In [1]:
import datetime as dt
import os
import time
In [15]:
from cltk.corpus.greek.tlg.parse_tlg_indices import get_epithet_index
from cltk.corpus.greek.tlg.parse_tlg_indices import get_epithets
from cltk.corpus.greek.tlg.parse_tlg_indices import select_authors_by_epithet
from cltk.corpus.greek.tlg.parse_tlg_indices import get_epithet_of_author
from cltk.corpus.greek.tlg.parse_tlg_indices import get_id_author
from cltk.stop.greek.stops import STOPS_LIST as greek_stops
from cltk.tokenize.word import nltk_tokenize_words
from greek_accentuation.characters import base
import pandas # pip install pandas
from sklearn.decomposition import NMF # pip install scikit-learn scipy
from sklearn.externals import joblib
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.feature_extraction.text import CountVectorizer
In [3]:
def stream_lemmatized_files(corpus_dir):
# return all docs in a dir
user_dir = os.path.expanduser('~/cltk_data/user_data/' + corpus_dir)
files = os.listdir(user_dir)
for file in files:
filepath = os.path.join(user_dir, file)
with open(filepath) as fo:
yield fo.read()
In [4]:
def map_file_order_to_name(corpus_dir):
# read contents of dir, order and their tlg name
user_dir = os.path.expanduser('~/cltk_data/user_data/' + corpus_dir)
files = os.listdir(user_dir)
map_id_author = get_id_author() # {…, '1648': 'Pyrgion Hist.', '4017': 'Syrianus Phil.', …}
map_count_name = {}
for count, file in enumerate(files):
file_id = str(file[3:-4])
name = map_id_author[file_id]
map_count_name[count] = name
return map_count_name
In [5]:
map_file_count_name = map_file_order_to_name('tlg_lemmatized_no_accents_no_stops')
In [6]:
t0 = dt.datetime.utcnow()
data_samples = []
for text in stream_lemmatized_files('tlg_lemmatized_no_accents_no_stops'):
data_samples.append(text)
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
print('Number of texts:', len(data_samples))
... finished in 0:00:04.009329
Number of texts: 1823
In [7]:
# view all epithets:
get_epithets()
Out[7]:
['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 [17]:
t0 = dt.datetime.utcnow()
# tf-idf features
n_samples = 2000
n_features = 1000 # TODO: increase
n_topics = len(get_epithets())
n_top_words = 20
tfidf_vectorizer = TfidfVectorizer(max_df=1.0,
min_df=1,
max_features=n_features,
stop_words=None)
tfidf = tfidf_vectorizer.fit_transform(data_samples)
# save features
vector_fp = os.path.expanduser('~/cltk_data/user_data/tlg_lemmatized_no_accents_no_stops_tfidf_{0}features.pickle'.format(n_features))
joblib.dump(tfidf, vector_fp)
print('... finished in {}'.format(dt.datetime.utcnow() - t0))
# time on good server:
# 1000 features: 0:01:22
... finished in 0:01:29.587684
In [45]:
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_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 0:00:16.540701
In [13]:
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 [14]:
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 2.56 | ου 2.44 | τος 1.3 | αυ 1.04 | εχω 0.96 | τας 0.68 | αλλ 0.53 | δεω1 0.46 | τουτων 0.43 | ποιεω 0.43 | εαυτου 0.39 | εγω 0.39 | ωσπερ 0.37 | πα 0.36 | καθ 0.34 | ουδεν 0.33 | οσος 0.32 | ολοξ 0.32 | παντα 0.32 | ευ 0.31 |
Topic #1:
αυ 3.58 | τος 3.51 | αυτον 0.81 | αυτους 0.34 | αυτην 0.28 | τας 0.27 | εκει 0.23 | ειμι 0.21 | γαι 0.2 | τοτε 0.18 | ου 0.17 | εαυτου 0.17 | εγενετο 0.16 | ερχομαι 0.14 | τουτου 0.14 | μετ 0.14 | ηως 0.14 | εχω 0.14 | αδελφος 0.14 | πολυς 0.13 |
Topic #2:
εγω 4.18 | νυ 0.41 | εμεω 0.33 | εμοι 0.23 | εμε 0.22 | σευω 0.18 | οπως 0.18 | παρ 0.18 | οιδα 0.16 | ουδεν 0.14 | σοι 0.14 | ου 0.14 | πως 0.12 | αλλ 0.12 | σεω 0.12 | οραω 0.12 | ερχομαι 0.11 | ταυτ 0.11 | καγω 0.1 | ειπε 0.1 |
Topic #3:
φημι 3.37 | αυτον 0.44 | ειμι 0.36 | πρωτω 0.26 | φησι 0.25 | γενεσθαι 0.23 | λεγει 0.22 | φησιν 0.22 | φασι 0.22 | ιστορεω 0.2 | καθα 0.2 | αθηνη 0.17 | υστερος 0.16 | ποτε 0.16 | ομηρος 0.15 | λεγεται 0.14 | αθηναι 0.13 | λεγεσθαι 0.13 | γεγονεναι 0.13 | επος 0.12 |
Topic #4:
ου 4.54 | τε 0.64 | αλλ 0.51 | εμοι 0.11 | ουδ 0.1 | οιδα 0.1 | μονον 0.09 | ουδεν 0.09 | δοκεω 0.08 | σοι 0.08 | αρτι 0.08 | μονος 0.08 | ανθρωπος 0.08 | μαλλον 0.07 | εμεω 0.07 | οραω 0.07 | ουχι 0.06 | ανθρωποις 0.06 | ιδων 0.06 | καλον 0.06 |
Topic #5:
ειμι 0.53 | αλλ 0.47 | γαι 0.46 | ουδ 0.42 | μα 0.39 | ερχομαι 0.38 | θεαω 0.38 | αμφι 0.38 | ενι 0.36 | ιππος 0.35 | εχω 0.33 | αυ 0.32 | ενθα 0.32 | ου 0.32 | παντα 0.3 | ευ 0.3 | νυ 0.3 | μεγα 0.29 | αγω 0.28 | επει 0.27 |
Topic #6:
εχω 3.76 | μη 0.16 | εστι 0.14 | χαλκεος 0.11 | δυο 0.11 | κος 0.08 | τρεω 0.08 | κακοω 0.08 | εστιν 0.07 | ακρα 0.07 | χρυσοω 0.07 | αειδω 0.07 | κυκλω 0.06 | πεντε 0.06 | πους 0.05 | ανδροω 0.05 | μεσον 0.05 | ολοξ 0.05 | σος 0.05 | οψις 0.05 |
Topic #7:
σημαινει 1.26 | γινεται 0.66 | ονομα 0.41 | μελλων 0.33 | μα 0.32 | λεγεται 0.31 | διαφερει 0.24 | ρη 0.24 | οιος 0.2 | ερω 0.17 | κυριως 0.17 | γραφεται 0.16 | ιημι 0.15 | κυριον 0.12 | αγαω 0.11 | ος 0.11 | οθεν 0.1 | οιονει 0.1 | δηλοω 0.09 | τουτεστι 0.09 |
Topic #8:
πολις 2.43 | πολιτης 0.49 | εθνος 0.39 | καλεω 0.19 | χωρα 0.17 | πολεις 0.17 | αυτην 0.16 | σος 0.16 | χωριον 0.15 | οικεω 0.15 | πολιν 0.11 | τινες 0.1 | πλησιον 0.09 | λεγεται 0.09 | πρωτη 0.08 | ακρα 0.08 | εστι 0.08 | προτερον 0.07 | ταυτην 0.07 | γαι 0.07 |
Topic #9:
αντι 2.2 | ομηρος 0.25 | λεγεται 0.22 | λεγει 0.21 | παρ 0.15 | πλατων 0.15 | οιος 0.14 | ειδος 0.13 | ητοι 0.11 | αττικος 0.11 | κυριως 0.11 | ευ 0.08 | γραφεται 0.08 | καλεω 0.08 | ερω 0.07 | ος 0.07 | δει 0.06 | τουτεστι 0.06 | λεγουσιν 0.06 | τοπος 0.06 |
Topic #10:
τας 3.33 | τουτων 0.1 | παλιν 0.1 | πλη 0.09 | χωρας 0.09 | αυτους 0.08 | ους 0.08 | πολεμιων 0.07 | θος 0.07 | πολεις 0.07 | νυκτος 0.07 | μαλιστα 0.07 | καθ 0.05 | προ 0.05 | μεχρι 0.05 | αμα 0.05 | νυ 0.05 | μερος 0.05 | κατ 0.04 | πολλους 0.04 |
Topic #11:
αρον 1.45 | εστι 0.41 | επει 0.4 | εστιν 0.37 | κυκλου 0.32 | ιστημι 0.3 | ισος 0.29 | λογον 0.27 | θει 0.25 | μειζων 0.23 | πλευρα 0.21 | σημει 0.2 | δυο 0.19 | μειζονα 0.15 | ον 0.14 | λεγω 0.14 | ελασσων 0.12 | ευθειας 0.12 | τουτεστιν 0.11 | ειμι 0.11 |
Topic #12:
ισος 2.08 | αριθμεω 0.12 | ελληνων 0.06 | δυο 0.06 | παντα 0.05 | ενι 0.05 | ον 0.05 | αριθμος 0.04 | νικαω 0.04 | πω 0.03 | λεγειν 0.03 | ειπερ 0.03 | αγω 0.03 | ισοω 0.03 | διχα 0.03 | χειρι 0.02 | θει 0.02 | ενος 0.02 | ταυτ 0.02 | αναγκης 0.01 |
Topic #13:
ετος 2.34 | βασιλειας 0.12 | κοσμου 0.1 | εταζω 0.1 | δεκα 0.08 | υιος 0.08 | τουτου 0.08 | εικοσι 0.06 | εκατον 0.06 | ειτα 0.06 | πεντε 0.05 | βασιλειαν 0.04 | επισκοπος 0.04 | αβρααμ 0.03 | αιγυπτου 0.03 | περθω 0.03 | επτα 0.03 | ρος 0.02 | τρια 0.02 | ημερα 0.02 |
Topic #14:
πολιν 1.96 | πολεως 0.18 | λεγεται 0.14 | ονομα 0.12 | σωτηρ 0.11 | πολει 0.1 | σχη 0.1 | γραφω 0.09 | ειναι 0.08 | εθνος 0.07 | προτερον 0.07 | ακουω 0.07 | τοπον 0.07 | μα 0.05 | χωραν 0.05 | αυτην 0.05 | ημεραν 0.03 | ελληνων 0.03 | εναντιων 0.02 | νυ 0.02 |
Topic #15:
ος 2.96 | αθηναι 0.34 | αυτα 0.23 | αθηναιων 0.16 | παρ 0.1 | ους 0.08 | αρτος 0.07 | αθηνη 0.06 | μαλα 0.06 | μη 0.05 | γενναω 0.05 | ναυ 0.05 | που 0.05 | εις 0.04 | ευρισκω 0.04 | βασιλις 0.04 | τουτοις 0.03 | πολεως 0.03 | ταυτα 0.03 | κος 0.03 |
Topic #16:
ειπον 2.74 | κυριε 0.16 | ινα 0.12 | λεγει 0.11 | λεγω1 0.11 | μακαριος 0.1 | λεγων 0.09 | ακουω 0.08 | ου 0.08 | δεκα 0.06 | ερχομαι 0.06 | οστε 0.05 | λεγεις 0.05 | ιδων 0.04 | ναι 0.04 | δος 0.03 | ανθρωπος 0.02 | νυ 0.02 | κρεισσων 0.02 | αγιος 0.02 |
Topic #17:
ευ 2.79 | χομαι 0.16 | σοφος 0.12 | ιερον 0.11 | πανυ 0.11 | ολοξ 0.09 | μαλιστα 0.08 | φιλων 0.06 | σωτηρ 0.06 | ευρισκω 0.05 | ειδος 0.05 | δος 0.05 | ανα 0.04 | θυμος 0.04 | μητηρ 0.04 | ιππος 0.04 | χρονον 0.03 | κακοω 0.03 | εχθρος 0.03 | θεον 0.03 |
Topic #18:
βασιλευς 1.4 | ρωμαιων 0.98 | βασιλεως 0.76 | βασιλεα 0.61 | βασιλις 0.39 | ρωμαιοι 0.27 | ρωμαιοις 0.22 | περθω 0.21 | πολεως 0.2 | αυτον 0.2 | βασιλικος 0.17 | βασιλειας 0.17 | μαχην 0.17 | πολυς 0.13 | εκει 0.12 | πολεμον 0.12 | εθνος 0.11 | θεν 0.11 | απας 0.11 | πολεμεω 0.09 |
Topic #19:
αρης 1.24 | ερμη 0.74 | ηλιος 0.5 | σεληνης 0.45 | μοιρας 0.42 | ζευς 0.4 | ηλιου 0.3 | γαι 0.26 | ρα 0.18 | ηως 0.18 | οραω 0.17 | αστρον 0.15 | ημερας 0.13 | ωρα 0.13 | διος 0.13 | μοι 0.12 | ρος 0.09 | τοπω 0.09 | γενηται 0.08 | παλιν 0.08 |
Topic #20:
ορος 1.99 | καθως 0.49 | γενναω 0.33 | αγω 0.29 | ζευς 0.15 | εγενετο 0.07 | τουτων 0.06 | αθηνη 0.05 | θαλασσαν 0.05 | τοιαυτης 0.04 | αιτιαν 0.04 | οπου 0.04 | γενος 0.04 | ιερον 0.03 | τινες 0.03 | αιτιας 0.03 | αιμα 0.02 | τοιαυτην 0.02 | υστερος 0.02 | οικεω 0.02 |
Topic #21:
αν1 2.24 | ουτ 0.12 | δια 0.1 | ακρα 0.1 | μαλα 0.09 | ορθοω 0.07 | επειτα 0.06 | επομαι 0.06 | πολεμον 0.06 | ναι 0.06 | αμφι 0.06 | τε 0.05 | ρον 0.04 | ολοξ 0.04 | περ 0.04 | μη 0.04 | παντα 0.03 | και 0.03 | σεληνης 0.03 | αριστος 0.02 |
Topic #22:
αγαω 1.49 | ητοι 0.58 | καιρος 0.19 | δηλονοτι 0.16 | μηδ 0.16 | τουτ 0.15 | λεγει 0.13 | τουτεστι 0.08 | λεγεται 0.07 | συλλογισμος 0.06 | γαι 0.05 | ενταυ 0.05 | θα 0.05 | τουτεστιν 0.03 | κυριως 0.03 | γραφεται 0.03 | καλος 0.02 | οπου 0.01 | ομοιος 0.01 | ιππος 0.01 |
Topic #23:
ποταμος 2.21 | εθνος 0.18 | παρ 0.14 | μεγα 0.11 | μεχρι 0.1 | μαι 0.08 | κει 0.08 | σος 0.06 | ακρα 0.06 | ονομα 0.05 | μερος 0.05 | καθως 0.05 | βασιλεως 0.04 | θαλασσης 0.04 | κατ 0.04 | καθ 0.04 | ητοι 0.04 | καλεω 0.03 | θαλασσαν 0.03 | ταυτην 0.03 |
Topic #24:
νος 2.19 | εκει 1.23 | εαυτου 0.14 | δοκεω 0.13 | εις 0.09 | ωμος 0.09 | κεφαλην 0.08 | τοιουτων 0.08 | θεν 0.07 | παρ 0.07 | χρυσοω 0.06 | εοικα 0.06 | ερχομαι 0.04 | ακουω 0.04 | οπως 0.04 | λαμβανω 0.04 | ανδρι 0.04 | αει 0.04 | ελκω 0.03 | ρος 0.03 |
Topic #25:
ειτα 0.82 | λαβων 0.72 | ημερας 0.53 | μερος 0.49 | οξος 0.45 | ηως 0.45 | χαλκεος 0.33 | μερη 0.29 | παλιν 0.24 | υδωρ 0.19 | χρυσοω 0.18 | γενηται 0.17 | εχω 0.16 | αυτο 0.16 | καλος 0.15 | ιστημι 0.13 | δυο 0.12 | τουτου 0.12 | θεω 0.11 | ινα 0.11 |
Topic #26:
οιος 2.53 | δυο 0.44 | ονομα 0.12 | λογου 0.12 | καλα 0.09 | γραφεται 0.09 | ειδος 0.08 | δευτερον 0.08 | ητοι 0.07 | προ 0.07 | κυριον 0.07 | λεγεται 0.07 | εισι 0.07 | γινεται 0.06 | απλοος 0.06 | μακρος 0.06 | μερος 0.06 | ομοιως 0.06 | εστιν 0.06 | φος 0.05 |
Topic #27:
καλεω 1.79 | φησιν 1.65 | πρωτω 0.34 | μητερα 0.27 | ιερον 0.22 | λεγει 0.15 | νυ 0.15 | αθηνη 0.14 | φησι 0.13 | φασιν 0.13 | αυτην 0.13 | πρωτη 0.13 | γενεσθαι 0.1 | τουτων 0.1 | προτερον 0.1 | φασι 0.09 | επτα 0.09 | λεγεται 0.07 | δυο 0.06 | γεγονεναι 0.06 |
