 0.07 | μεσον 0.07 | πεντε 0.06 | κος 0.06 | εκατον 0.05 | ον 0.05 | εικοσι 0.05 |
Topic #10:
αρον 1.38 | ειμι 0.43 | εστιν 0.37 | κυκλου 0.36 | εστι 0.35 | ιστημι 0.31 | θει 0.28 | σημει 0.24 | μειζων 0.24 | λογον 0.24 | ον 0.2 | πλευρα 0.18 | μειζονα 0.15 | λεγω 0.15 | αγω 0.15 | ευθειας 0.14 | τουτεστιν 0.13 | διχα 0.13 | ελασσων 0.12 | τουτεστι 0.09 |
Topic #11:
ετος 2.25 | υιος 0.18 | βασιλειας 0.14 | κοσμου 0.13 | εταζω 0.12 | αδαμ 0.09 | αρχω 0.09 | βασιλειαν 0.05 | περθω 0.05 | αιγυπτου 0.05 | ναος 0.05 | εικοσι 0.05 | ειτα 0.05 | δεκα 0.04 | λος 0.04 | γεγονε 0.04 | ιουδαιων 0.04 | ηως 0.03 | ιημι 0.03 | δυο 0.03 |
Topic #12:
καθως 1.09 | γενναω 0.71 | ιστορεω 0.32 | εαυτον 0.24 | τοιαυτης 0.17 | πατηρ 0.15 | ποταμος 0.14 | ορος 0.13 | υιον 0.13 | πολεμον 0.1 | νυκτος 0.08 | αθηνη 0.08 | γινεται 0.08 | γενομενος 0.07 | τιμην 0.06 | βασιλευς 0.06 | ρωμαιοι 0.06 | μητρος 0.06 | αιτιαν 0.06 | ζωιοω 0.05 |
Topic #13:
ου 3.22 | ανθρωπων 0.08 | διδωμι 0.08 | θεος 0.07 | πλεω 0.05 | ιππος 0.04 | ρανος 0.04 | νος 0.04 | γενεσθαι 0.04 | αποθνησκω 0.03 | παντα 0.03 | ερω 0.03 | ανθρωποις 0.03 | κρατεω 0.03 | ειδως 0.03 | πολυς 0.02 | θεον 0.02 | τουτω 0.01 | απερχομαι 0.01 | παντων 0.01 |
Topic #14:
μοιρας 0.87 | ηως 0.53 | κεφαλη 0.22 | ρα 0.22 | ωρα 0.17 | ωμος 0.15 | εσχατος 0.13 | κυκλου 0.13 | προτερος 0.12 | κει 0.11 | μαι 0.11 | τουτεστιν 0.09 | ηλιου 0.09 | αστρον 0.08 | νυκτος 0.08 | διος 0.07 | ακρα 0.06 | οφις 0.06 | παλιν 0.06 | κεφαλην 0.06 |
Topic #15:
ωφελεω 0.0 | εποιησεν 0.0 | εσχατος 0.0 | εστιν 0.0 | εστι 0.0 | εσσομαι 0.0 | ερως 0.0 | ερω 0.0 | ερχομαι 0.0 | ερμη 0.0 | εργον 0.0 | εργνυμι 0.0 | επωχατο 0.0 | επτα 0.0 | επομαι 0.0 | εποιησε 0.0 | ενταυ 0.0 | επιστημη 0.0 | επειτα 0.0 | επειδη 0.0 |
Topic #16:
ος 2.51 | αθηναι 0.67 | αθηναιων 0.19 | αθηνη 0.15 | ανηρ 0.13 | γενναω 0.11 | ελλην 0.11 | ρος 0.1 | προτερος 0.09 | μη 0.08 | ευρισκω 0.08 | εικοσι 0.07 | γραφω 0.07 | γενος 0.06 | αγων 0.06 | ναυ 0.05 | δευτερα 0.05 | γεγονεναι 0.05 | αρχαι 0.05 | πολεως 0.05 |
Topic #17:
αντι 1.78 | ομηρος 0.26 | σημαινει 0.24 | πλατων 0.2 | λεγεται 0.18 | ερω 0.15 | λεγουσιν 0.13 | αγαω 0.12 | οιος 0.12 | λεγει 0.11 | ητοι 0.11 | κυριως 0.11 | γινεται 0.1 | ειδος 0.09 | ονομα 0.09 | δηλοω 0.08 | κατ 0.08 | λεγειν 0.07 | διπλοος 0.07 | λεγουσι 0.06 |
Topic #18:
καλεω 2.3 | ιερον 0.18 | πρωτη 0.18 | αθηνη 0.14 | λεγεται 0.13 | ερχομαι 0.11 | πρωτω 0.11 | προτερος 0.06 | δεκα 0.06 | ερω 0.05 | οικος 0.05 | μεγα 0.05 | δις 0.05 | προτερον 0.03 | εις 0.03 | χειμων 0.03 | θεοι 0.03 | προ 0.03 | εισι 0.02 | γενομενος 0.02 |
Topic #19:
υδωρ 2.02 | θειου 0.25 | υγρον 0.19 | υγρος 0.17 | θερμον 0.14 | πυρος 0.14 | πυ 0.13 | θεω 0.12 | ειδος 0.09 | ειδομαι 0.08 | αχρι 0.07 | μονος 0.07 | αυτο 0.06 | αυτα 0.05 | θαλασσης 0.05 | εις 0.05 | στοιχειων 0.05 | λευκον 0.05 | ον 0.05 | οφθαλμους 0.04 |
Topic #20:
αρης 0.89 | ερμη 0.62 | σεληνη 0.62 | σεληνης 0.55 | ηλιος 0.37 | ζευς 0.28 | ηλιου 0.25 | διος 0.2 | ημερας 0.17 | γενηται 0.11 | οικος 0.11 | τοπω 0.11 | μοιρας 0.11 | οραω 0.1 | κλη 0.1 | δηλοω 0.1 | μοι 0.1 | ρος 0.1 | γινονται 0.09 | σημαινει 0.09 |
Topic #21:
ευ 2.51 | χομαι 0.14 | πολιν 0.13 | μητηρ 0.05 | αει 0.05 | ολοξ 0.04 | σωτηρ 0.04 | εγενοντο 0.04 | εις 0.04 | ενδιδωμι 0.03 | εαυτον 0.03 | χαριν 0.03 | θυμος 0.03 | σοφος 0.02 | σωζω 0.02 | ευρισκω 0.02 | κρατος 0.02 | ξις 0.01 | χειρ 0.01 | τιμαω 0.01 |
Topic #22:
αερα 0.55 | αερος 0.41 | απειρος 0.39 | γινεσθαι 0.37 | πυ 0.3 | ηλιος 0.28 | υδωρ 0.24 | πυρος 0.23 | στοιχει 0.22 | αστρον 0.22 | θερμον 0.21 | αρχην 0.2 | αηρ 0.2 | ηλιου 0.2 | γαι 0.17 | κοσμον 0.15 | ον 0.15 | ποιεω 0.14 | γενναω 0.13 | στοιχειων 0.13 |
Topic #23:
οιος 2.38 | ονομα 0.21 | γινεται 0.14 | λογου 0.1 | σημαινει 0.09 | προ 0.09 | ρη 0.09 | μακρος 0.08 | λεγεται 0.08 | ητοι 0.07 | απλοος 0.07 | κυριον 0.07 | προσωπου 0.06 | ιστεον 0.06 | εστι 0.06 | δευτερον 0.04 | μονογενης 0.04 | δηλοω 0.04 | τελους 0.04 | ειδος 0.04 |
Topic #24:
ειμι 0.5 | ερχομαι 0.41 | ιππος 0.4 | διος 0.38 | ενι 0.34 | ανηρ 0.34 | περ 0.34 | ενθα 0.33 | ρος 0.32 | μα 0.31 | αυ 0.31 | εχω 0.29 | αγω 0.29 | οστε 0.27 | πα 0.26 | ευ 0.26 | μεγα 0.26 | ος 0.25 | γαι 0.23 | νος 0.22 |
Topic #25:
αυ 1.9 | θις 0.57 | αειδω 0.21 | προτερος 0.2 | σοφος 0.2 | νος 0.14 | ιεροω 0.12 | θεοι 0.08 | χειροω 0.08 | πυρος 0.08 | χειρ 0.06 | πνευματος 0.06 | γενομενος 0.06 | απας 0.05 | μεγα 0.05 | νομον 0.04 | βασιλις 0.04 | ξανω 0.04 | εις 0.04 | ειδος 0.04 |
Topic #26:
βασιλευς 1.69 | βασιλεως 0.84 | βασιλεα 0.57 | βασιλις 0.45 | βασιλειας 0.21 | περθω 0.2 | βασιλικος 0.2 | σε 0.18 | ρωμαιων 0.17 | εκει 0.15 | ιωαννης 0.1 | θεν 0.09 | εκκλησιας 0.08 | υιος 0.08 | βασιλεια 0.07 | αρχω 0.07 | εισερχομαι 0.07 | ιππος 0.06 | υιον 0.06 | τουτω 0.06 |
Topic #27:
γαι 2.34 | ηλιος 0.25 | αστρον 0.22 | ρανος 0.19 | ηλιου 0.18 | ρα 0.11 | φαος 0.09 | θεος 0.09 | ουρανον 0.09 | οραω 0.08 | υγρος 0.08 | κοσμου 0.07 | μα 0.07 | κοσμον 0.06 | μεγας 0.06 | οικεω 0.06 | ελλην 0.05 | ανθρωποις 0.04 | χειμων 0.03 | πα 0.03 |
Topic #28:
γυνη 2.11 | γυναικος 0.13 | κεφαλην 0.09 | αναιρεω 0.09 | ελλην 0.07 | οικος 0.06 | κακοω 0.05 | σωκρατης 0.05 | θεος 0.04 | οθεν 0.04 | ονομα 0.03 | ζευς 0.03 | αυτας 0.03 | αρτι 0.02 | αφαιρεω 0.02 | χρυσοω 0.02 | χραω2 0.02 | βοηθεω 0.02 | ανδρος 0.02 | εαυτην 0.02 |
Topic #29:
νυ 2.06 | αρτι 0.21 | οπου 0.21 | αθηνη 0.16 | ερχομαι 0.12 | ειπε 0.06 | σεω 0.06 | θα 0.04 | ταχεως 0.03 | ενταυ 0.03 | οικεω 0.02 | λαβων 0.02 | κρατεω 0.02 | λογοις 0.02 | εμεω 0.0 | που 0.0 | εργον 0.0 | εργνυμι 0.0 | ερμη 0.0 | επτα 0.0 |
Topic #30:
πα 1.52 | παντα 1.11 | ολοξ 0.68 | παντων 0.31 | κατ 0.18 | φυσιν 0.17 | εργνυμι 0.16 | φυσις 0.14 | θεαομαι 0.14 | σεω 0.11 | μοι 0.09 | ρα 0.09 | τεχνης 0.08 | πολυς 0.08 | αιων 0.08 | πασης 0.07 | εκαστος 0.07 | παντος 0.07 | πυ 0.07 | λαμβανειν 0.06 |
Topic #31:
ιστορεω 2.3 | αναιρεω 0.27 | ενθα 0.12 | καθαπερ 0.11 | υιος 0.09 | φησιν 0.09 | μητρος 0.08 | αδελφον 0.07 | γενεσθαι 0.07 | εγενετο 0.06 | πεμπω 0.06 | οικεω 0.05 | αιτιαν 0.05 | χωρας 0.04 | πλη 0.04 | λεγεσθαι 0.04 | θος 0.03 | μα 0.03 | ονομα 0.03 | ιερον 0.03 |
Topic #32:
παι 1.77 | γενεσθαι 0.19 | πατηρ 0.18 | λεγει 0.15 | διος 0.14 | τιθημι 0.13 | διδωμι 0.13 | ειδον 0.11 | εκαστω 0.1 | εγενετο 0.09 | λεγεται 0.09 | εις 0.08 | λαμβανω 0.08 | δις 0.08 | αναιρεω 0.07 | εγενοντο 0.06 | υιος 0.06 | παιδος 0.06 | ερμη 0.06 | ερω 0.05 |
Topic #33:
ρωμαιων 1.68 | ρωμαιοι 0.63 | ρωμαιοις 0.46 | περθω 0.21 | εθνος 0.19 | πολεμου 0.11 | βασιλευς 0.11 | σφαζω 0.11 | πολεμον 0.09 | αρχη 0.08 | ανηρ 0.07 | αρχην 0.06 | τοινυν 0.06 | απας 0.05 | μα 0.04 | θις 0.04 | παντος 0.04 | βασιλειας 0.03 | τα 0.03 | πολεμεω 0.03 |
Topic #34:
λαβων 0.86 | ειτα 0.61 | μερος 0.5 | ημερας 0.48 | ηως 0.41 | χαλκεος 0.26 | οξος 0.24 | μερη 0.24 | θειου 0.2 | γενηται 0.19 | παλιν 0.18 | καλος 0.17 | αυτο 0.14 | υδωρ 0.12 | ιστημι 0.11 | χρυσοω 0.1 | ομοω 0.1 | θεω 0.09 | ολιγον 0.08 | εαω 0.08 |
Topic #35:
ειπον 2.14 | λεγω1 0.17 | γραφω 0.12 | ερχομαι 0.11 | αθηνη 0.09 | δει 0.08 | πατηρ 0.07 | αγων 0.06 | ακουω 0.06 | μυ 0.05 | λεγων 0.04 | ανθρωπος 0.04 | ειδον 0.04 | ιδων 0.04 | λογους 0.03 | παλιν 0.03 | οιδα 0.01 | ποτ 0.01 | εμεω 0.0 | τεχνην 0.0 |
Topic #36:
ποταμος 1.67 | εθνος 0.39 | μεχρι 0.25 | σος 0.17 | πολιν 0.15 | μερος 0.12 | ορος 0.11 | πολεις 0.11 | ακρα 0.09 | μαι 0.09 | θαλασσης 0.09 | κει 0.08 | θαλασσαν 0.08 | ονομα 0.08 | χωρας 0.08 | ταυτην 0.08 | ιερον 0.07 | κος 0.06 | ιος 0.06 | χωρα 0.06 |
Topic #37:
δω 0.98 | ρον 0.55 | ρος 0.48 | σεω 0.16 | ευρισκω 0.11 | κεφαλη 0.1 | ιστημι 0.09 | ηδος 0.07 | λεγεις 0.06 | αναιρεω 0.06 | τιθημι 0.06 | εμεω 0.05 | πολλη 0.05 | κει 0.04 | αει 0.04 | μαι 0.04 | εργον 0.04 | λευκον 0.03 | μητρος 0.03 | πολιν 0.03 |
Topic #38:
εϲτι 1.19 | ταϲ 0.69 | χρη 0.1 | γιγνεται 0.09 | χραω2 0.06 | ολοξ 0.05 | μαλλον 0.05 | φαρμακον 0.03 | ειτα 0.03 | κατ 0.03 | κεφαλην 0.02 | θερμος 0.02 | ηδος 0.02 | επειτα 0.02 | υγρος 0.02 | κατω 0.02 | αιμα 0.02 | ενιοτε 0.02 | βοηθεω 0.02 | οινοω 0.02 |
Topic #39:
δεω1 2.02 | ποιεω 0.32 | τεχνη 0.09 | πρα 0.09 | τουτοις 0.07 | μαλιστα 0.06 | μερος 0.06 | καιρος 0.05 | δου 0.05 | πολεμιων 0.05 | καλος 0.04 | τεχνης 0.04 | σφοδρα 0.03 | εκαστος 0.03 | γμα 0.02 | γενεσθαι 0.02 | χραω1 0.02 | ταυτας 0.01 | χρη 0.01 | λαμβανω 0.01 |
Topic #40:
ερως 1.57 | τιθημι 0.16 | ερχομαι 0.12 | καλος 0.11 | ποτ 0.1 | πασχω 0.08 | καλον 0.08 | ειδως 0.08 | οινος 0.08 | ειδον 0.07 | καλλος 0.07 | εμεω 0.07 | ειδομαι 0.06 | πολλα 0.05 | πλεον 0.05 | ιερον 0.04 | παντα 0.04 | ταυτης 0.04 | αειδω 0.03 | ενι 0.03 |
Topic #41:
εαυτου 1.65 | χρη 0.31 | τος 0.28 | ανηρ 0.25 | ανδρι 0.2 | γεγονεναι 0.18 | γυναικος 0.17 | νος 0.16 | ιουδαιων 0.11 | ανδρος 0.09 | χρηματων 0.07 | δηλοω 0.04 | ανθρωπων 0.03 | νεω 0.03 | μαλλον 0.03 | φωνην 0.03 | αδελφος 0.02 | ζωιον 0.02 | αρχω 0.02 | κοσμος 0.01 |
Topic #42:
ψυχη 1.42 | αρεταω 0.42 | σωματος 0.3 | ψυχην 0.2 | λογον 0.19 | νοος 0.19 | αρχω 0.19 | σω 0.17 | ολοξ 0.17 | εξις 0.16 | φυσει 0.15 | φυσιν 0.15 | θεος 0.15 | μα 0.14 | αλογος 0.13 | λογισμος 0.13 | ανθρωπος 0.13 | αγαθος 0.12 | αυτα 0.1 | ανθρωπω 0.09 |
Topic #43:
οταν 1.79 | ετερων 0.15 | τρεω 0.12 | ειδον 0.12 | ποιεω 0.12 | γινεται 0.1 | κακον 0.09 | φοβεω 0.08 | λευκος 0.06 | παντως 0.06 | κακα 0.05 | ανω1 0.04 | λεγει 0.04 | πρα 0.03 | σχη 0.03 | μα 0.02 | αιμα 0.02 | εις 0.02 | γιγνεται 0.01 | ειτα 0.01 |
Topic #44:
ορος 2.01 | αγω 0.42 | θαλασσαν 0.09 | ιερον 0.07 | γενεσθαι 0.05 | υστερος 0.03 | γενναω 0.03 | ειτα 0.03 | αιτιαν 0.03 | γενος 0.02 | οικεω 0.02 | οπου 0.02 | τοιουτων 0.02 | χωρας 0.02 | ομολογεω 0.02 | μεταξυ 0.02 | αιτιας 0.01 | ονομα 0.0 | ηως 0.0 | αγων 0.0 |
Topic #45:
οινος 1.01 | οινοω 0.78 | οξος 0.62 | ποιεω 0.37 | βοηθεω 0.21 | υδωρ 0.2 | δυναμιν 0.2 | σπερμα 0.18 | χραω2 0.15 | λευκος 0.14 | ωφελεω 0.13 | ομοιως 0.13 | αρτος 0.11 | πλη 0.11 | αγω 0.1 | θος 0.08 | θερμος 0.08 | ολοξ 0.07 | ον 0.07 | αρκεω 0.07 |
Topic #46:
παλιν 1.26 | οραω 0.75 | αει 0.66 | πανυ 0.38 | γουν 0.3 | πα 0.1 | αριθμεω 0.06 | οστε 0.02 | ταυτης 0.02 | κρατεω 0.02 | εις 0.01 | ωρα 0.01 | ημεραν 0.01 | πυ 0.01 | σεω 0.0 | εποιησεν 0.0 | εργον 0.0 | επωχατο 0.0 | επτα 0.0 | επομαι 0.0 |
Topic #47:
φησι 1.79 | φησιν 1.39 | λεγει 0.21 | γεγονεναι 0.18 | φασιν 0.15 | γενος 0.14 | πρωτω 0.13 | καλεω 0.13 | επτα 0.13 | σωκρατης 0.11 | πολεων 0.09 | ποιεω 0.04 | τοπους 0.04 | φασι 0.04 | δοκεω 0.04 | γενεσθαι 0.03 | μητερα 0.03 | αειδω 0.02 | ζαω 0.02 | δευτερα 0.02 |
Topic #48:
ειμι 4.65 | προτερος 0.16 | ανηρ 0.15 | εστιν 0.12 | διδωμι 0.09 | εστι 0.09 | πατηρ 0.08 | ον 0.08 | πολει 0.07 | υιος 0.07 | ονομα 0.06 | σωτηρ 0.06 | πρα 0.05 | εγενετο 0.05 | πολιν 0.05 | δοκεω 0.05 | χειρ 0.05 | εκατον 0.05 | ειτ 0.04 | ιημι 0.04 |
Topic #49:
ανδροω 1.55 | υιον 0.21 | λαμβανω 0.06 | πλει 0.05 | στος 0.04 | επτα 0.04 | δος 0.04 | σοφος 0.04 | ανηρ 0.02 | πολλα 0.02 | γενη 0.02 | αειδω 0.02 | σαρκος 0.02 | ελληνων 0.02 | ονομα 0.01 | μια 0.01 | ονοματι 0.01 | πειθω 0.01 | λεγων 0.01 | μονον 0.01 |
Topic #50:
μητε 1.27 | μηδε 0.43 | μηδ 0.13 | χρη 0.1 | βασιλειαν 0.1 | υπνος 0.09 | αγαω 0.09 | υβρις 0.08 | αριστος 0.08 | ιστημι 0.07 | ιδου 0.06 | φιλον 0.06 | ακουω 0.05 | ανηρ 0.05 | παιδος 0.05 | αγω 0.05 | σεω 0.04 | μεγαλα 0.04 | αηρ 0.04 | νικαω 0.03 |
Topic #51:
μος 1.26 | δη 0.84 | ερχομαι 0.21 | αθηναιων 0.09 | ιος 0.06 | θεον 0.04 | αθηναι 0.04 | θεαομαι 0.03 | γενει 0.03 | δεκα 0.03 | μητρος 0.03 | τοιου 0.02 | εισι 0.02 | μητηρ 0.02 | ιδων 0.01 | νεω 0.01 | ον 0.01 | χρηματα 0.0 | επομαι 0.0 | επιστημη 0.0 |
Topic #52:
δυο 2.0 | πεντε 0.27 | ειδον 0.17 | ποιεω 0.15 | ευρισκω 0.15 | ενος 0.14 | κος 0.14 | εις 0.11 | ειτα 0.11 | αριθμεω 0.1 | προτερος 0.1 | αριθμος 0.09 | χρεια 0.09 | ομοιως 0.08 | τρια 0.08 | τοιουτων 0.07 | ιστημι 0.06 | χαλκεος 0.06 | εισιν 0.05 | χος 0.05 |
Topic #53:
διαφερει 1.33 | φιλων 0.06 | σημαινει 0.04 | λεγεται 0.03 | ομηρος 0.02 | τοπω 0.01 | εποιησε 0.0 | επομαι 0.0 | επτα 0.0 | επωχατο 0.0 | εργνυμι 0.0 | εργον 0.0 | ερμη 0.0 | ερχομαι 0.0 | ερω 0.0 | ερως 0.0 | εσσομαι 0.0 | εποιησεν 0.0 | επειδη 0.0 | επιστημη 0.0 |
Topic #54:
θεαω 2.02 | ζευς 0.28 | διος 0.26 | θεους 0.15 | τιμαω 0.13 | θεον 0.13 | ποτ 0.12 | αναιρεω 0.11 | ανθρωπων 0.11 | αθηνη 0.1 | θεος 0.09 | μηδε 0.08 | κατ 0.07 | θεοι 0.07 | εις 0.07 | θεαομαι 0.06 | χαριν 0.06 | ευρισκω 0.05 | νομον 0.05 | πολεμον 0.04 |
In [29]:
tfidf.shape
Out[29]:
(1137, 1000)
In [30]:
doc_topic_distrib = nmf.transform(tfidf) # numpy.ndarray
In [31]:
doc_topic_distrib.shape
Out[31]:
(1137, 55)
In [32]:
df = pandas.DataFrame(doc_topic_distrib)
In [33]:
len(id_author_text_list)
Out[33]:
1137
In [34]:
authors_in_order = {index:_tuple[1] for index, _tuple in enumerate(id_author_text_list)}
print(len(authors_in_order))
1137
In [35]:
df = df.rename(authors_in_order)
Questions:
In [36]:
df
Out[36]:
0
1
2
3
4
5
6
7
8
9
...
45
46
47
48
49
50
51
52
53
54
Lepidus Hist.
0.000000
0.077545
0.000000
0.000000
0.000000
0.000000
0.140505
0.000000
0.000000
0.000000
...
0.000000
0.046851
0.000000
0.050216
0.000000
0.000000
0.000000
0.052111
0.000000
0.000000
Archippus Comic.
0.025486
0.000000
0.029728
0.017143
0.000000
0.000000
0.000000
0.000000
0.000000
0.070260
...
0.000000
0.040257
0.000000
0.081604
0.059330
0.000000
0.000000
0.000000
0.000000
0.000000
Menecrates Hist.
0.001895
0.000000
0.000000
0.016200
0.114572
0.000000
0.000000
0.000000
0.023178
0.006658
...
0.000000
0.000000
0.031162
0.006848
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Marinus Phil.
0.134530
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.001926
...
0.000000
0.000000
0.000000
0.065617
0.000000
0.000000
0.000000
0.018619
0.000000
0.000000
Troilus Soph.
0.134120
0.016393
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.014758
...
0.000000
0.000000
0.000000
0.045456
0.000000
0.000000
0.000000
0.013417
0.012661
0.000462
Apollinaris Theol.
0.094664
0.019815
0.000000
0.306342
0.000000
0.000000
0.000000
0.000000
0.000000
0.001562
...
0.000000
0.000000
0.033674
0.012656
0.000000
0.000000
0.000000
0.000000
0.000000
0.012929
Hermas Scr. Eccl., Pastor Hermae
0.062739
0.028607
0.016646
0.142850
0.008499
0.000000
0.000000
0.000000
0.000000
0.038199
...
0.000000
0.000000
0.053877
0.046298
0.000000
0.000000
0.000000
0.000000
0.000000
0.014377
Agatharchides Geogr.
0.137694
0.001862
0.000000
0.000000
0.109250
0.030776
0.001100
0.000000
0.000000
0.040167
...
0.000000
0.000000
0.053643
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Mnaseas Perieg.
0.038388
0.146409
0.000000
0.011157
0.023401
0.000000
0.096971
0.000000
0.000000
0.000000
...
0.000000
0.005002
0.033098
0.000000
0.000000
0.000000
0.000000
0.010700
0.000000
0.041010
Philoxenus Lyr.
0.020419
0.000000
0.033980
0.000000
0.032612
0.002088
0.000000
0.000000
0.010487
0.000000
...
0.000000
0.000000
0.000000
0.065623
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Boethus Phil.
0.092124
0.028817
0.000000
0.022588
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.010099
0.000000
0.011471
0.000000
0.000000
0.000000
0.000000
0.000000
0.052146
Joannes Actuarius Med.
0.129919
0.000000
0.000000
0.000000
0.036557
0.179788
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
Cephalion Hist. et Rhet.
0.022456
0.016388
0.000000
0.001012
0.154184
0.000000
0.000000
0.000000
0.017372
0.002768
...
0.000000
0.000000
0.000000
0.044843
0.000000
0.000000
0.000000
0.000000
0.000000
0.002441
Polycharmus Hist.
0.038223
0.008740
0.013933
0.000000
0.042876
0.000000
0.061748
0.110801
0.040297
0.028009
...
0.000000
0.000000
0.000000
0.043934
0.000000
0.000000
0.000000
0.012150
0.000000
0.017530
Stephanus Med.
0.099604
0.000000
0.000000
0.000000
0.000000
0.194033
0.000000
0.000000
0.000000
0.018060
...
0.000000
0.000000
0.000000
0.015140
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Alcman Lyr.
0.051240
0.021402
0.011880
0.000000
0.024630
0.000000
0.000000
0.000000
0.000000
0.029702
...
0.000000
0.000000
0.000000
0.027753
0.000000
0.021494
0.021698
0.000000
0.000000
0.021326
[Astrampsychus Magus] Onir.
0.011484
0.000000
0.025225
0.002294
0.023023
0.000000
0.000000
0.000000
0.000000
0.062222
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Archelaus Paradox.
0.009232
0.000000
0.000000
0.003769
0.000000
0.094809
0.000000
0.000000
0.000000
0.021983
...
0.000000
0.000000
0.000000
0.004663
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Eusebius Scr. Eccl.
0.068682
0.010664
0.000000
0.175443
0.013282
0.000000
0.000000
0.000000
0.000000
0.005556
...
0.000000
0.020877
0.001924
0.034895
0.000000
0.000000
0.000000
0.000000
0.000000
0.002714
Tryphon II Gramm.
0.083860
0.000000
0.000000
0.000881
0.000000
0.000000
0.000000
0.000000
0.000000
0.025625
...
0.000000
0.000000
0.000000
0.045919
0.000000
0.000000
0.000000
0.000000
0.000000
0.012372
Paeon Hist.
0.006300
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.028160
...
0.030262
0.039897
0.085436
0.000000
0.000000
0.000000
0.000000
0.053813
0.000000
0.000000
Cratinus Comic.
0.062955
0.000000
0.122050
0.000000
0.037683
0.000000
0.001580
0.000000
0.016121
0.042419
...
0.000000
0.000000
0.000000
0.049611
0.017340
0.000000
0.000000
0.000000
0.000000
0.000000
Pappus Math.
0.046897
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.020221
...
0.000000
0.000000
0.000000
0.030651
0.000000
0.000000
0.000000
0.008748
0.000000
0.000000
Theon Gramm.
0.029305
0.055587
0.014015
0.000000
0.021543
0.000000
0.138360
0.032147
0.000000
0.000000
...
0.000000
0.000000
0.008640
0.002076
0.000000
0.000000
0.000000
0.002435
0.000000
0.032118
Joannes Gramm. et Theol.
0.119769
0.006459
0.000000
0.135474
0.000000
0.047349
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.034672
0.000000
0.000000
0.000000
0.033308
0.000000
0.000000
Marcus Antonius Polemon Soph.
0.067357
0.000000
0.037795
0.000000
0.049245
0.000000
0.000000
0.000000
0.000000
0.002121
...
0.000000
0.000000
0.000000
0.095094
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Socrates Hist.
0.005168
0.017728
0.000000
0.000000
0.050034
0.047198
0.000000
0.000000
0.061783
0.000000
...
0.000000
0.054622
0.104008
0.015732
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Laonicus Chalcocondyles Hist.
0.017305
0.000891
0.000000
0.000000
0.249384
0.000000
0.012569
0.000000
0.008675
0.013035
...
0.000000
0.000000
0.000000
0.031987
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Simias Gramm.