Topic #28:
υδωρ 1.9 | γαι 0.65 | μα 0.38 | πυ 0.32 | θερμον 0.26 | υγρος 0.25 | αερα 0.25 | πυρος 0.24 | αερος 0.23 | παντα 0.22 | υγρον 0.21 | γινεσθαι 0.2 | θερμος 0.16 | φυσιν 0.16 | σω 0.15 | υλαω 0.15 | ον 0.15 | γινεται 0.14 | ηλιος 0.14 | οσος 0.13 |
Topic #29:
ιημι 2.42 | οραω 0.33 | καγω 0.11 | θαλασσης 0.09 | μα 0.07 | ακουω 0.07 | ουδεν 0.06 | αθηνη 0.05 | ζευς 0.05 | θεαω 0.04 | γραφω 0.03 | μεθ 0.03 | εγενετο 0.03 | πατηρ 0.03 | γεγονε 0.03 | τινες 0.03 | δυο 0.03 | ον 0.02 | αυτο 0.02 | σοφος 0.02 |
Topic #30:
ιστορεω 2.3 | καθως 0.42 | γενναω 0.25 | ονομα 0.18 | θεαω 0.15 | χωραν 0.15 | αναιρεω 0.13 | δια 0.12 | εαυτον 0.09 | μα 0.08 | τιμαω 0.08 | αιτιαν 0.08 | αυτην 0.08 | βασιλειαν 0.07 | μητρος 0.07 | αθηνη 0.07 | ευρισκω 0.06 | καθαπερ 0.06 | πολεμον 0.06 | εκατον 0.06 |
Topic #31:
ειμι 5.21 | εστιν 0.15 | τουτ 0.14 | δυο 0.14 | λαμβανω 0.12 | εστι 0.11 | μυ 0.08 | ον 0.07 | εις 0.07 | εισι 0.07 | ταδε 0.07 | τρεω 0.06 | πεντε 0.06 | λεγει 0.06 | ενος 0.06 | θεοι 0.06 | ετερος 0.05 | διδωμι 0.05 | οσπερ 0.05 | δευτερον 0.04 |
Topic #32:
προτερος 2.3 | ευρισκω 0.17 | ενθα 0.16 | παρ 0.12 | δεικνυμι 0.07 | παντως 0.07 | ολοξ 0.06 | παιδων 0.05 | μητρος 0.04 | τριτον 0.04 | δευτερον 0.04 | πρωτη 0.04 | καλεω 0.03 | δεινος 0.03 | ποι 0.03 | επειτα 0.03 | μεγας 0.03 | γραμματα 0.02 | αριθμεω 0.02 | διαιρεω 0.02 |
Topic #33:
δηλοω 1.51 | σημαινει 0.23 | φησιν 0.07 | οστε 0.07 | επιστολη 0.07 | σημει 0.06 | αγαθον 0.05 | ιουδαιων 0.04 | ονοματος 0.03 | υπαρχει 0.02 | οφθαλμος 0.02 | αυτο 0.01 | ανθρωπος 0.01 | τοιου 0.01 | ον 0.01 | τος 0.0 | εξουσιαν 0.0 | επειδη 0.0 | εντευ 0.0 | επομαι 0.0 |
Topic #34:
παι 2.24 | αλλ 0.21 | εκεινου 0.18 | ηδος 0.13 | φιλον 0.12 | παιδων 0.1 | μετ 0.1 | θεον 0.08 | ακρα 0.07 | λεγω1 0.06 | αμα 0.05 | μεγαλου 0.04 | αριστος 0.04 | θεους 0.04 | ενθα 0.04 | επει 0.04 | κατ 0.03 | αυτον 0.03 | γενεσθαι 0.03 | θεαω 0.03 |
Topic #35:
ανηρ 2.4 | επος 0.17 | ανδρος 0.11 | ταδε 0.09 | λαμβανω 0.06 | αναγκη 0.04 | ιδων 0.04 | αγαθος 0.04 | ανδροω 0.04 | χρηματα 0.03 | μετ 0.03 | εκαστος 0.03 | ανθρωπος 0.03 | σημει 0.02 | χραω2 0.02 | χειρος 0.02 | χρη 0.02 | πολει 0.02 | εαυτου 0.02 | μητε 0.02 |
Topic #36:
γυνη 2.17 | γυναικος 0.2 | αγων 0.17 | κακοω 0.15 | θεος 0.15 | ιππος 0.15 | κακον 0.14 | ποτε 0.14 | αυτον 0.07 | βασιλεα 0.06 | ανδρος 0.05 | ελλην 0.05 | ταδε 0.05 | ανδρι 0.04 | μαλλον 0.04 | ονομα 0.04 | καλον 0.04 | νικαω 0.04 | δεω1 0.03 | αναιρεω 0.03 |
Topic #37:
οινος 1.67 | οινοω 0.39 | φερειν 0.27 | ανθρωποις 0.27 | οξος 0.25 | υδωρ 0.1 | μετ 0.09 | ανα 0.09 | σπερμα 0.07 | αρτος 0.07 | λευκος 0.06 | βοηθεω 0.06 | ον 0.06 | χρη 0.05 | ιππος 0.05 | φαρμακον 0.04 | αγω 0.04 | καλεω 0.04 | ωφελεω 0.04 | θος 0.04 |
Topic #38:
τηϲ 1.38 | τοιϲ 0.87 | χρη 0.07 | ανα 0.07 | μετ 0.04 | νυ 0.03 | οινοω 0.03 | χραω2 0.03 | γιγνεται 0.03 | αλλ 0.02 | οξος 0.01 | δεω1 0.01 | ερω 0.01 | τουτ 0.01 | ταδε 0.01 | υπνος 0.01 | αιμα 0.0 | θερμος 0.0 | αμα 0.0 | μαλλον 0.0 |
Topic #39:
δω 1.2 | ρος 1.07 | ρον 0.5 | εργον 0.15 | ανθρωπων 0.09 | τοδε 0.09 | φιλον 0.08 | ενι 0.08 | δυο 0.06 | δις 0.06 | αυτικα 0.05 | κεφαλη 0.04 | αθηναι 0.04 | σεω 0.04 | κος 0.04 | παντη 0.03 | ευρισκω 0.03 | ηδος 0.02 | λογου 0.02 | κει 0.02 |
Topic #40:
ειδον 1.78 | εκεινου 0.43 | ανα 0.22 | πυρι 0.18 | ανδρι 0.14 | ουδεν 0.12 | σοι 0.11 | εχθρος 0.11 | αυτον 0.07 | εις 0.06 | ακουω 0.05 | απας 0.04 | δυο 0.03 | θεαω 0.02 | δεω1 0.02 | πλεον 0.02 | ιδων 0.02 | παντως 0.01 | οραω 0.01 | ορμαω 0.0 |
Topic #41:
ποιεω 2.28 | γινεται 0.2 | δυναμιν 0.12 | οινοω 0.11 | δεω1 0.09 | δυο 0.09 | γινονται 0.07 | ιατρος 0.05 | βοηθεω 0.03 | γινεσθαι 0.02 | ορθοω 0.02 | ινα 0.02 | παλιν 0.02 | αρτος 0.02 | τουτου 0.02 | πλη 0.02 | μετ 0.02 | ομοιως 0.01 | πυρι 0.01 | αριθμεω 0.01 |
Topic #42:
μος 1.54 | δη 0.93 | επομαι 0.11 | παρ 0.09 | ερχομαι 0.08 | κυριον 0.06 | αρετην 0.04 | θεαομαι 0.04 | λος 0.03 | ψυχας 0.03 | αρτι 0.02 | δου 0.02 | αττικος 0.02 | παντων 0.02 | ιος 0.01 | πατρος 0.01 | ζευς 0.01 | λεγω1 0.01 | δεκα 0.01 | επτα 0.0 |
Topic #43:
ερως 1.76 | εμεω 0.24 | πασχω 0.17 | ελκω 0.13 | εμε 0.1 | απειρος 0.08 | καλος 0.08 | φιλων 0.07 | θεον 0.04 | αναγκης 0.04 | θυμον 0.04 | ερχομαι 0.03 | παντα 0.03 | αυτην 0.03 | ειδως 0.03 | χαριν 0.02 | ειδομαι 0.02 | θεος 0.02 | πλεον 0.02 | μακαριος 0.02 |
Topic #44:
φησι 2.28 | αυτον 0.32 | λογον 0.22 | γενεσθαι 0.13 | ονοματι 0.1 | υπαρχειν 0.09 | ονομα 0.08 | γενος 0.07 | γραφει 0.07 | ηδονην 0.07 | ανδροω 0.06 | πολεων 0.06 | λεγει 0.06 | γεγονεναι 0.06 | χωρεω 0.06 | ισοω 0.05 | δυο 0.05 | πανυ 0.05 | γραφω 0.04 | παρ 0.03 |
Topic #45:
ωσπερ 1.91 | ομοω 0.53 | νυ 0.15 | ταυτ 0.1 | ολοξ 0.1 | αλλ 0.06 | εις 0.05 | ουδ 0.05 | τρεω 0.04 | σοφος 0.02 | ενδιδωμι 0.01 | απας 0.01 | ανωθεν 0.01 | ουχι 0.01 | καθαπερ 0.01 | λος 0.0 | εποιησε 0.0 | επιστολη 0.0 | επειτα 0.0 | επιστημη 0.0 |
Topic #46:
πα 2.28 | ποτε 0.25 | παντα 0.21 | οραω 0.12 | πολυ 0.11 | δυναμει 0.11 | ψευδης 0.1 | ους 0.09 | γινομενον 0.08 | ολοξ 0.07 | δοξαν 0.07 | καγω 0.05 | θεω 0.05 | πολλακις 0.05 | σεω 0.05 | παλιν 0.03 | χαριν 0.03 | ειπων 0.03 | ορθοω 0.02 | αει 0.02 |
Topic #47:
ζαω 1.29 | αει 1.02 | βιον 0.38 | αρετη 0.3 | τελος 0.29 | μετ 0.2 | καλος 0.13 | δεω1 0.09 | αγαθον 0.08 | κακοω 0.06 | απας 0.05 | παντες 0.05 | ζευς 0.05 | γενομενος 0.05 | μονον 0.04 | ους 0.04 | τυχη 0.04 | εστι 0.03 | τυχης 0.03 | φιλεω 0.03 |
Topic #48:
αρχω 1.8 | σοφος 0.37 | επος 0.11 | γραφω 0.1 | ψυχη 0.08 | ελληνων 0.05 | ειπερ 0.04 | τε 0.03 | αθηναι 0.03 | δεω1 0.02 | αρεταω 0.02 | αρχη 0.02 | αιρεω 0.01 | ιδεω 0.01 | αριστος 0.01 | οικος 0.01 | ετερος 0.0 | εαυτου 0.0 | εποιησε 0.0 | εργνυμι 0.0 |
Topic #49:
υιος 2.0 | ιησου 0.26 | γενεσθαι 0.13 | ονοματι 0.12 | πατηρ 0.06 | πατρος 0.01 | υιον 0.01 | εγενετο 0.01 | σοφιας 0.0 | ωφελεω 0.0 | επιστημη 0.0 | επειτα 0.0 | επισκοπος 0.0 | εποιησε 0.0 | επιστολη 0.0 | επειδαν 0.0 | εποιησεν 0.0 | επομαι 0.0 | επος 0.0 | επειδη 0.0 |
Topic #50:
θεαομαι 0.97 | χριστος 0.91 | εγω 0.69 | θεος 0.64 | ου 0.58 | ιησου 0.47 | κυριος 0.42 | κυριου 0.4 | θεον 0.39 | ινα 0.36 | ανθρωπος 0.28 | αγιος 0.26 | χριστον 0.26 | μα 0.25 | λεγει 0.25 | πνευ 0.22 | παντα 0.21 | τος 0.21 | προφητης 0.19 | ρανος 0.19 |
Topic #51:
και 1.75 | ιδου 0.04 | λεγει 0.04 | ταυτα 0.04 | μηδε 0.03 | εις 0.03 | κυριε 0.03 | αν1 0.02 | ιακωβ 0.01 | ον 0.01 | παντες 0.01 | εισιν 0.01 | καρδιας 0.01 | πολυ 0.01 | αμφω 0.01 | ειτε 0.01 | ισραηλ 0.0 | νυ 0.0 | δια 0.0 | ευθυς 0.0 |
Topic #52:
οταν 2.02 | γιγνεται 0.25 | μα 0.12 | γινεται 0.11 | πανυ 0.09 | σχη 0.09 | τρεω 0.08 | ετερων 0.06 | αλλ 0.06 | κακον 0.06 | αιμα 0.05 | αριστος 0.04 | ημερας 0.04 | φοβεω 0.04 | καλος 0.03 | λευκος 0.02 | κακα 0.02 | γενηται 0.02 | παντως 0.01 | οιομαι 0.0 |
Topic #53:
διος 1.87 | ερχομαι 0.57 | ιερον 0.23 | ολοξ 0.23 | τοδε 0.15 | ερω 0.13 | νικαω 0.12 | μη 0.11 | θεαω 0.11 | λος 0.1 | μεγαλου 0.07 | ζευς 0.06 | θεον 0.06 | ποτε 0.05 | δεικνυμι 0.05 | γαι 0.05 | μαι 0.04 | αθηνη 0.04 | κει 0.03 | εγενετο 0.03 |