0.000000
0.000000
0.000000
0.000000
0.011695
0.001341
0.000000
0.000000
0.022754
0.030007
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.008894
0.000000
0.000000
0.059782
Menander Protector Hist.
0.077540
0.009997
0.001211
0.000000
0.098029
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.013101
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
Andron Hist.
0.019021
0.046430
0.000000
0.000000
0.018213
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.011959
0.047878
0.000000
0.306631
0.000000
0.065543
0.021463
0.000000
0.000000
Aristaenetus Epist.
0.119973
0.022932
0.102396
0.000000
0.028390
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
0.003374
Daimachus Hist.
0.066229
0.027297
0.000000
0.000000
0.010842
0.000000
0.026334
0.000000
0.038089
0.000000
...
0.000000
0.000562
0.000000
0.034202
0.000000
0.000000
0.000000
0.048620
0.000000
0.000000
Aristocles Phil.
0.168372
0.011570
0.000048
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.046032
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Mesomedes Lyr.
0.026413
0.000000
0.008215
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.042658
...
0.000000
0.014309
0.000000
0.007901
0.000682
0.000000
0.000000
0.000000
0.000000
0.000000
Maeandrius Hist.
0.018754
0.095736
0.000000
0.005224
0.077957
0.000000
0.038676
0.000000
0.035929
0.011453
...
0.000000
0.000000
0.067381
0.030374
0.000000
0.000000
0.000000
0.005238
0.000000
0.000000
Nicephorus Bryennius Hist.
0.065163
0.000000
0.022001
0.000000
0.232981
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.007133
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Hipparchus Astron. et Geogr.
0.080377
0.028193
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.009048
...
0.000000
0.000000
0.001386
0.000000
0.000000
0.000000
0.000000
0.004093
0.000000
0.000000
Joannes Galenus Gramm.
0.154868
0.000000
0.000000
0.011782
0.001526
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.001540
0.000000
0.000000
0.000000
0.002660
0.000000
0.028286
Theophanes Hist.
0.065588
0.036864
0.000000
0.000000
0.013405
0.000000
0.000435
0.000000
0.014586
0.046113
...
0.000000
0.000000
0.000000
0.011845
0.000000
0.000000
0.000000
0.013873
0.000000
0.000000
Apollas Hist.
0.007697
0.035499
0.000000
0.000000
0.004868
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.169538
0.010125
0.000000
0.000000
0.000000
0.054083
0.000000
0.000000
Marcellus Hist.
0.016715
0.001064
0.000000
0.000000
0.037880
0.000000
0.004449
0.000000
0.000000
0.000000
...
0.000000
0.018371
0.000609
0.031485
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Hegesander Hist.
0.060508
0.168778
0.038660
0.000000
0.024893
0.000000
0.000000
0.000000
0.000000
0.004275
...
0.007119
0.000000
0.030319
0.018298
0.000000
0.000000
0.000000
0.015426
0.000000
0.002627
Posidippus Epigr.
0.013290
0.017174
0.055017
0.000000
0.000000
0.000000
0.000000
0.000000
0.010206
0.063169
...
0.000000
0.010055
0.000000
0.000000
0.000000
0.000000
0.001560
0.030165
0.000000
0.000000
Anonymus Photii Phil.
0.120979
0.052048
0.000000
0.011046
0.000000
0.000000
0.000000
0.000000
0.000000
0.008959
...
0.000000
0.004759
0.000000
0.024135
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Cleobulus Epigr. et Lyr.
0.016578
0.000000
0.023984
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.036975
...
0.000000
0.000000
0.000000
0.045075
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Ananius Iamb.
0.021255
0.000000
0.051877
0.000000
0.000000
0.003639
0.000000
0.000000
0.000000
0.021567
...
0.000000
0.007727
0.000000
0.000000
0.000000
0.000000
0.031929
0.000000
0.000000
0.000000
Joannes Archiereus Alchem.
0.063679
0.011166
0.002582
0.000000
0.005345
0.054757
0.000000
0.000000
0.000000
0.045854
...
0.071554
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.027698
0.000000
0.000000
Dionysius Μεταθέμενος Phil.
0.053543
0.057869
0.039768
0.000000
0.035429
0.000000
0.000000
0.000000
0.052296
0.010785
...
0.000000
0.060988
0.000108
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Oenomaus Phil.
0.090271
0.002362
0.062836
0.020866
0.037119
0.000000
0.002780
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.085715
0.000000
0.000000
0.000000
0.000000
0.000000
0.038775
Machon Comic.
0.063748
0.113954
0.094379
0.000000
0.013136
0.000000
0.000838
0.000000
0.000000
0.052709
...
0.000000
0.052295
0.016741
0.023497
0.000000
0.000000
0.000000
0.000000
0.000000
0.014477
Diodorus Comic.
0.025606
0.002915
0.126930
0.000000
0.003546
0.000000
0.031375
0.051502
0.011687
0.013778
...
0.000000
0.000000
0.000000
0.025260
0.000000
0.000000
0.000000
0.000000
0.000000
0.151969
Thales Phil.
0.079389
0.126129
0.025713
0.006252
0.045434
0.000000
0.000000
0.000000
0.013369
0.000000
...
0.000000
0.000000
0.000000
0.031056
0.003563
0.000000
0.000000
0.002789
0.000000
0.000000
Antiphon Soph.
0.123136
0.000000
0.086311
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.015941
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
Hesiodus Epic.
0.018573
0.006608
0.014811
0.000000
0.000000
0.000000
0.000000
0.000000
0.006185
0.040468
...
0.000000
0.000000
0.000000
0.021608
0.055819
0.000000
0.000000
0.000000
0.000000
0.128408
Marcus Aurelius Antoninus Imperator Phil.
0.153836
0.000000
0.063613
0.000000
0.000735
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.072959
0.000000
0.000000
0.000000
0.010143
Menodotus Hist.
0.064536
0.062359
0.000000
0.013519
0.044541
0.000000
0.000000
0.000000
0.000000
0.015800
...
0.005424
0.008132
0.054846
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.064685
Autolycus Astron.
0.008671
0.000000
0.000000
0.000000
0.000258
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.009951
0.000000
0.030687
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
[Eurytus] Phil.
0.058059
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.006230
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.022794
0.000000
0.014466
Nausicrates Comic.
0.012129
0.032806
0.055223
0.000000
0.000000
0.000000
0.000000
0.000000
0.048946
0.000000
...
0.000000
0.000000
0.000000
0.001202
0.000000
0.000000
0.000000
0.070191
0.000000
0.000000
1137 rows × 55 columns
In [37]:
# 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: Iamblichus Phil.
Top author of topic 1: Pythaenetus Hist.
Top author of topic 2: Menander Comic.
Top author of topic 3: Ignatius Scr. Eccl.
Top author of topic 4: Polyaenus Rhet.
Top author of topic 5: Theophilus Protospatharius et Stephanus Atheniensis Med.
Top author of topic 6: Capito Hist.
Top author of topic 7: Glaucus Hist.
Top author of topic 8: Philoxenus Gramm.
Top author of topic 9: Cleopatra Alchem.
Top author of topic 10: Serenus Geom.
Top author of topic 11: Manetho Hist.
Top author of topic 12: [Ctesiphon] Hist.
Top author of topic 13: Metrodorus Major Phil.
Top author of topic 14: Hipparchus Astron. et Geogr.
Top author of topic 15: Lepidus Hist.
Top author of topic 16: Hecataeus Hist.
Top author of topic 17: Lesbonax Gramm.
Top author of topic 18: Sannyrion Comic.
Top author of topic 19: Heliodorus Trag.
Top author of topic 20: Dorotheus Astrol.
Top author of topic 21: Mace(donius) Lyr.
Top author of topic 22: Anaximenes Phil.
Top author of topic 23: Anonymi Grammatici Gramm.
Top author of topic 24: Quintus Epic.
Top author of topic 25: Telestes Lyr.
Top author of topic 26: Magnus Hist.
Top author of topic 27: Limenius Lyr.
Top author of topic 28: [Brotinus] Phil.
Top author of topic 29: Creophylus Hist.
Top author of topic 30: Maiistas Epic.
Top author of topic 31: Isigonus Paradox.
Top author of topic 32: Cleobulus Epigr. et Lyr.
Top author of topic 33: Joannes Epiphaniensis Hist.
Top author of topic 34: Iamblichus Alchem.
Top author of topic 35: Phoebammon Soph.
Top author of topic 36: Marcianus Geogr.
Top author of topic 37: Claudius Iolaus Hist.
Top author of topic 38: Paulus Med.
Top author of topic 39: Pratinas Trag.
Top author of topic 40: Bion Bucol.
Top author of topic 41: Laetus Hist.
Top author of topic 42: [Theages] Phil.
Top author of topic 43: Sosicrates Comic.
Top author of topic 44: Dosiadas Lyr.
Top author of topic 45: Dioscorides Pedanius Med.
Top author of topic 46: Dromo Comic.
Top author of topic 47: Dei(l)ochus Hist.
Top author of topic 48: Philodamus Lyr.
Top author of topic 49: Andron Hist.
Top author of topic 50: [Myia] Phil.
Top author of topic 51: Diodorus Perieg.
Top author of topic 52: Dioxippus Comic.
Top author of topic 53: [Ammonius] Gramm.
Top author of topic 54: Philodemus Phil.
In [38]:
# 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 [39]:
#df_t.head(10)
df_t
Out[39]:
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
0.000000
0.025486
0.001895
0.134530
0.134120
0.094664
0.062739
0.137694
0.038388
0.020419
...
0.063748
0.025606
0.079389
0.123136
0.018573
0.153836
0.064536
0.008671
0.058059
0.012129
1
0.077545
0.000000
0.000000
0.000000
0.016393
0.019815
0.028607
0.001862
0.146409
0.000000
...
0.113954
0.002915
0.126129
0.000000
0.006608
0.000000
0.062359
0.000000
0.000000
0.032806
2
0.000000
0.029728
0.000000
0.000000
0.000000
0.000000
0.016646
0.000000
0.000000
0.033980
...
0.094379
0.126930
0.025713
0.086311
0.014811
0.063613
0.000000
0.000000
0.000000
0.055223
3
0.000000
0.017143
0.016200
0.000000
0.000000
0.306342
0.142850
0.000000
0.011157
0.000000
...
0.000000
0.000000
0.006252
0.000000
0.000000
0.000000
0.013519
0.000000
0.000000
0.000000
4
0.000000
0.000000
0.114572
0.000000
0.000000
0.000000
0.008499
0.109250
0.023401
0.032612
...
0.013136
0.003546
0.045434
0.000000
0.000000
0.000735
0.044541
0.000258
0.000000
0.000000
5
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.030776
0.000000
0.002088
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
6
0.140505
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.001100
0.096971
0.000000
...
0.000838
0.031375
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
0.000000
0.000000
0.000000
...
0.000000
0.051502
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
8
0.000000
0.000000
0.023178
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.010487
...
0.000000
0.011687
0.013369
0.000000
0.006185
0.000000
0.000000
0.000000
0.000000
0.048946
9
0.000000
0.070260
0.006658
0.001926
0.014758
0.001562
0.038199
0.040167
0.000000
0.000000
...
0.052709
0.013778
0.000000
0.000000
0.040468
0.000000
0.015800
0.000000
0.006230
0.000000
10
0.000000
0.000000
0.000000
0.016098
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.002457
0.000000
0.000000
0.277117
0.000000
0.000000
11
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.001841
0.000000
0.000000
0.000000
0.010626
0.000000
0.000000
0.000000
12
0.000000
0.000000
0.006372
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
13
0.000000
0.067509
0.010992
0.000000
0.000000
0.000000
0.072535
0.021389
0.033533
0.000000
...
0.000000
0.006223
0.001447
0.049019
0.009902
0.041502
0.018239
0.012985
0.037281
0.000000
14
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.001246
0.000000
0.000000
0.000000
0.000000
0.015909
0.000000
0.000000
15
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
16
0.000000
0.022716
0.025098
0.000000
0.000000
0.000000
0.000000
0.000000
0.006391
0.000000
...
0.000000
0.000000
0.008855
0.000000
0.002191
0.000000
0.063564
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
0.000000
...
0.000000
0.000000
0.000000
0.079829
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
18
0.000000
0.000000
0.033869
0.000000
0.000000
0.000000
0.000000
0.007493
0.054974
0.014738
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.016488
0.000000
0.000000
0.000000
19
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.004359
0.014367
0.059359
...
0.000000
0.000000
0.070531
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
20
0.000000
0.000000
0.028177
0.000000
0.000000
0.000000
0.000000
0.000000
0.011002
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.015348
0.000000
0.000000
0.041408
0.000000
0.000000
21
0.000000
0.000000
0.067364
0.007632
0.002440
0.000000
0.000000
0.004535
0.000000
0.001931
...
0.000000
0.058575
0.021401
0.000000
0.006807
0.024875
0.000000
0.000000
0.046817
0.000000
22
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000423
0.000000
0.000000
...
0.000000
0.000000
0.046121
0.000000
0.000000
0.000000
0.000000
0.086284
0.005501
0.000000
23
0.000000
0.000000
0.036502
0.004917
0.051731
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.003311
0.000000
0.032932
0.000000
0.000000
0.081683
0.000000
24
0.038991
0.004748
0.000000
0.000000
0.000000
0.000000
0.000000
0.007766
0.062125
0.044715
...
0.000000
0.000000
0.000000
0.000000
0.298872
0.000000
0.003696
0.000000
0.000000
0.000000
25
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000845
0.000000
0.000000
...
0.000479
0.000000
0.010913
0.000000
0.039609
0.000000
0.000000
0.000000
0.000000
0.000000
26
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.013204
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
27
0.000000
0.031652
0.000000
0.000000
0.000000
0.003527
0.000000
0.021812
0.000000
0.000000
...
0.000000
0.000000
0.026810
0.000000
0.036343
0.000000
0.000000
0.053462
0.000000
0.000000
28
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
0.022502
0.000000
0.000000
0.000000
0.000000
0.000000
29
0.000000
0.030744
0.000000
0.000000
0.000000
0.001509
0.000000
0.000000
0.000000
0.008144
...
0.000729
0.045460
0.000000
0.000000
0.000000
0.013045
0.045188
0.000000
0.009117
0.000000
30
0.000000
0.000000
0.000000
0.018498
0.000000
0.000000
0.027127
0.026229
0.009859
0.000000
...
0.011211
0.000000
0.000000
0.000000
0.000000
0.077140
0.000000
0.000000
0.037509
0.029940
31
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.047899
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.009227
0.000000
0.000000
0.000000
32
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.057588
...
0.000000
0.000000
0.000000
0.000000
0.023648
0.000000
0.000000
0.000000
0.000000
0.000000
33
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
34
0.000000
0.053339
0.000000
0.000000
0.000000
0.000000
0.000000
0.004387
0.000000
0.000000
...
0.000000
0.000000
0.003598
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
35
0.000000
0.000000
0.000000
0.000000
0.015243
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.106315
0.000000
0.026683
0.001262
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0.007938
0.000000
36
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0.076359
0.000000
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37
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0.024874
0.043824
...
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0.000791
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0.048273
0.000000
0.000000
0.221483
38
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...
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39
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...
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0.025999
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0.078468
0.000000
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40
0.000000
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...
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41
0.000000
0.000000
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0.000000
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0.002064
0.000000
0.000000
0.000000
...
0.020446
0.000000
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0.000000
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0.050196
0.012386
0.000000
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42
0.000000
0.000000
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0.026018
...
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0.030856
0.000000
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0.025886
0.000000
43
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0.000000
0.055149
0.000000
0.004445
0.000000
0.011935
0.000000
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0.000000
...
0.000000
0.000000
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0.002481
0.000000
0.013828
0.000000
0.074208
44
0.000000
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0.051979
0.000000
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0.006913
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...
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0.050540
0.000000
45
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0.040257
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...
0.052295
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0.000000
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48
0.050216
0.081604
0.006848
0.065617
0.045456
0.012656
0.046298
0.000000
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...
0.023497
0.025260
0.031056
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55 rows × 1137 columns
In [40]:
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: 48
Traditional epithet: Comici
Menecrates Hist.
NMF topic: 4
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: 3
Traditional epithet: Theologici
Hermas Scr. Eccl., Pastor Hermae
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Agatharchides Geogr.
NMF topic: 0
Traditional epithet: Geographi
Mnaseas Perieg.
NMF topic: 1
Traditional epithet: Periegetae
Philoxenus Lyr.
NMF topic: 48
Traditional epithet: Lyrici/-ae
Traditional epithet: Lyrici/-ae
Boethus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Joannes Actuarius Med.
NMF topic: 5
Traditional epithet: Medici
Cephalion Hist. et Rhet.
NMF topic: 4
Traditional epithet: Rhetorici
Polycharmus Hist.
NMF topic: 7
Traditional epithet: Historici/-ae
Stephanus Med.
NMF topic: 44
Traditional epithet: Medici
Alcman Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
[Astrampsychus Magus] Onir.
NMF topic: 29
Traditional epithet: Onirocritici
Archelaus Paradox.
NMF topic: 23
Traditional epithet: Paradoxographi
Eusebius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Tryphon II Gramm.
NMF topic: 17
Traditional epithet: Grammatici
Paeon Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Cratinus Comic.
NMF topic: 2
Traditional epithet: Comici
Pappus Math.
NMF topic: 10
Traditional epithet: Mathematici
Theon Gramm.
NMF topic: 6
Traditional epithet: Grammatici
Joannes Gramm. et Theol.
NMF topic: 3
Traditional epithet: Theologici
Marcus Antonius Polemon Soph.
NMF topic: 48
Traditional epithet: Sophistae
Socrates Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Laonicus Chalcocondyles Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Simias Gramm.
NMF topic: 24
Traditional epithet: Grammatici
Menander Protector Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Dionysius Geogr.
NMF topic: 6
Traditional epithet: Geographi
Traditional epithet: Geographi
Asclepiades Gramm. et Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Philetaerus Comic.
NMF topic: 11
Traditional epithet: Comici
Simonides Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Tyrtaeus Eleg.
NMF topic: 24
Traditional epithet: Elegiaci
Hieronymus Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Archilochus Eleg. et Iamb.
NMF topic: 24
Traditional epithet: Elegiaci
[Ecphantus] Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Joannes Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Georgius Monachus Chronogr.
NMF topic: 3
Traditional epithet: Chronographi
Theodorus Epist.
NMF topic: 2
Traditional epithet: Epistolographi
Apollodorus Mech.
NMF topic: 0
Traditional epithet: Mechanici
Hermocles Lyr.
NMF topic: 32
Traditional epithet: Lyrici/-ae
Marcellinus I Med.
NMF topic: 0
Traditional epithet: Medici
Anaxicrates Hist.
NMF topic: 32
Traditional epithet: Historici/-ae
Posidippus Comic.
NMF topic: 2
Traditional epithet: Comici
Philo Judaeus Senior Epic.
NMF topic: 16
Traditional epithet: Epici/-ae
Georgius Gramm.
NMF topic: 29
Traditional epithet: Grammatici
Philiscus Comic.
NMF topic: 6
Traditional epithet: Comici
Glaucus Hist.
NMF topic: 7
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Harmodius Hist.
NMF topic: 43
Traditional epithet: Historici/-ae
Lycus Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Gregorius Paroemiogr.
NMF topic: 2
Traditional epithet: Paroemiographi
Alciphron Rhet. et Soph.
NMF topic: 2
Traditional epithet: Sophistae
Crates Comic.
NMF topic: 2
Traditional epithet: Comici
Aëtius Doxogr.
NMF topic: 22
Traditional epithet: Doxographi
Anonymus Epicureus Phil.
NMF topic: 0
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: 8
Traditional epithet: Historici/-ae
Sopater Comic.
NMF topic: 9
Traditional epithet: Comici
Archimelus Epigr.
NMF topic: 16
Traditional epithet: Epigrammatici/-ae
Dicaearchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Diotogenes] Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Sostratus Gramm.
NMF topic: 12
Traditional epithet: Grammatici
Biton Mech.
NMF topic: 34
Traditional epithet: Mechanici
Amelesagoras Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Aeschylus Trag.
NMF topic: 24
Traditional epithet: Tragici
Traditional epithet: Tragici
Nicolaus I Mysticus Theol. et Epist.
NMF topic: 3
Traditional epithet: Theologici
Seniores Alexandrini Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Basilius Med. et Scr. Eccl.
NMF topic: 42
Traditional epithet: Medici
Pratinas Trag.
NMF topic: 50
Traditional epithet: Tragici
Sophocles Trag.
NMF topic: 2
Traditional epithet: Tragici
Hyperides Orat.
NMF topic: 4
Traditional epithet: Oratores
Michael Apostolius Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Phrynichus Attic.
NMF topic: 17
Traditional epithet: Atticistae
Sositheus Trag.
NMF topic: 21
Traditional epithet: Tragici
Theophanes Confessor Chronogr.
NMF topic: 11
Traditional epithet: Chronographi
Minucianus Junior Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Simylus Iamb.
NMF topic: 39
Traditional epithet: Iambici
Demodocus Eleg.
NMF topic: 10
Traditional epithet: Elegiaci
Alcidamas Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Clitarchus Gnom.
NMF topic: 42
Traditional epithet: Gnomici
Posidonius Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Dei(l)ochus Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Euripides Trag.
NMF topic: 2
Traditional epithet: Tragici
Callinicus Soph.
NMF topic: 49
Traditional epithet: Sophistae
Cornelius Alexander Polyhist.
NMF topic: 6
Traditional epithet: Polyhistorici
Cassius Iatrosophista Med.
NMF topic: 5
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: 3
Traditional epithet: Theologici
Pyrrhus Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Diogenianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Ignatius Biogr. et Poeta
NMF topic: 3
Traditional epithet: Biographi
Ammonius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Heliodorus Perieg.
NMF topic: 1
Traditional epithet: Periegetae
Lysanias Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Stephanus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Traditional epithet: Grammatici
Agathon Trag.
NMF topic: 48
Traditional epithet: Tragici
Joannes Anagnostes Hist. et Poeta
NMF topic: 4
Traditional epithet: Poetae
[Hippodamus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Aeschrion Lyr.
NMF topic: 16
Traditional epithet: Lyrici/-ae
Herodorus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Ephraem Syrus Theol.
NMF topic: 3
Traditional epithet: Theologici
Numenius Poet. Didac.
NMF topic: 24
Traditional epithet: Poetae Didactici
Philippides Comic.
NMF topic: 2
Traditional epithet: Comici
Tryphon I Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Joannes Chrysostomus Scr. Eccl., John Chrysostom
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Herodianus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Thrasyllus Hist.
NMF topic: 11
Traditional epithet: Historici/-ae
Apollonius Geom.
NMF topic: 10
Traditional epithet: Geometri
Metrodorus Major Phil.
NMF topic: 13
Traditional epithet: Philosophici/-ae
Eutropius Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Horapollo Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Evagrius Scholasticus Scr. Eccl.
NMF topic: 4
Traditional epithet: Scriptores Ecclesiastici
Aristocrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Archigenes Med.
NMF topic: 45
Traditional epithet: Medici
Favorinus Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Libanius Rhet. et Soph.
NMF topic: 2
Traditional epithet: Sophistae
Cercidas Iamb.
NMF topic: 13
Traditional epithet: Iambici
Meletius Med.
NMF topic: 5
Traditional epithet: Medici
[Zaleucus Nomographus] [Phil.]
NMF topic: 50
Traditional epithet: Philosophici/-ae
Theodorus Studites Scr. Eccl. et Theol.
NMF topic: 3
Traditional epithet: Theologici
Oecumenius Phil. et Rhet.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Lachares Soph.
NMF topic: 0
Traditional epithet: Sophistae
Theagenes Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Nonnus Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Synesius Alchem.
NMF topic: 35
Traditional epithet: Alchemistae
Georgius Syncellus Chronogr.
NMF topic: 11
Traditional epithet: Chronographi
Critolaus Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Aethlius Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Uranius Hist.
NMF topic: 7
Traditional epithet: Historici/-ae
Orion Gramm.
NMF topic: 8
Traditional epithet: Grammatici
Sosicrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Agroetas Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Didymus Caecus Scr. Eccl., Didymus the Blind
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Theagenes Phil.
NMF topic: 54
Traditional epithet: Philosophici/-ae
Theophilus Protospatharius, Damascius et Stephanus Atheniensis Med.
NMF topic: 5
Traditional epithet: Medici
[Theophilus] Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Gaius Acilius Hist. et Phil.
NMF topic: 31
Traditional epithet: Philosophici/-ae
Metrodorus Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Erasistratus Med.
NMF topic: 5
Traditional epithet: Medici
Eudocia Augusta Poeta
NMF topic: 24
Traditional epithet: Poetae
Charax Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Constantinus Manasses Hist. et Poeta
NMF topic: 4
Traditional epithet: Poetae
Demetrius Junior Comic.
NMF topic: 29
Traditional epithet: Comici
Julius Pollux Gramm.
NMF topic: 18
Traditional epithet: Grammatici
Matron Parodius
NMF topic: 24
Traditional epithet: Parodii
Diogenes Phil. et Trag.
NMF topic: 2
Traditional epithet: Philosophici/-ae
[Aristobulus] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Heron Mech.
NMF topic: 10
Traditional epithet: Mechanici
Petrus Scr. Eccl. et Theol.
NMF topic: 3
Traditional epithet: Theologici
Nicephorus Blemmydes Alchem.
NMF topic: 34
Traditional epithet: Alchemistae
Menecrates Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
[Sthenidas] Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Anthemius Math. et Mech.
NMF topic: 10
Traditional epithet: Mathematici
Athanasius Theol.
NMF topic: 3
Traditional epithet: Theologici
Metagenes Comic.
NMF topic: 7
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: 31
Traditional epithet: Grammatici
Damoxenus Comic.
NMF topic: 2
Traditional epithet: Comici
Philyllius Comic.
NMF topic: 48
Traditional epithet: Comici
Proxenus Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Teleclides Comic.
NMF topic: 48
Traditional epithet: Comici
Diodorus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Hieronymus Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Moses Alchem.
NMF topic: 34
Traditional epithet: Alchemistae
[Musaeus] Phil.
NMF topic: 16
Traditional epithet: Philosophici/-ae
Heniochus Comic.
NMF topic: 34
Traditional epithet: Comici
Eudemus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Timaeus Praxidas Astrol.
NMF topic: 20
Traditional epithet: Astrologici
Hierophilus Phil. et Soph.
NMF topic: 45
Traditional epithet: Sophistae
Sophron Mimogr.
NMF topic: 2
Traditional epithet: Mimographi
Thessalus Astrol. et Med.
NMF topic: 0
Traditional epithet: Medici
Nicolaus Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Dionysius Perieg.
NMF topic: 24
Traditional epithet: Periegetae
Anonymi De Astrologia Dialogus Astrol.
NMF topic: 0
Traditional epithet: Astrologici
Dionysius Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Michael Attaliates Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Euangelus Comic.
NMF topic: 49
Traditional epithet: Comici
Thomas Magister Philol.
NMF topic: 17
Traditional epithet: Philologi
Bion Math. et Phil.
NMF topic: 52
Traditional epithet: Philosophici/-ae
Aeneas Tact.
NMF topic: 4
Traditional epithet: Tactici
Philemon Comic.
NMF topic: 2
Traditional epithet: Comici
Philodemus Phil.
NMF topic: 54
Traditional epithet: Philosophici/-ae
Ignatius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Manuel Philes Poeta et Scr. Rerum Nat.
NMF topic: 2
Traditional epithet: Poetae
Ptolemais Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Barlaam Math., Theol. et Epist.
NMF topic: 10
Traditional epithet: Theologici
Musaeus Grammaticus Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
[Ctesiphon] Hist.
NMF topic: 12
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: 3
Traditional epithet: Theologici
Armenidas Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Chares Gnom.
NMF topic: 2
Traditional epithet: Gnomici
Lesbonax Rhet.
NMF topic: 2
Traditional epithet: Rhetorici
Aristoteles Phil. et Corpus Aristotelicum, Aristotle
NMF topic: 0
Traditional epithet: Philosophici/-ae
Lysippus Comic.
NMF topic: 45
Traditional epithet: Comici
Hermarchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Moschus Bucol.
NMF topic: 24
Traditional epithet: Bucolici
Magnus Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Anonymus Alexandri Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Epicharmus Comic. et Pseudepicharmea
NMF topic: 2
Traditional epithet: Comici
Aelius Theon Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Gregorius Thaumaturgus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Idaeus Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Lycophron Soph.
NMF topic: 42
Traditional epithet: Sophistae
Theognis Eleg.
NMF topic: 2
Traditional epithet: Elegiaci
Eusebius Scr. Eccl. et Theol.
NMF topic: 3
Traditional epithet: Theologici
Nicias Epigr.
NMF topic: 37
Traditional epithet: Epigrammatici/-ae
Pseudo-Galenus Med.
NMF topic: 0
Traditional epithet: Medici
Dionysius Chalcus Eleg.
NMF topic: 37
Traditional epithet: Elegiaci
Dinon Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Xenion Hist.
NMF topic: 7
Traditional epithet: Historici/-ae
Dioscorides Pedanius Med.
NMF topic: 45
Traditional epithet: Medici
Geminus Astron.
NMF topic: 20
Traditional epithet: Astronomici
Aristonicus Gramm.
NMF topic: 17
Traditional epithet: Grammatici
Demonax Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Antoninus Liberalis Myth.
NMF topic: 32
Traditional epithet: Mythographi
Polemon Perieg.
NMF topic: 1
Traditional epithet: Periegetae
Socrates Scholasticus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Anaxarchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Myia] Phil.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Sannyrion Comic.
NMF topic: 25
Traditional epithet: Comici
Thallus Hist.
NMF topic: 11
Traditional epithet: Historici/-ae
Manetho Astrol.
NMF topic: 20
Traditional epithet: Astrologici
Ion Phil. et Poeta
NMF topic: 16
Traditional epithet: Philosophici/-ae
Nicephorus Gregoras Hist.
NMF topic: 4
Traditional epithet: Theologici
Manetho Hist.
NMF topic: 11
Traditional epithet: Historici/-ae
Bato Hist. et Rhet.
NMF topic: 41
Traditional epithet: Rhetorici
Pelagius Alchem.
NMF topic: 34
Traditional epithet: Alchemistae
Nicephorus II Phocas Imperator Tact.
NMF topic: 4
Traditional epithet: Tactici
Timagenes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Sextus Julius Africanus Hist.
NMF topic: 45
Traditional epithet: Historici/-ae
Anonymus Manichaeus Biogr.
NMF topic: 35
Traditional epithet: Biographi
Duris Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Cineas Rhet.