Topic #54:
τιθημι 1.38 | ελλην 0.81 | ετερου 0.14 | εκτωρ 0.12 | αιρεω 0.11 | ενι 0.08 | χειρ 0.08 | πυ 0.07 | ενεκα 0.07 | ονομα 0.06 | χειροω 0.06 | πατερων 0.06 | ενθα 0.06 | φυσιν 0.06 | τοδε 0.05 | ουτ 0.05 | μα 0.05 | λαος 0.04 | εντος 0.03 | οπλον 0.03 |
In [18]:
tfidf.shape
Out[18]:
(1823, 1000)
In [19]:
doc_topic_distrib = nmf.transform(tfidf) # numpy.ndarray
In [20]:
doc_topic_distrib.shape
Out[20]:
(1823, 55)
In [21]:
df = pandas.DataFrame(doc_topic_distrib)
In [22]:
df = df.rename(map_file_count_name)
Questions:
In [23]:
df.head(100)
Out[23]:
0
1
2
3
4
5
6
7
8
9
...
45
46
47
48
49
50
51
52
53
54
Lepidus Hist.
0.000000
0.052397
0.000000
0.062234
0.037794
0.016243
0.000000
0.000000
0.116812
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Melito Trag.
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
0.0
[Polyidus] Trag.
0.009829
0.000000
0.000000
0.000000
0.117318
0.006644
0.072198
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Archippus Comic.
0.029340
0.006394
0.044214
0.000000
0.046676
0.027693
0.052116
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.021334
0.037267
0.003425
0.000000
0.000000
0.000000
0.0
Martyrium Potamiaenae Et Basilidis
0.014648
0.114285
0.000000
0.000000
0.022638
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.025779
0.000000
0.000000
0.000000
0.0
Acta Phileae
0.023905
0.016101
0.004572
0.000000
0.019957
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.002361
0.000000
0.000000
0.000000
0.021107
0.000000
0.000000
0.000000
0.0
Menecrates Hist.
0.025446
0.077462
0.000000
0.000000
0.010925
0.000000
0.008107
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.009374
0.000000
0.036557
0.000000
0.0
Marinus Phil.
0.108062
0.021171
0.012125
0.000000
0.000000
0.000000
0.004722
0.000000
0.000000
0.000000
...
0.000000
0.024151
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Troilus Soph.
0.117505
0.000000
0.000000
0.017368
0.000000
0.000000
0.015038
0.005064
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.004749
0.000000
0.0
Apollinaris Theol.
0.085026
0.053653
0.000932
0.011957
0.021573
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.006054
0.000000
0.000000
0.000000
0.000000
0.194749
0.000000
0.000000
0.000000
0.0
Antileon Hist.
0.000000
0.000000
0.000000
0.104070
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
0.0
Hermas Scr. Eccl., Pastor Hermae
0.049515
0.101372
0.032750
0.012273
0.031345
0.000000
0.019878
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.083678
0.000000
0.001951
0.000000
0.0
Agatharchides Geogr.
0.127236
0.018854
0.010049
0.000994
0.038486
0.007539
0.028841
0.000000
0.005255
0.000000
...
0.000000
0.025407
0.000282
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Mnaseas Perieg.
0.055574
0.020013
0.005713
0.119748
0.020291
0.022439
0.000000
0.000000
0.089800
0.000000
...
0.000000
0.015352
0.000000
0.000000
0.039604
0.004180
0.000000
0.001822
0.060032
0.0
Pausaniae I Et Xerxis Epistulae
0.028833
0.000000
0.023793
0.000000
0.001150
0.009297
0.013263
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Philoxenus Lyr.
0.037914
0.019801
0.005849
0.000000
0.000000
0.043543
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
0.0
Boethus Phil.
0.080217
0.000000
0.000000
0.030175
0.000000
0.013205
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.031500
0.000000
0.000000
0.016087
0.0
Timesitheus Trag.