NMF topic: 1
Traditional epithet: Rhetorici
Erinna Lyr.
NMF topic: 35
Traditional epithet: Lyrici/-ae
Diodorus Perieg.
NMF topic: 51
Traditional epithet: Periegetae
Celsus Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Ptolemaeus VIII Euergetes II [Hist.]
NMF topic: 26
Traditional epithet: Historici/-ae
Ctesias Hist. et Med.
NMF topic: 4
Traditional epithet: Medici
Nicocles Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Daimachus Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Flavius Josephus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Thrasymachus Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Apollodorus Carystius vel Apollodorus Gelous Comic.
NMF topic: 2
Traditional epithet: Comici
Basilius Theol.
NMF topic: 3
Traditional epithet: Theologici
Lesbonax Gramm.
NMF topic: 17
Traditional epithet: Grammatici
[Metopus] Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Serenus Geom.
NMF topic: 10
Traditional epithet: Geometri
Dionysius I [Trag.]
NMF topic: 28
Traditional epithet: Tragici
Pseudo-Mauricius Tact.
NMF topic: 39
Traditional epithet: Tactici
Porphyrius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Nepualius Med. et Phil.
NMF topic: 24
Traditional epithet: Medici
Philetas Eleg. et Gramm.
NMF topic: 24
Traditional epithet: Elegiaci
Pseudo-Dioscorides Med.
NMF topic: 45
Traditional epithet: Medici
Philonides Comic.
NMF topic: 45
Traditional epithet: Comici
Crobylus Comic.
NMF topic: 9
Traditional epithet: Comici
Neophron Trag.
NMF topic: 2
Traditional epithet: Tragici
Polybius Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Damon Mus.
NMF topic: 0
Traditional epithet: Musici
Theognis Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Semonides Eleg. et Iamb.
NMF topic: 2
Traditional epithet: Elegiaci
Demetrius Hist. et Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Theocritus Bucol.
NMF topic: 24
Traditional epithet: Bucolici
Leo Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Leo Phil.
NMF topic: 5
Traditional epithet: Philosophici/-ae
Ezechiel Trag.
NMF topic: 24
Traditional epithet: Tragici
Dionysius Scytobrachion Gramm.
NMF topic: 4
Traditional epithet: Grammatici
Palladius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Scylax Perieg.
NMF topic: 6
Traditional epithet: Periegetae
Philoxenus Lyr.
NMF topic: 48
Traditional epithet: Lyrici/-ae
Traditional epithet: Lyrici/-ae
Critolaus Phil.
NMF topic: 17
Traditional epithet: Philosophici/-ae
Zenobius Sophista [Paroemiogr.]
NMF topic: 0
Traditional epithet: Paroemiographi
Antiphanes Comic.
NMF topic: 2
Traditional epithet: Comici
Quintus Fabius Pictor Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Aelius Dionysius Attic.
NMF topic: 17
Traditional epithet: Atticistae
Theodorus Math.
NMF topic: 16
Traditional epithet: Mathematici
Philo Paradox.
NMF topic: 0
Traditional epithet: Paradoxographi
[Callicratidas] Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Alcaeus Comic.
NMF topic: 9
Traditional epithet: Comici
Claudius Ptolemaeus Math.
NMF topic: 14
Traditional epithet: Mathematici
Oppianus Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
[Butherus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Sappho Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Clearchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dieuchidas Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Claudius Casilon Gramm.
NMF topic: 18
Traditional epithet: Grammatici
Aristonous Lyr.
NMF topic: 25
Traditional epithet: Lyrici/-ae
Stephanus Med. et Phil.
NMF topic: 5
Traditional epithet: Medici
Aristomenes Comic.
NMF topic: 49
Traditional epithet: Comici
Arcadius Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Praxagoras Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Theon Math.
NMF topic: 14
Traditional epithet: Mathematici
Amphilochius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Athenio Comic.
NMF topic: 2
Traditional epithet: Comici
Maximus Confessor Theol.
NMF topic: 3
Traditional epithet: Theologici
Epictetus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dionysius Halicarnassensis Hist. et Rhet.
NMF topic: 4
Traditional epithet: Rhetorici
[Septem Sapientes] Phil.
NMF topic: 2
Traditional epithet: Philosophici/-ae
Lycon Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Dromo Comic.
NMF topic: 46
Traditional epithet: Comici
Isaeus Orat.
NMF topic: 41
Traditional epithet: Oratores
Mace(donius) Lyr.
NMF topic: 21
Traditional epithet: Lyrici/-ae
Cyrus Rhet.
NMF topic: 48
Traditional epithet: Rhetorici
Eumelus Epic.
NMF topic: 20
Traditional epithet: Epici/-ae
Lucius Licinius Lucullus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Beros(s)us Astrol. et Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Timocles Comic.
NMF topic: 2
Traditional epithet: Comici
Mnesimachus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Demosthenes Epic.
NMF topic: 6
Traditional epithet: Epici/-ae
Georgius Pachymeres Hist.
NMF topic: 4
Traditional epithet: Philosophici/-ae
Bato Comic.
NMF topic: 2
Traditional epithet: Comici
[Melissa] Phil.
NMF topic: 41
Traditional epithet: Philosophici/-ae
Syrianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theodotus Judaeus Epic.
NMF topic: 21
Traditional epithet: Epici/-ae
Sotades Comic.
NMF topic: 39
Traditional epithet: Comici
Neanthes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
[Brotinus] Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Hermias Apol.
NMF topic: 22
Traditional epithet: Apologetici
Sopater Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Asterius Sophista Scr. Eccl.
NMF topic: 3
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: 47
Traditional epithet: Historici/-ae
Epinicus Comic.
NMF topic: 48
Traditional epithet: Comici
Lollianus Scr. Erot.
NMF topic: 50
Traditional epithet: Scriptores Erotici
Pseudo-Lucianus Soph.
NMF topic: 2
Traditional epithet: Sophistae
Prodicus Soph.
NMF topic: 2
Traditional epithet: Sophistae
Amyntas Epigr.
NMF topic: 32
Traditional epithet: Epigrammatici/-ae
Gaius Suetonius Tranquillus Gramm. et Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Apollonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Julia Balbilla Lyr.
NMF topic: 25
Traditional epithet: Lyrici/-ae
Hephaestion Astrol.
NMF topic: 20
Traditional epithet: Astrologici
Marcellus Theol.
NMF topic: 3
Traditional epithet: Theologici
Demades Orat. et Rhet.
NMF topic: 4
Traditional epithet: Rhetorici
Hegesippus Comic.
NMF topic: 2
Traditional epithet: Comici
[Isis Prophetissa] Alchem.
NMF topic: 34
Traditional epithet: Alchemistae
Macarius Chrysocephalus Paroemiogr.
NMF topic: 2
Traditional epithet: Paroemiographi
Isocrates Orat.
NMF topic: 4
Traditional epithet: Oratores
Sotion [Paradox.]
NMF topic: 19
Traditional epithet: Paradoxographi
Athanis Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Ar(i)aethus Hist.
NMF topic: 32
Traditional epithet: Historici/-ae
Phaenias Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Anonymus Londinensis Med.
NMF topic: 5
Traditional epithet: Medici
[Agathodaemon] Alchem.
NMF topic: 34
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: 22
Traditional epithet: Philosophici/-ae
Hecataeus Hist.
NMF topic: 16
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Palladius Med.
NMF topic: 5
Traditional epithet: Medici
Melanippides Lyr.
NMF topic: 45
Traditional epithet: Lyrici/-ae
Aristophon Comic.
NMF topic: 2
Traditional epithet: Comici
Athenagoras Apol.
NMF topic: 0
Traditional epithet: Apologetici
Molpis Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Iamblichus Alchem.
NMF topic: 34
Traditional epithet: Alchemistae
Diophantus Math.
NMF topic: 10
Traditional epithet: Mathematici
Parm(en)iscus Phil.
NMF topic: 51
Traditional epithet: Philosophici/-ae
Pindarus Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Cassius Dio Hist., Dio Cassius
NMF topic: 4
Traditional epithet: Historici/-ae
Cratippus Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Aeschines Socraticus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Demetrius Comic.
NMF topic: 2
Traditional epithet: Comici
Philo Mech.
NMF topic: 0
Traditional epithet: Mechanici
Euphorion Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Melito Apol.
NMF topic: 3
Traditional epithet: Apologetici
Alexander Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Staphylus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Antonius Hagiographus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Dionysius Thrax Gramm.
NMF topic: 38
Traditional epithet: Grammatici
Cosmas Hieromonachus Alchem.
NMF topic: 34
Traditional epithet: Alchemistae
Strabo Geogr.
NMF topic: 0
Traditional epithet: Geographi
Persaeus Phil.
NMF topic: 16
Traditional epithet: Philosophici/-ae
Joannes Pediasimus Philol. et Rhet.
NMF topic: 24
Traditional epithet: Philologi
Aesopus Scr. Fab. et Aesopica
NMF topic: 0
Traditional epithet: Scriptores Fabularum
[Pempelus] Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Adamantius Theol.
NMF topic: 3
Traditional epithet: Theologici
Epicrates Comic.
NMF topic: 2
Traditional epithet: Comici
Antiphon Orat.
NMF topic: 2
Traditional epithet: Oratores
Anaximander Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Panyassis Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Severus Soph.
NMF topic: 35
Traditional epithet: Sophistae
Domitius Callistratus Hist.
NMF topic: 54
Traditional epithet: Historici/-ae
Carystius Hist.
NMF topic: 1
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: 24
Traditional epithet: Lyrici/-ae
Lycurgus Orat.
NMF topic: 4
Traditional epithet: Oratores
Aretaeus Med.
NMF topic: 38
Traditional epithet: Medici
Theodorus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
[Aristides] Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Sallustius Phil.
NMF topic: 54
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: 4
Traditional epithet: Historici/-ae
Theseus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Oenopides Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Nicolaus Comic.
NMF topic: 39
Traditional epithet: Comici
Joannes Cameniates Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Diogenes Phil.
NMF topic: 22
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: 1
Traditional epithet: Historici/-ae
Demon Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Alcmaeon Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hesychius Lexicogr.
NMF topic: 24
Traditional epithet: Lexicographi
Joannes Camaterus Astrol. et Astron.
NMF topic: 20
Traditional epithet: Astronomici
Pseudo-Sphrantzes Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Atticus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Sosthenes] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Phanocles Eleg.
NMF topic: 28
Traditional epithet: Elegiaci
Democritus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Apollonius Rhodius Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Myronianus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Theodorus Prodromus Poeta et Polyhist.
NMF topic: 0
Traditional epithet: Poetae
Eutychianus Hist.
NMF topic: 26
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: 4
Traditional epithet: Paradoxographi
Socrates Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Cratinus Junior Comic.
NMF topic: 9
Traditional epithet: Comici
Hippolytus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Apollodorus Gramm.
NMF topic: 11
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: 24
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Hierocles Phil.
NMF topic: 41
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Stephanus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pamprepius Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Joannes Doxapatres Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
[Theano] Phil.
NMF topic: 2
Traditional epithet: Philosophici/-ae
Apollonius Biogr.
NMF topic: 41
Traditional epithet: Biographi
Maximus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Alexis Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Agathias Scholasticus Epigr. et Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Zeno Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Eudemus Rhet.
NMF topic: 16
Traditional epithet: Rhetorici
Diodorus Rhet.
NMF topic: 4
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Cephisodorus Comic.
NMF topic: 10
Traditional epithet: Comici
Myron Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Papias Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Sosicrates Comic.
NMF topic: 43
Traditional epithet: Comici
Eudoxus Astron.
NMF topic: 21
Traditional epithet: Astronomici
Christodorus Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Aeschines Orat.
NMF topic: 4
Traditional epithet: Oratores
Pamphila Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Andron Geogr.
NMF topic: 49
Traditional epithet: Geographi
Trophonius Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Nicostratus Comic.
NMF topic: 2
Traditional epithet: Comici
Eratosthenes et Eratosthenica Philol.
NMF topic: 9
Traditional epithet: Philologi
Theodorus Theol.
NMF topic: 3
Traditional epithet: Theologici
Antonius Diogenes Scr. Erot.
NMF topic: 13
Traditional epithet: Scriptores Erotici
Joannes Gramm. et Poeta
NMF topic: 24
Traditional epithet: Poetae
Gregorius Nyssenus Theol.
NMF topic: 0
Traditional epithet: Theologici
Lucius Annaeus Cornutus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hegemon Epic.
NMF topic: 6
Traditional epithet: Epici/-ae
Leo Diaconus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Dorotheus Astrol.
NMF topic: 20
Traditional epithet: Astrologici
Nicetas Choniates Hist., Scr. Eccl. et Rhet.
NMF topic: 4
Traditional epithet: Rhetorici
Theodorus Heracleensis vel Theodorus Mopsuestenus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Philumenus Med.
NMF topic: 38
Traditional epithet: Medici
Laetus Hist.
NMF topic: 41
Traditional epithet: Historici/-ae
Theopompus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Phanodicus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Creophylus Hist.
NMF topic: 29
Traditional epithet: Historici/-ae
Procopius Rhet. et Scr. Eccl.
NMF topic: 3
Traditional epithet: Rhetorici
Anonymi Medici Med.
NMF topic: 5
Traditional epithet: Medici
Crito Hist.
NMF topic: 17
Traditional epithet: Historici/-ae
Acacius Theol.
NMF topic: 3
Traditional epithet: Theologici
Naumachius Epic.
NMF topic: 50
Traditional epithet: Epici/-ae
Valerius Babrius Scr. Fab.
NMF topic: 35
Traditional epithet: Scriptores Fabularum
Hippocrates Med. et Corpus Hippocraticum
NMF topic: 5
Traditional epithet: Medici
Didymus Gramm.
NMF topic: 4
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: 43
Traditional epithet: Grammatici
Timon Phil.
NMF topic: 30
Traditional epithet: Philosophici/-ae
Triphiodorus Epic. et Gramm.
NMF topic: 24
Traditional epithet: Epici/-ae
Michael Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Salaminius Hermias Sozomenus Scr. Eccl.
NMF topic: 4
Traditional epithet: Scriptores Ecclesiastici
Dioscurides Hist.
NMF topic: 45
Traditional epithet: Historici/-ae
Theopompus Comic.
NMF topic: 2
Traditional epithet: Comici
Hecataeus Hist.
NMF topic: 16
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Demaratus Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
[Aristaeus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Andriscus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Michael Glycas Astrol. et Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Irenaeus Theol.
NMF topic: 3
Traditional epithet: Theologici
Calliphon et Democedes Med. et Phil.
NMF topic: 11
Traditional epithet: Medici
Julianus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
[Charondas Nomographus] [Phil.]
NMF topic: 7
Traditional epithet: Philosophici/-ae
Nemesius Theol.
NMF topic: 0
Traditional epithet: Theologici
Timagoras Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Pseudo-Hippocrates Med.
NMF topic: 5
Traditional epithet: Medici
Lobo Poeta
NMF topic: 49
Traditional epithet: Poetae
Corinna Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Aristodemus Hist.
NMF topic: 16
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: 3
Traditional epithet: Apologetici
Timaeus Sophista Gramm.
NMF topic: 17
Traditional epithet: Grammatici
Flavius Justinianus Imperator Theol.
NMF topic: 0
Traditional epithet: Theologici
Cratylus Phil.
NMF topic: 48
Traditional epithet: Philosophici/-ae
[Chrysermus] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Quintus Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Joannes Chortasmenus Phil.
NMF topic: 10
Traditional epithet: Philosophici/-ae
Hippys Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Justinus Martyr Apol.
NMF topic: 3
Traditional epithet: Apologetici
Alexander Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Marcellus Poet. Med.
NMF topic: 25
Traditional epithet: Poetae Medici
Chariton Scr. Erot.
NMF topic: 2
Traditional epithet: Scriptores Erotici
Vettius Valens Astrol.
NMF topic: 20
Traditional epithet: Astrologici
Menophilus Poeta
NMF topic: 23
Traditional epithet: Poetae
Heliodorus Alchem. et Poeta
NMF topic: 21
Traditional epithet: Poetae
Ocellus Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
[Timotheus] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Diphilus Comic.
NMF topic: 2
Traditional epithet: Comici
Callixenus Hist.
NMF topic: 9
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: 0
Traditional epithet: Grammatici
[Demetrius] Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Polyclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Aresas] Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Sappho et Alcaeus Lyr.
NMF topic: 48
Traditional epithet: Lyrici/-ae
Timotheus Lyr.
NMF topic: 24
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: 3
Traditional epithet: Scriptores Ecclesiastici
[Longinus] Rhet., Pseudo-Longinus
NMF topic: 0
Traditional epithet: Rhetorici
Polycarpus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Constantinus VII Porphyrogenitus Imperator Hist.
NMF topic: 4
Traditional epithet: Rhetorici
Joannes Epiphaniensis Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Dionysius Hist.
NMF topic: 1
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: 41
Traditional epithet: Poetae Philosophi
Philostratus Major Soph.
NMF topic: 24
Traditional epithet: Sophistae
Simplicius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Josephus Genesius Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Joannes Malalas Chronogr.
NMF topic: 4
Traditional epithet: Chronographi
Pseudo-Zonaras Lexicogr.
NMF topic: 17
Traditional epithet: Lexicographi
Aristides Quintilianus Mus.
NMF topic: 0
Traditional epithet: Musici
Diogenes Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Hedylus Epigr.
NMF topic: 5
Traditional epithet: Epigrammatici/-ae
Callippus Hist.
NMF topic: 32
Traditional epithet: Historici/-ae
Timagetus Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Hermesianax Eleg.
NMF topic: 24
Traditional epithet: Elegiaci
Timolaus Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Pancrates Epigr.
NMF topic: 37
Traditional epithet: Epigrammatici/-ae
Achaeus Trag.
NMF topic: 48
Traditional epithet: Tragici
Philoxenus Gramm.
NMF topic: 8
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: 51
Traditional epithet: Grammatici
Menecrates Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Menecrates Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Eubulus Comic.
NMF topic: 2
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: 4
Traditional epithet: Historici/-ae
Juba II Rex Mauretaniae [Hist.]
NMF topic: 1
Traditional epithet: Historici/-ae
Philo Judaeus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Poliochus Comic.
NMF topic: 54
Traditional epithet: Comici
Priscianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Bion Bucol.
NMF topic: 40
Traditional epithet: Bucolici
Nicochares Comic.
NMF topic: 17
Traditional epithet: Comici
Bion Phil.
NMF topic: 2
Traditional epithet: Philosophici/-ae
Athenodorus Phil.
NMF topic: 8
Traditional epithet: Philosophici/-ae
Damastes Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Eudemus Poet. Med.
NMF topic: 52
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: 41
Traditional epithet: Tragici
Joannes Theol.
NMF topic: 3
Traditional epithet: Theologici
Clidemus Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Anaxippus Comic.
NMF topic: 46
Traditional epithet: Comici
Herodas Mimogr.
NMF topic: 2
Traditional epithet: Mimographi
Dius Phil.
NMF topic: 9
Traditional epithet: Philosophici/-ae
[Lucas Apostolus] Med.
NMF topic: 30
Traditional epithet: Medici
Nicander Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
[Theages] Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Lysimachus Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Pherecrates Comic.
NMF topic: 2
Traditional epithet: Comici
Joannes Cananus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Damon et Phintias Phil.
NMF topic: 51
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: 0
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: 11
Traditional epithet: Historici/-ae
Posidonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Epiphanius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Anaxagoras Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Asclepiodotus Tact.
NMF topic: 0
Traditional epithet: Tactici
Philostratus Junior Soph.
NMF topic: 2
Traditional epithet: Sophistae
Joannes Argyropulus Gramm.
NMF topic: 48
Traditional epithet: Grammatici
Carneiscus Phil.
NMF topic: 2
Traditional epithet: Philosophici/-ae
Stephanus Alchem.
NMF topic: 0
Traditional epithet: Alchemistae
Philochorus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Menander Comic.
NMF topic: 2
Traditional epithet: Comici
Moeris Attic.
NMF topic: 4
Traditional epithet: Atticistae
Joannes Zonaras Gramm. et Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Axionicus Comic.
NMF topic: 45
Traditional epithet: Comici
Amipsias Comic.
NMF topic: 52
Traditional epithet: Comici
Aeneas Phil. et Rhet.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Anonymi In Aristotelis Categorias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Phoenix Iamb.
NMF topic: 29
Traditional epithet: Iambici
Claudius Iolaus Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Hippocrates Math.
NMF topic: 22
Traditional epithet: Mathematici
Plato Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theophylactus Simocatta Epist. et Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Aristides Apol.
NMF topic: 3
Traditional epithet: Apologetici
Speusippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Choerilus Epic.
NMF topic: 40
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Nicophon Comic.
NMF topic: 5
Traditional epithet: Comici
Crinis Phil.
NMF topic: 10
Traditional epithet: Philosophici/-ae
Dictys Hist.
NMF topic: 4
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: 4
Traditional epithet: Poetae
Heraclides Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Philicus Lyr.
NMF topic: 37
Traditional epithet: Lyrici/-ae
Empedocles Poet. Phil.
NMF topic: 22
Traditional epithet: Poetae Philosophi
Procopius Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Pseudo-Apollodorus Myth.
NMF topic: 32
Traditional epithet: Mythographi
Anonymus Discipulus Isidori Milesii Mech.
NMF topic: 10
Traditional epithet: Mechanici
Gregorius Nazianzenus Theol.
NMF topic: 3
Traditional epithet: Theologici
Tiberius Rhet.
NMF topic: 43
Traditional epithet: Rhetorici
Teucer Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Diodorus Siculus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Pancrates Epic.
NMF topic: 24
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: 14
Traditional epithet: Poetae Philosophi
Evagrius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Paulus Astrol.
NMF topic: 20
Traditional epithet: Astrologici
Pseudo-Macarius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Demosthenes Orat.
NMF topic: 0
Traditional epithet: Oratores
[Menyllus] Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Ducas Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Marcus Cornelius Fronto Rhet.
NMF topic: 37
Traditional epithet: Rhetorici
Epimenides Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Hesychius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Athenaeus Mech.
NMF topic: 0
Traditional epithet: Mechanici
Severianus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
[Agathon] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Hermippus Gramm. et Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Nicanor Gramm.
NMF topic: 6
Traditional epithet: Grammatici
Hegesippus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Craterus Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Ister Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Paulus Med.
NMF topic: 38
Traditional epithet: Medici
Heraclides Criticus Perieg.
NMF topic: 6
Traditional epithet: Periegetae
Lysias Orat.
NMF topic: 4
Traditional epithet: Oratores
Theophilus Comic.
NMF topic: 2
Traditional epithet: Comici
Anonymi Grammatici Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Theophilus Protospatharius et Stephanus Atheniensis Med.
NMF topic: 5
Traditional epithet: Medici
Achilles Tatius Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Nymphis Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Aratus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Plato Comic.
NMF topic: 2
Traditional epithet: Comici
[Palaephatus] Myth.
NMF topic: 4
Traditional epithet: Mythographi
Hippias Hist.
NMF topic: 28
Traditional epithet: Historici/-ae
Zosimus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Maiistas Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Clemens Romanus Theol. et Clementina
NMF topic: 3
Traditional epithet: Theologici
Limenius Lyr.
NMF topic: 27
Traditional epithet: Lyrici/-ae
Critias Eleg., Phil. et Trag.
NMF topic: 2
Traditional epithet: Elegiaci
Epicurus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Callistratus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Choricius Rhet. et Soph.
NMF topic: 2
Traditional epithet: Sophistae
Soranus Med.
NMF topic: 5
Traditional epithet: Medici
Symeon Logothetes Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Mnesimachus Comic.
NMF topic: 2
Traditional epithet: Comici
Xenophon Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Aëtius Med.
NMF topic: 38
Traditional epithet: Medici
Georgius Acropolites Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Phanodemus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Polybius Rhet.
NMF topic: 17
Traditional epithet: Rhetorici
Seniores Apud Irenaeum Scr. Eccl.
NMF topic: 12
Traditional epithet: Scriptores Ecclesiastici
Ergias Hist.
NMF topic: 19
Traditional epithet: Historici/-ae
Diogenes Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
[Euryphamus] Phil.
NMF topic: 54
Traditional epithet: Philosophici/-ae
[Aretades] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Adrianus Rhet. et Soph.
NMF topic: 2
Traditional epithet: Sophistae
Antipater Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hipponax Iamb.
NMF topic: 24
Traditional epithet: Iambici
Aristocritus Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Apollonius Med.
NMF topic: 0
Traditional epithet: Medici
Zosimus Alchem.
NMF topic: 19
Traditional epithet: Alchemistae
Eunapius Hist. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Charon Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Bolus Med. et Phil.
NMF topic: 34
Traditional epithet: Medici
Astydamas Trag.
NMF topic: 48
Traditional epithet: Tragici
Valerius Apsines Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
[Dercyllus] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Harpocration Gramm.
NMF topic: 17
Traditional epithet: Grammatici
Aelius Dius Hist.
NMF topic: 16
Traditional epithet: Historici/-ae
Pausanias Perieg.
NMF topic: 4
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: 37
Traditional epithet: Scriptores Ecclesiastici
Strattis Comic.
NMF topic: 2
Traditional epithet: Comici
Joannes Protospatharius Gramm.
NMF topic: 0
Traditional epithet: Grammatici
[Hermesianax] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Protagorides Hist.
NMF topic: 32
Traditional epithet: Historici/-ae
Metrodorus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Callinus Eleg.
NMF topic: 24
Traditional epithet: Elegiaci
Ariston Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Sosibius Gramm.
NMF topic: 1
Traditional epithet: Grammatici
Demetrius Gramm.
NMF topic: 1
Traditional epithet: Grammatici
Apollodorus Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Hierotheus Alchem. et Poeta
NMF topic: 21
Traditional epithet: Poetae
Ephippus Comic.
NMF topic: 45
Traditional epithet: Comici
Dosiadas Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Nymphodorus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Arsenius Paroemiogr.
NMF topic: 2
Traditional epithet: Paroemiographi
Cleon Eleg.
NMF topic: 25
Traditional epithet: Elegiaci
Chamaeleon Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Menetor Hist.
NMF topic: 40
Traditional epithet: Historici/-ae
Iamblichus Scr. Erot.
NMF topic: 2
Traditional epithet: Scriptores Erotici
Nonnosus Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Lycon Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Antigonus Paradox.
NMF topic: 43
Traditional epithet: Paradoxographi
[Eccelus] Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Polyaenus Rhet.
NMF topic: 4
Traditional epithet: Rhetorici
Zenodorus Gramm.
NMF topic: 17
Traditional epithet: Grammatici
Diogenianus Gramm.
NMF topic: 2
Traditional epithet: Grammatici
Pythagoristae (D-K) Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Damippus Phil.
NMF topic: 9
Traditional epithet: Philosophici/-ae
Dexippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Phylarchus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Antimachus Eleg. et Epic.
NMF topic: 24
Traditional epithet: Elegiaci
Philippus Hist.
NMF topic: 1
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: 42
Traditional epithet: Philosophici/-ae
Hipparchus Comic.
NMF topic: 9
Traditional epithet: Comici
Apion Gramm.
NMF topic: 17
Traditional epithet: Grammatici
Xenocrates Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Symeon Metaphrastes Biogr. et Hist.
NMF topic: 11
Traditional epithet: Biographi
Thucydides Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Glaucus Hist.
NMF topic: 7
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Archelaus Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Ariston Apol.
NMF topic: 4
Traditional epithet: Apologetici
Theophilus Scr. Eccl.
NMF topic: 13
Traditional epithet: Scriptores Ecclesiastici
Crito Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Ptolemaeus Gramm.
NMF topic: 53
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: 2
Traditional epithet: Tragici
Rhianus Epic.
NMF topic: 6
Traditional epithet: Epici/-ae
Dionysius Soph.
NMF topic: 2
Traditional epithet: Sophistae
Anonymi De Barbarismo Et Soloecismo Gramm.
NMF topic: 17
Traditional epithet: Grammatici
Agathemerus Geogr.
NMF topic: 14
Traditional epithet: Geographi
Herillus Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Archelaus Alchem. et Poeta
NMF topic: 5
Traditional epithet: Poetae
Hegemon Parodius
NMF topic: 49
Traditional epithet: Parodii
Philippus II Rex Macedonum [Epist.]
NMF topic: 4
Traditional epithet: Epistolographi
Hypsicles Astron. et Math.
NMF topic: 10
Traditional epithet: Astronomici
Theodosius Diaconus Hist. et Poeta
NMF topic: 4
Traditional epithet: Poetae
Dinarchus Orat.
NMF topic: 4
Traditional epithet: Oratores
Maximus Astrol.
NMF topic: 20
Traditional epithet: Astrologici
Demetrius Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Solon Nomographus et Poeta
NMF topic: 2
Traditional epithet: Poetae
Xenagoras Geogr. et Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Amphis Comic.
NMF topic: 2
Traditional epithet: Comici
Hegesippus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Archestratus Parodius
NMF topic: 0
Traditional epithet: Parodii
Aristobulus Judaeus Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Colluthus Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Aristophanes Comic.
NMF topic: 2
Traditional epithet: Comici
Nicomachus Comic.
NMF topic: 2
Traditional epithet: Comici
Phoebammon Soph.
NMF topic: 35
Traditional epithet: Sophistae
Apollodorus Comic.
NMF topic: 2
Traditional epithet: Comici
Traditional epithet: Comici
Priscus Hist. et Rhet.
NMF topic: 33
Traditional epithet: Rhetorici
Callimachus Philol.
NMF topic: 24
Traditional epithet: Philologi
[Perictione] Phil.
NMF topic: 30
Traditional epithet: Philosophici/-ae
Hermias Hist.
NMF topic: 45
Traditional epithet: Historici/-ae
Iccus Phil.
NMF topic: 25
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: 3
Traditional epithet: Philologi
Ostanes Magus Alchem.
NMF topic: 19
Traditional epithet: Alchemistae
Euenus Eleg.
NMF topic: 30
Traditional epithet: Elegiaci
Polycrates Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Diocles Comic.
NMF topic: 2
Traditional epithet: Comici
Paulus Silentiarius Poeta
NMF topic: 24
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: 4
Traditional epithet: Scriptores Ecclesiastici
Clytus Hist.
NMF topic: 5
Traditional epithet: Historici/-ae
(H)eren(n)ius Philo Gramm. et Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
[Homerus] [Epic.]
NMF topic: 9
Traditional epithet: Epici/-ae
Hereas Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Georgius Choeroboscus Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Clearchus Comic.
NMF topic: 45
Traditional epithet: Comici
Apollonius Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Aristophanes Hist.
NMF topic: 32
Traditional epithet: Historici/-ae
Achilles Tatius Astron.