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
0.0
Scylitzes Continuatus
0.062201
0.119684
0.000000
0.000000
0.017519
0.008876
0.000653
0.000000
0.000000
0.000000
...
0.000000
0.010067
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Zenothemis Geogr.
0.000000
0.000000
0.001310
0.000000
0.000000
0.029365
0.000000
0.000000
0.000000
0.001427
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Apocalypsis Esdrae
0.011305
0.045739
0.072261
0.000000
0.020444
0.006076
0.005824
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.095913
0.000000
0.000000
0.000000
0.0
Joannes Actuarius Med.
0.126827
0.034370
0.011255
0.000000
0.010792
0.000000
0.000000
0.004215
0.000000
0.000000
...
0.017636
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Cephalion Hist. et Rhet.
0.014813
0.163197
0.000000
0.001401
0.000000
0.001391
0.001577
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.013956
0.000000
0.000000
0.000000
0.000000
0.0
Polycharmus Hist.
0.042922
0.056512
0.000000
0.006419
0.002829
0.015046
0.023619
0.000000
0.069481
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.048336
0.000000
0.0
Stephanus Med.
0.088440
0.018626
0.000000
0.000000
0.013972
0.000000
0.017852
0.129577
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Alcman Lyr.
0.064510
0.005194
0.041880
0.012837
0.044710
0.092166
0.020040
0.000000
0.000000
0.011438
...
0.000000
0.000000
0.000000
0.047330
0.009287
0.000000
0.000000
0.000000
0.114308
0.0
[Astrampsychus Magus] Onir.
0.011615
0.000186
0.004457
0.000000
0.171964
0.000000
0.031140
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000281
0.002641
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Archelaus Paradox.
0.021139
0.000000
0.000000
0.000000
0.001262
0.053098
0.014865
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.013774
0.000000
0.000000
0.000000
0.0
Eusebius Scr. Eccl.
0.078682
0.002513
0.011605
0.005818
0.049769
0.000000
0.002573
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.004068
0.121433
0.000000
0.000000
0.000000
0.0
Melanthius Trag.
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
0.0
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
Philo Judaeus Senior Epic.
0.000000
0.000000
0.000000
0.000000
0.000000
0.035574
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.025520
0.000000
0.000000
0.000000
0.0
Georgius Gramm.
0.028563
0.000000
0.083018
0.000000
0.000000
0.055457
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.006014
0.000000
0.000000
0.000000
0.021574
0.000000
0.000000
0.000000
0.0
Philiscus Comic.
0.014061
0.000000
0.017483
0.000000
0.081334
0.006896
0.032302
0.000000
0.078464
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Apollodorus Trag.
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
0.0
Glaucus Hist.
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.310389
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.001310
0.000000
0.000000
0.000000
0.0
Paradoxographus Palatinus
0.019104
0.047799
0.000000
0.090480
0.010344
0.000000
0.020363
0.000000
0.000000
0.000000
...
0.006807
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Harmodius Hist.
0.054775
0.034379
0.000000
0.000000
0.002459
0.024841
0.012038
0.007471
0.022702
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.065928
0.000000
0.0
Lycus Hist.
0.032414
0.070047
0.000000
0.016649
0.000000
0.000000
0.000000
0.000000
0.030586
0.009569
...
0.000000
0.000000
0.010686
0.000000
0.000000
0.000000
0.000000
0.027576
0.000000
0.0
Gregorius Paroemiogr.
0.103534
0.021803
0.010159
0.000565
0.022533
0.049412
0.000000
0.000000
0.000000
0.082562
...
0.000000
0.000000
0.039678
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Alciphron Rhet. et Soph.
0.090020
0.021058
0.118140
0.000000
0.052463
0.023158
0.010895
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Crates Comic.
0.068056
0.007176
0.044342
0.000000
0.009110
0.068162
0.000000
0.000000
0.000000
0.000000
...
0.056869
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.017212
0.000000
0.0
Aëtius Doxogr.
0.104591
0.005175
0.000000
0.023517
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.005452
0.000000
0.000000
0.000000
0.006093
0.013430
0.014755
0.000000
0.0
Anonymus Epicureus Phil.
0.076510
0.079005
0.053898
0.001485
0.030762
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.021824
0.000000
0.000000
0.000000
0.000000
0.000000
0.026339
0.000000
0.000000
0.0
Claudius Aelianus Soph.
0.104074
0.065849
0.000000
0.015405
0.039593
0.021517
0.002854
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.007584
0.000000
0.0
Demetrius Poet. Phil.
0.001455
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
0.006139
0.000000
0.000000
0.000000
0.0
Lexica Syntactica
0.060169
0.025821
0.089086
0.000000
0.003916
0.024681
0.008451
0.004030
0.000000
0.075092
...
0.000000
0.004584
0.001189
0.016979
0.000000
0.088831
0.000000
0.008215
0.000000
0.0
Dio Chrysostomus Soph.
0.151817
0.015574
0.013124
0.015972
0.036670
0.012772
0.000000
0.000000
0.000000
0.000000
...
0.016214
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Lucianus Soph.
0.116066
0.044750
0.055138
0.006496
0.023237
0.021057
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
0.0
Dionysius II [Eleg.]
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
0.0
Scholia In Clementem Alexandrinum
0.107678
0.043228
0.007738
0.033685
0.005003
0.019970
0.000000
0.003957
0.027696
0.098849
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.050734
0.000000
0.000000
0.008621
0.0
Aphareus Rhet.
0.000093
0.000000
0.000000
0.000000
0.000000
0.003065
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.007407
0.000000
0.000000
0.000000
0.0
Melanthius Hist.
0.003206
0.024934
0.000000
0.033508
0.009092
0.002126
0.000000
0.000000
0.000000
0.000000
...
0.049143
0.000000
0.041776
0.000000
0.000000
0.045587
0.000000
0.000000
0.000000
0.0
Sopater Comic.