NMF topic: 27
Traditional epithet: Astronomici
Ibycus Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Dioscorus Poeta
NMF topic: 24
Traditional epithet: Poetae
Philosophus Anonymus Alchem.
NMF topic: 0
Traditional epithet: Alchemistae
Crates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Appianus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Alcaeus Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Pseudo-Dionysius Areopagita Scr. Eccl. et Theol.
NMF topic: 0
Traditional epithet: Theologici
Asterius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Clidemus Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Rufus Med.
NMF topic: 0
Traditional epithet: Medici
Gorgias Rhet. et Soph.
NMF topic: 48
Traditional epithet: Sophistae
Aristodemus Hist. et Myth.
NMF topic: 28
Traditional epithet: Historici/-ae
Theodectas Trag.
NMF topic: 0
Traditional epithet: Tragici
Olympiodorus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Menecles Hist.
NMF topic: 51
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: 24
Traditional epithet: Lyrici/-ae
Teles Phil.
NMF topic: 2
Traditional epithet: Philosophici/-ae
Eusebius Phil.
NMF topic: 41
Traditional epithet: Philosophici/-ae
Antyllus Med.
NMF topic: 5
Traditional epithet: Medici
Joannes Cinnamus Gramm. et Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Theodorus Scutariota Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Cleomedes Astron.
NMF topic: 27
Traditional epithet: Astronomici
Ptolemaeus Hist.
NMF topic: 16
Traditional epithet: Historici/-ae
Cyrillus Theol.
NMF topic: 3
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: 4
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: 40
Traditional epithet: Epigrammatici/-ae
[Hipparchus] Phil.
NMF topic: 5
Traditional epithet: Philosophici/-ae
Menestor Phil.
NMF topic: 5
Traditional epithet: Philosophici/-ae
Attalus Astron. et Math.
NMF topic: 14
Traditional epithet: Astronomici
Longus Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Heraclides Gramm.
NMF topic: 47
Traditional epithet: Grammatici
Aelius Herodianus et Pseudo-Herodianus Gramm. et Rhet.
NMF topic: 6
Traditional epithet: Rhetorici
Serapion Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Moero Epic.
NMF topic: 36
Traditional epithet: Epici/-ae
Hierotheus Alchem.
NMF topic: 34
Traditional epithet: Alchemistae
Diogenes Laertius Biogr.
NMF topic: 0
Traditional epithet: Biographi
Cleonides Mus.
NMF topic: 8
Traditional epithet: Musici
Archedicus Comic.
NMF topic: 2
Traditional epithet: Comici
Anna Comnena Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Epigenes Comic.
NMF topic: 34
Traditional epithet: Comici
Scamon Hist.
NMF topic: 25
Traditional epithet: Historici/-ae
Heraclides Lembus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Aristarchus Astron.
NMF topic: 10
Traditional epithet: Astronomici
Pseudo-Symeon Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Patrocles Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Diyllus Hist.
NMF topic: 16
Traditional epithet: Historici/-ae
Basilius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Choerilus Epic.
NMF topic: 40
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Satyrus Biogr.
NMF topic: 1
Traditional epithet: Biographi
Pherecydes Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Athenaeus Soph.
NMF topic: 1
Traditional epithet: Sophistae
Heraclitus Paradox.
NMF topic: 28
Traditional epithet: Paradoxographi
Plotinus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Demochares Hist. et Orat.
NMF topic: 16
Traditional epithet: Historici/-ae
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: 20
Traditional epithet: Astrologici
Demetrius Hist.
NMF topic: 34
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Sosipater Comic.
NMF topic: 39
Traditional epithet: Comici
Archytas Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Himerius Soph.
NMF topic: 4
Traditional epithet: Sophistae
Andromachus Poet. Med.
NMF topic: 24
Traditional epithet: Poetae Medici
Timaeus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Herodicus Gramm.
NMF topic: 8
Traditional epithet: Grammatici
[Onatas] Phil.
NMF topic: 13
Traditional epithet: Philosophici/-ae
Origenes Theol.
NMF topic: 3
Traditional epithet: Theologici
Apollonius Soph.
NMF topic: 17
Traditional epithet: Sophistae
Stephanus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Traditional epithet: Grammatici
Philosophus Christianus Alchem.
NMF topic: 19
Traditional epithet: Alchemistae
Moderatus Phil.
NMF topic: 46
Traditional epithet: Philosophici/-ae
[Clitophon] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Phileas Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Timocreon Lyr.
NMF topic: 2
Traditional epithet: Lyrici/-ae
Dosiadas Lyr.
NMF topic: 44
Traditional epithet: Lyrici/-ae
Theodoretus Scr. Eccl. et Theol.
NMF topic: 3
Traditional epithet: Theologici
Gaius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Polycrates Hist.
NMF topic: 7
Traditional epithet: Historici/-ae
Gorgias Hist.
NMF topic: 9
Traditional epithet: Historici/-ae
[Dositheus] Hist.
NMF topic: 28
Traditional epithet: Historici/-ae
Andocides Orat.
NMF topic: 4
Traditional epithet: Oratores
Asclepiades Myth.
NMF topic: 32
Traditional epithet: Mythographi
Elias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Satyrus Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
[Bryson] Phil.
NMF topic: 39
Traditional epithet: Philosophici/-ae
Promathidas Hist.
NMF topic: 48
Traditional epithet: Historici/-ae
Hesychius Illustrius Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Hippostratus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Timaeus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Heraclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Xanthus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Anaxandrides Comic.
NMF topic: 2
Traditional epithet: Comici
Hierocles Phil.
NMF topic: 41
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Aratus Astron. et Epic.
NMF topic: 24
Traditional epithet: Astronomici
Aristocles Paradox.
NMF topic: 1
Traditional epithet: Paradoxographi
Flavius Claudius Julianus Imperator Phil., Julian the Apostate
NMF topic: 0
Traditional epithet: Philosophici/-ae
Athenaeus Epigr.
NMF topic: 49
Traditional epithet: Epigrammatici/-ae
Orus Gramm.
NMF topic: 17
Traditional epithet: Grammatici
Sophronius Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Anacreon Lyr.
NMF topic: 40
Traditional epithet: Lyrici/-ae
Antagoras Epic.
NMF topic: 36
Traditional epithet: Epici/-ae
Hermogenes Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Timonides Hist.
NMF topic: 5
Traditional epithet: Historici/-ae
Demetrius Hist.
NMF topic: 34
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Straton Comic.
NMF topic: 38
Traditional epithet: Comici
Severus Iatrosophista Med.
NMF topic: 0
Traditional epithet: Medici
Isigonus Paradox.
NMF topic: 19
Traditional epithet: Paradoxographi
Philodamus Lyr.
NMF topic: 48
Traditional epithet: Lyrici/-ae
Sophilus Comic.
NMF topic: 46
Traditional epithet: Comici
Pseudo-Codinus Hist.
NMF topic: 26
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: Poetae
Ephraem Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Telestes Lyr.
NMF topic: 25
Traditional epithet: Lyrici/-ae
Dionysius Scr. Eccl.
NMF topic: 33
Traditional epithet: Scriptores Ecclesiastici
Sextus Empiricus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pappus Alchem.
NMF topic: 19
Traditional epithet: Alchemistae
Hellanicus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Georgius Cedrenus Chronogr.
NMF topic: 4
Traditional epithet: Chronographi
Andronicus Rhodius Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Melissus Phil.
NMF topic: 48
Traditional epithet: Philosophici/-ae
Athanasius Soph.
NMF topic: 0
Traditional epithet: Sophistae
Semus Gramm.
NMF topic: 51
Traditional epithet: Grammatici
Ptolemaeus Gnost.
NMF topic: 3
Traditional epithet: Gnostici
Dioxippus Comic.
NMF topic: 52
Traditional epithet: Comici
Euclides Geom.
NMF topic: 10
Traditional epithet: Geometri
Timonax Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Hippon Phil.
NMF topic: 19
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: 0
Traditional epithet: Grammatici
Cosmas Indicopleustes Geogr.
NMF topic: 3
Traditional epithet: Geographi
Apollodorus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Crito Comic.
NMF topic: 52
Traditional epithet: Comici
Nicaenetus Epic.
NMF topic: 45
Traditional epithet: Epici/-ae
Sphaerus Phil.
NMF topic: 37
Traditional epithet: Philosophici/-ae
[Phintys] Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Hegesianax Astron. et Epic.
NMF topic: 4
Traditional epithet: Astronomici
Comarius Alchem.
NMF topic: 19
Traditional epithet: Alchemistae
Theotimus Hist.
NMF topic: 21
Traditional epithet: Historici/-ae
Antiochus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Leontius Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Diotimus Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Aelianus Tact.
NMF topic: 0
Traditional epithet: Tactici
Araros Comic.
NMF topic: 2
Traditional epithet: Comici
Anaxandridas Hist.
NMF topic: 7
Traditional epithet: Historici/-ae
Dinias Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Cyrillus Scr. Eccl.
NMF topic: 3
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: 3
Traditional epithet: Apologetici
Pherecydes Myth. et Phil.
NMF topic: 54
Traditional epithet: Philosophici/-ae
[Ammonius] Gramm.
NMF topic: 53
Traditional epithet: Grammatici
Eupolis Comic.
NMF topic: 2
Traditional epithet: Comici
Agaclytus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Asius Eleg. et Epic.
NMF topic: 36
Traditional epithet: Elegiaci
Xenarchus Comic.
NMF topic: 2
Traditional epithet: Comici
[Agatharchides] Hist.
NMF topic: 12
Traditional epithet: Historici/-ae
Herodotus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Memnon Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Lynceus Comic.
NMF topic: 9
Traditional epithet: Comici
Joannes Scylitzes Hist.
NMF topic: 4
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: 37
Traditional epithet: Medici
Cleopatra Alchem.
NMF topic: 9
Traditional epithet: Alchemistae
Theophilus Protospatharius Med.
NMF topic: 5
Traditional epithet: Medici
Anonymi In Hermogenem Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Anatolius Math. et Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Philostephanus Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Anonymi In Aristotelis Sophisticos Elenchos Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pseudo-Phocylides Gnom.
NMF topic: 50
Traditional epithet: Gnomici
Alexander Rhet.
NMF topic: 25
Traditional epithet: Rhetorici
Ulpianus Gramm. et Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Onasander Tact.
NMF topic: 4
Traditional epithet: Tactici
Promathion Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Gennadius I Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Abydenus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Diogenes Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Theodosius Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Scriptor Incertus De Leone Armenio Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Anaximenes Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Michael Psellus Polyhist.
NMF topic: 0
Traditional epithet: Theologici
Dionysius Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
[Cebes] Phil.
NMF topic: 2
Traditional epithet: Philosophici/-ae
Mimnermus Eleg.
NMF topic: 24
Traditional epithet: Elegiaci
Michael Critobulus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Flavius Arrianus Hist. et Phil.
NMF topic: 4
Traditional epithet: Philosophici/-ae
Diodorus Rhet.
NMF topic: 4
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Alexander Lyr. et Trag.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Antidotus Comic.
NMF topic: 43
Traditional epithet: Comici
Carcinus Junior Trag.
NMF topic: 2
Traditional epithet: Tragici
Hermias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Cyrillus Biogr.
NMF topic: 3
Traditional epithet: Biographi
Archemachus Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Gaius Asinius Quadratus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Phocylides Eleg. et Gnom.
NMF topic: 10
Traditional epithet: Gnomici
Dionysius Comic.
NMF topic: 39
Traditional epithet: Comici
Archimedes Geom.
NMF topic: 10
Traditional epithet: Geometri
Democritus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Joel Chronogr.
NMF topic: 11
Traditional epithet: Chronographi
Anonymus Iamblichi Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Myrsilus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
[Clitonymus] Hist.
NMF topic: 12
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: 9
Traditional epithet: Comici
Teucer Astrol.
NMF topic: 14
Traditional epithet: Astrologici
Xenophon Scr. Erot.
NMF topic: 4
Traditional epithet: Scriptores Erotici
Heraclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Eparchides Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Anonymus Diodori Phil.
NMF topic: 21
Traditional epithet: Philosophici/-ae
Rufus Soph.
NMF topic: 23
Traditional epithet: Sophistae
Maximus Theol.
NMF topic: 0
Traditional epithet: Theologici
Megasthenes Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Salmanas Alchem.
NMF topic: 34
Traditional epithet: Alchemistae
Nicephorus I Scr. Eccl., Hist. et Theol.
NMF topic: 3
Traditional epithet: Theologici
Theognostus Gramm.
NMF topic: 23
Traditional epithet: Grammatici
Phaedimus Epigr.
NMF topic: 32
Traditional epithet: Epigrammatici/-ae
Agl(a)osthenes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Romanus Melodus Hymnographus
NMF topic: 3
Traditional epithet: Hymnographi
Leontius Mech.
NMF topic: 14
Traditional epithet: Mechanici
Polyzelus Comic.
NMF topic: 28
Traditional epithet: Comici
Herodes Atticus Soph.
NMF topic: 4
Traditional epithet: Sophistae
Phoenicides Comic.
NMF topic: 2
Traditional epithet: Comici
Olympiodorus Diaconus Scr. Eccl.
NMF topic: 3
Traditional epithet: Scriptores Ecclesiastici
Hermippus Comic.
NMF topic: 29
Traditional epithet: Comici
Galenus Med.
NMF topic: 0
Traditional epithet: Medici
Stesimbrotus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Straton Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Marcianus Geogr.
NMF topic: 36
Traditional epithet: Geographi
Georgius Sphrantzes Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Pythaenetus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Phillis Hist.
NMF topic: 25
Traditional epithet: Historici/-ae
Acesander Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Ammonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Callisthenes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Phrynichus Comic.
NMF topic: 2
Traditional epithet: Comici
Eriphus Comic.
NMF topic: 2
Traditional epithet: Comici
Joannes Med.
NMF topic: 5
Traditional epithet: Medici
Petron Phil.
NMF topic: 8
Traditional epithet: Philosophici/-ae
Callinicus Biogr.
NMF topic: 3
Traditional epithet: Biographi
Isyllus Lyr.
NMF topic: 51
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: 41
Traditional epithet: Comici
Heliodorus Trag.
NMF topic: 19
Traditional epithet: Tragici
Theophrastus Alchem. et Poeta
NMF topic: 21
Traditional epithet: Poetae
Homerus Epic., Homer
NMF topic: 24
Traditional epithet: Epici/-ae
Moschion Trag.
NMF topic: 2
Traditional epithet: Tragici
[Lysis] Phil.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Ephorus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Anaxilas Comic.
NMF topic: 2
Traditional epithet: Comici
Phrynichus Trag.
NMF topic: 40
Traditional epithet: Tragici
Philinus Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Lycophron Trag.
NMF topic: 24
Traditional epithet: Tragici
Eustratius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Parthenius Myth.
NMF topic: 4
Traditional epithet: Mythographi
Joannes Antiochenus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Antisthenes Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Euphro Comic.
NMF topic: 2
Traditional epithet: Comici
Cleanthes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Callias Comic.
NMF topic: 0
Traditional epithet: Comici
[Pythagoras] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Crateuas Med.
NMF topic: 45
Traditional epithet: Medici
Agathocles Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Aglaïs Poet. Med.
NMF topic: 37
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: 17
Traditional epithet: Medici
Eustathius Scr. Eccl. et Theol.
NMF topic: 3
Traditional epithet: Theologici
Crates Poet. Phil.
NMF topic: 2
Traditional epithet: Poetae Philosophi
Aristoxenus Mus.
NMF topic: 0
Traditional epithet: Musici
Apollonius Paradox.
NMF topic: 0
Traditional epithet: Paradoxographi
Alexis Comic.
NMF topic: 2
Traditional epithet: Comici
Theodoridas Epigr.
NMF topic: 24
Traditional epithet: Epigrammatici/-ae
Pythocles Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Heliodorus Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Artemon Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Nicocrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Artemon Hist.
NMF topic: 36
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: 3
Traditional epithet: Theologici
Acusilaus Hist.
NMF topic: 1
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: 31
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Aristocles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Mesomedes Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Maeandrius Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Nicephorus Bryennius Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Hipparchus Astron. et Geogr.
NMF topic: 14
Traditional epithet: Astronomici
Joannes Galenus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Theophanes Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Apollas Hist.
NMF topic: 47
Traditional epithet: Historici/-ae
Marcellus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Hegesander Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Posidippus Epigr.
NMF topic: 40
Traditional epithet: Epigrammatici/-ae
Anonymus Photii Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Cleobulus Epigr. et Lyr.
NMF topic: 32
Traditional epithet: Lyrici/-ae
Ananius Iamb.
NMF topic: 43
Traditional epithet: Iambici
Joannes Archiereus Alchem.
NMF topic: 22
Traditional epithet: Alchemistae
Dionysius Μεταθέμενος Phil.
NMF topic: 35
Traditional epithet: Philosophici/-ae
Oenomaus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Machon Comic.
NMF topic: 1
Traditional epithet: Comici
Diodorus Comic.
NMF topic: 54
Traditional epithet: Comici
Thales Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Antiphon Soph.
NMF topic: 0
Traditional epithet: Sophistae
Hesiodus Epic.
NMF topic: 24
Traditional epithet: Epici/-ae
Marcus Aurelius Antoninus Imperator Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Menodotus Hist.
NMF topic: 54
Traditional epithet: Historici/-ae
Autolycus Astron.
NMF topic: 10
Traditional epithet: Astronomici
[Eurytus] Phil.
NMF topic: 23
Traditional epithet: Philosophici/-ae
Nausicrates Comic.
NMF topic: 37
Traditional epithet: Comici
Now let's look at the variations of the respective clusters, nmf topic and epithets
In [41]:
# 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 [72]:
from collections import Counter
In [73]:
all_epithet_stats = []
for epithet, topics in map_epithet_topics.items():
total_docs = len(topics)
unique_topics = len(set(topics))
c = Counter(topics)
most_common_topic = c.most_common()[0][0]
topic_diversity = unique_topics / total_docs
epithet_stats = {'epithet': epithet,
'total_docs': total_docs,
'unique_topics': unique_topics,
'most_common_topic': most_common_topic,
'topic_diversity': topic_diversity}
all_epithet_stats.append(epithet_stats)
In [74]:
df = pandas.DataFrame(all_epithet_stats)
df
Out[74]:
epithet
most_common_topic
topic_diversity
total_docs
unique_topics
0
Lyrici/-ae
24
0.466667
30
14
1
Theologici
3
0.111111
36
4
2
Scriptores Fabularum
0
1.000000
2
2
3
Atticistae
17
0.750000
4
3
4
Elegiaci
24
0.500000
16
8
5
Sophistae
0
0.307692
39
12
6
Medici
5
0.302326
43
13
7
Philosophici/-ae
0
0.172775
191
33
8
Polyhistorici
6
1.000000
1
1
9
Apologetici
3
0.444444
9
4
10
Mimographi
2
0.500000
2
1
11
Hymnographi
3
1.000000
1
1
12
Biographi
3
0.666667
9
6
13
Poetae
4
0.421053
19
8
14
Gnomici
50
1.000000
4
4
15
Mathematici
10
0.555556
9
5
16
Rhetorici
0
0.350000
40
14
17
Geometri
10
0.250000
4
1
18
Poetae Didactici
24
1.000000
1
1
19
Philologi
24
0.833333
6
5
20
Paradoxographi
0
0.777778
9
7
21
Historici/-ae
4
0.162602
246
40
22
Comici
2
0.274725
91
25
23
Tactici
4
0.500000
6
3
24
Chronographi
11
0.500000
6
3
25
Gnostici
3
1.000000
1
1
26
Geographi
6
0.666667
9
6
27
Parodii
24
1.000000
3
3
28
Astronomici
10
0.538462
13
7
29
Iambici
24
1.000000
5
5
30
Poetae Medici
24
1.000000
4
4
31
Scriptores Erotici
0
0.625000
8
5
32
Astrologici
20
0.300000
10
3
33
Epici/-ae
24
0.333333
30
10
34
Bucolici
24
0.666667
3
2
35
Grammatici
0
0.403846
52
21
36
Musici
0
0.500000
4
2
37
Tragici
2
0.526316
19
10
38
Mythographi
32
0.400000
5
2
39
Onirocritici
0
1.000000
2
2
40
Poetae Philosophi
0
0.833333
6
5
41
Paroemiographi
2
0.400000
5
2
42
Epistolographi
0
1.000000
3
3
43
Mechanici
0
0.571429
7
4
44
Periegetae
1
0.666667
9
6
45
Scriptores Ecclesiastici
3
0.177778
45
8
46
Alchemistae
34
0.300000
20
6
47
Epigrammatici/-ae
32
0.700000
10
7
48
Lexicographi
24
1.000000
2
2
49
Oratores
4
0.400000
10
4
50
Doxographi
0
1.000000
2
2
In [43]:
# 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[43]:
[('Historici/-ae', 246),
('Philosophici/-ae', 191),
('Comici', 91),
('Grammatici', 52),
('Scriptores Ecclesiastici', 45),
('Medici', 43),
('Rhetorici', 40),
('Sophistae', 39),
('Theologici', 36),
('Lyrici/-ae', 30),
('Epici/-ae', 30),
('Alchemistae', 20),
('Poetae', 19),
('Tragici', 19),
('Elegiaci', 16),
('Astronomici', 13),
('Astrologici', 10),
('Epigrammatici/-ae', 10),
('Oratores', 10),
('Apologetici', 9),
('Biographi', 9),
('Mathematici', 9),
('Paradoxographi', 9),
('Geographi', 9),
('Periegetae', 9),
('Scriptores Erotici', 8),
('Mechanici', 7),
('Philologi', 6),
('Tactici', 6),
('Chronographi', 6),
('Poetae Philosophi', 6),
('Iambici', 5),
('Mythographi', 5),
('Paroemiographi', 5),
('Gnomici', 4),
('Atticistae', 4),
('Geometri', 4),
('Musici', 4),
('Poetae Medici', 4),
('Epistolographi', 3),
('Parodii', 3),
('Bucolici', 3),
('Scriptores Fabularum', 2),
('Mimographi', 2),
('Onirocritici', 2),
('Lexicographi', 2),
('Doxographi', 2),
('Polyhistorici', 1),
('Hymnographi', 1),
('Poetae Didactici', 1),
('Gnostici', 1)]
In [78]:
# 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 [79]:
#dict(map_topic_epithets)
In [87]:
all_topic_stats = []
for topic, epithets in map_topic_epithets.items():
total_epithets = len(epithets)
unique_epithets = len(set(epithets))
c = Counter(epithets)
most_common_epithet = c.most_common()[0][0]
epithet_diversity = unique_epithets / total_epithets
topic_stats = {'topic': topic,
'total_epithets': total_epithets,
'unique_epithets': unique_epithets,
'most_common_epithet': most_common_epithet,
'epithet_diversity': epithet_diversity}
all_topic_stats.append(topic_stats)
df = pandas.DataFrame(all_topic_stats)
df
Out[87]:
epithet_diversity
most_common_epithet
topic
total_epithets
unique_epithets
0
0.150000
Philosophici/-ae
0
220
33
1
0.155172
Historici/-ae
1
58
9
2
0.195122
Comici
2
82
16
3
0.150000
Scriptores Ecclesiastici
3
80
12
4
0.198020
Historici/-ae
4
101
20
5
0.250000
Medici
5
24
6
6
0.307692
Historici/-ae
6
26
8
7
0.375000
Historici/-ae
7
8
3
8
0.500000
Grammatici
8
8
4
9
0.466667
Comici
9
15
7
10
0.450000
Mathematici
10
20
9
11
0.545455
Historici/-ae
11
11
6
12
0.187500
Historici/-ae
12
16
3
13
0.833333
Philosophici/-ae
13
6
5
14
0.777778
Mathematici
14
9
7
15
0.500000
Historici/-ae
16
14
7
16
0.526316
Grammatici
17
19
10
17
0.333333
Historici/-ae
18
6
2
18
0.500000
Alchemistae
19
10
5
19
0.272727
Astrologici
20
11
3
20
0.777778
Poetae
21
9
7
21
0.352941
Philosophici/-ae
22
17
6
22
0.625000
Grammatici
23
8
5
23
0.305085
Epici/-ae
24
59
18
24
0.700000
Lyrici/-ae
25
10
7
25
0.142857
Historici/-ae
26
14
2
26
0.666667
Astronomici
27
3
2
27
0.750000
Historici/-ae
28
8
6
28
0.833333
Comici
29
6
5
29
0.666667
Historici/-ae
30
6
4
30
0.333333
Historici/-ae
31
9
3
31
0.333333
Historici/-ae
32
12
4
32
0.214286
Historici/-ae
33
14
3
33
0.357143
Alchemistae
34
14
5
34
0.857143
Sophistae
35
7
6
35
0.444444
Historici/-ae
36
9
4
36
0.714286
Historici/-ae
37
14
10
37
0.500000
Medici
38
6
3
38
0.571429
Comici
39
7
4
39
0.857143
Epigrammatici/-ae
40
7
6
40
0.800000
Philosophici/-ae
41
10
8
41
0.266667
Philosophici/-ae
42
15
4
42
0.857143
Comici
43
7
6
43
0.333333
Historici/-ae
44
9
3
44
0.400000
Comici
45
15
6
45
0.500000
Comici
46
4
2
46
0.181818
Historici/-ae
47
11
2
47
0.470588
Comici
48
17
8
48
0.875000
Comici
49
8
7
49
0.750000
Philosophici/-ae
50
8
6
50
0.714286
Grammatici
51
7
5
51
0.600000
Comici
52
5
3
52
0.666667
Grammatici
53
3
2
53
0.333333
Philosophici/-ae
54
9
3
In [47]:
# http://scikit-learn.org/stable/modules/clustering.html
In [48]:
dataset_array = df.values
print(dataset_array.dtype) # kmeans needs to be homogeneous data type (here, float64)
print(dataset_array)
float64
[[ 0. 0.07754461 0. ..., 0.05211096 0. 0. ]
[ 0.02548641 0. 0.02972809 ..., 0. 0. 0. ]
[ 0.00189544 0. 0. ..., 0. 0. 0. ]
...,
[ 0.00867074 0. 0. ..., 0. 0. 0. ]
[ 0.05805867 0. 0. ..., 0.02279445 0. 0.01446624]
[ 0.0121291 0.03280637 0.05522277 ..., 0.07019141 0. 0. ]]
In [49]:
# do I need to normalize
# sklearn.preprocessing.StandardScaler
from sklearn import preprocessing
In [50]:
# http://scikit-learn.org/stable/modules/preprocessing.html
# first load scaler and train on given data set
scaler = preprocessing.StandardScaler().fit(df)
In [51]:
scaler.mean_
Out[51]:
array([ 0.0639107 , 0.02206707, 0.02361666, 0.02155623, 0.03145717,
0.00959372, 0.00949862, 0.00283346, 0.00625861, 0.01442603,
0.00782186, 0.00699223, 0.00509698, 0.01207509, 0.00380417,
0. , 0.00992889, 0.00691232, 0.00760987, 0.00698809,
0.00660643, 0.00808588, 0.00734069, 0.00820843, 0.02221089,
0.00686544, 0.00855114, 0.00840206, 0.0062374 , 0.00624706,
0.00876823, 0.00764493, 0.00616411, 0.00627384, 0.00651731,
0.00654287, 0.00611768, 0.00367595, 0.00275596, 0.00610676,
0.00440088, 0.00564217, 0.00815183, 0.00510205, 0.00572966,
0.0067771 , 0.00520184, 0.00837632, 0.02419492, 0.00366645,
0.00382704, 0.00390222, 0.00726048, 0.00194177, 0.00729314])
In [52]:
scaler.scale_
Out[52]:
array([ 0.05106243, 0.03582592, 0.03948377, 0.06083138, 0.04919305,
0.03384145, 0.03714104, 0.01990953, 0.01783294, 0.0221736 ,
0.0421719 , 0.03406048, 0.0335237 , 0.01944899, 0.03253641,
1. , 0.02284901, 0.03248277, 0.02033699, 0.02494378,
0.03668578, 0.01923089, 0.03363376, 0.02506177, 0.04900518,
0.02263181, 0.03005846, 0.02013287, 0.01961547, 0.01652482,
0.01911399, 0.02305398, 0.02197301, 0.02830076, 0.03561409,
0.0185194 , 0.0256628 , 0.0271646 , 0.03425089, 0.01766238,
0.02620198, 0.01905279, 0.02961475, 0.01937339, 0.02275314,
0.02988567, 0.02079399, 0.02185304, 0.02424164, 0.02160777,
0.02403703, 0.02386364, 0.01974146, 0.03035562, 0.01976598])
In [53]:
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 0:00:00.001808
In [54]:
from sklearn import cluster
In [55]:
# 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 [56]:
df_clusters.head(5)
Out[56]:
0
1
0
0
8
1
1
52
2
2
46
3
3
7
4
4
7
In [57]:
%matplotlib inline
import matplotlib.pyplot as plt # pip install matplotlib
import matplotlib
matplotlib.style.use('ggplot')
# from pandas.tools.plotting import table
In [58]:
# 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[58]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f585c46a2e8>
<matplotlib.figure.Figure at 0x7f5862b2c208>
In [59]:
# 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[59]:
['/root/cltk_data/user_data/tlg_lemmatized_no_accents_no_stops_tfidf_1000features_scaler.pickle']
In [60]:
import numpy as np
In [61]:
# 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))
... finished in 0:00:19.331312
In [62]:
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))
... finished in 0:00:04.447597
In [63]:
df_clusters_tfidf.head(10)
Out[63]:
0
1
0
0
12
1
1
3
2
2
29
3
3
24
4
4
24
5
5
2
6
6
2
7
7
32
8
8
29
9
9
37
In [64]:
plt.figure()
df_clusters_tfidf.plot.scatter(x=0, y=1) # y is topics no., x is doc id
Out[64]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f586764feb8>
<matplotlib.figure.Figure at 0x7f5861ea4a20>
In [65]:
nmf_array = nmf.components_
In [66]:
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 0:00:00.002474
In [67]:
df_scaled_nmf = pandas.DataFrame(scaler.transform(nmf_array))
In [68]:
# 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 [69]:
df_clusters_nmf.head(10)
Out[69]:
0
1
0
0
1
1
1
14
2
2
9
3
3
4
4
4
2
5
5
6
6
6
23
7
7
12
8
8
37
9
9
18
In [70]:
plt.figure()
df_clusters_nmf.plot.scatter(x=0, y=1) #axis?
Out[70]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f5863d6c6a0>
<matplotlib.figure.Figure at 0x7f586991e7f0>
Content source: kylepjohnson/ipython
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