0.012420
0.000000
0.000000
0.000000
0.044012
0.067319
0.074503
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Archimelus Epigr.
0.006970
0.000000
0.000000
0.000000
0.000000
0.014940
0.028137
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.023251
0.0
Oeniades Lyr.
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
0.0
Dicaearchus Phil.
0.135041
0.011299
0.000000
0.079593
0.000000
0.016089
0.004027
0.000000
0.000056
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
[Diotogenes] Phil.
0.105215
0.000000
0.000000
0.000000
0.000000
0.000000
0.003367
0.000000
0.006217
0.000000
...
0.000000
0.000000
0.000000
0.023914
0.000000
0.011751
0.000000
0.000000
0.000000
0.0
Sostratus Gramm.
0.004785
0.110699
0.000000
0.004134
0.000000
0.000000
0.029885
0.000000
0.000000
0.000000
...
0.008440
0.002090
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.009291
0.0
Biton Mech.
0.024781
0.026733
0.000000
0.000000
0.000000
0.009965
0.072505
0.000000
0.000000
0.000000
...
0.000000
0.004060
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
Amelesagoras Hist.
0.004302
0.038638
0.000000
0.052140
0.021273
0.032529
0.012682
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.0
100 rows × 55 columns
In [24]:
# for each topic (col), which author (row) has the highest value?
# TODO: get top 5 authors
for count in range(n_topics):
print('Top author of topic {0}: {1}'.format(count, df[count].idxmax()))
Top author of topic 0: Joannes Rhet.
Top author of topic 1: Joannes Malalas Chronogr.
Top author of topic 2: Alcibiades [Eleg.]
Top author of topic 3: Pythaenetus Hist.
Top author of topic 4: Eubulides Comic.
Top author of topic 5: Quintus Epic.
Top author of topic 6: Arrianus Epic.
Top author of topic 7: Lexicon αἱμωδεῖν
Top author of topic 8: Capito Hist.
Top author of topic 9: Lexicon Vindobonense
Top author of topic 10: Melanthius Trag.
Top author of topic 11: Serenus Geom.
Top author of topic 12: Atridarum Reditus
Top author of topic 13: Chronographiae Anonymae
Top author of topic 14: Eudoxus Hist.
Top author of topic 15: Diogenes Phil.
Top author of topic 16: Acta Phileae
Top author of topic 17: Eudromus Phil.
Top author of topic 18: [Alexarchus] Hist.
Top author of topic 19: Timaeus Praxidas Astrol.
Top author of topic 20: Dosiadas Lyr.
Top author of topic 21: Carneiscus Phil.
Top author of topic 22: [Sodamus] Eleg.
Top author of topic 23: Danaïs vel Danaïdes
Top author of topic 24: Telesilla Lyr.
Top author of topic 25: Iamblichus Alchem.
Top author of topic 26: Dionysius Thrax Gramm.
Top author of topic 27: Nicanor Gramm.
Top author of topic 28: Ostanes Magus Alchem.
Top author of topic 29: Apocalypsis Adam
Top author of topic 30: Autocrates Hist.
Top author of topic 31: Xenocles Trag.
Top author of topic 32: [Boeo] Epic.
Top author of topic 33: Melampus Scriptor De Divinatione
Top author of topic 34: Hedyle Epigr.
Top author of topic 35: Philiades Eleg.
Top author of topic 36: Nicias Hist.
Top author of topic 37: Sthenelus Trag.
Top author of topic 38: Paulus Med.
Top author of topic 39: Boiscus Iamb.
Top author of topic 40: Cleobulina Scriptor Aenigmatum
Top author of topic 41: Dexicrates Comic.
Top author of topic 42: Antileon Hist.
Top author of topic 43: Charinus Choliamb.
Top author of topic 44: Fragmentum Stoicum
Top author of topic 45: Ophelio Comic.
Top author of topic 46: Cleomachus Poeta
Top author of topic 47: Zenodotus Trag.
Top author of topic 48: Daphitas Gramm. vel Soph.
Top author of topic 49: [Chersias] Epic.
Top author of topic 50: Ignatius Scr. Eccl.
Top author of topic 51: Apocalypsis Syriaca Baruchi
Top author of topic 52: Menecrates Comic.
Top author of topic 53: Conventus Avium
Top author of topic 54: Echembrotus Eleg. et Lyr.
In [25]:
# 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 [26]:
df_t.head(10)
Out[26]:
Lepidus Hist.
Melito Trag.
[Polyidus] Trag.
Archippus Comic.
Martyrium Potamiaenae Et Basilidis
Acta Phileae
Menecrates Hist.
Marinus Phil.
Troilus Soph.
Apollinaris Theol.
...
Hesiodus Epic.
Marcus Aurelius Antoninus Imperator Phil.
Alexinus Phil.
Menodotus Hist.
Autolycus Astron.
[Eurytus] Phil.
Lycophronides Lyr.
Parthax Hist.
Evangelium Bartholomaei
Nausicrates Comic.
0
0.000000
0.0
0.009829
0.029340
0.014648
0.023905
0.025446
0.108062
0.117505
0.085026
...
0.014831
0.156837
0.0
0.071611
0.021045
0.059518
0.000000
0.000000
0.010503
0.011175
1
0.052397
0.0
0.000000
0.006394
0.114285
0.016101
0.077462
0.021171
0.000000
0.053653
...
0.023909
0.005707
0.0
0.042453
0.005230
0.000000
0.000000
0.002172
0.107256
0.040556
2
0.000000
0.0
0.000000
0.044214
0.000000
0.004572
0.000000
0.012125
0.000000
0.000932
...
0.000000
0.007171
0.0
0.019488
0.000000
0.001908
0.034305
0.000000
0.073055
0.000000
3
0.062234
0.0
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.017368
0.011957
...
0.003157
0.000000
0.0
0.051213
0.000000
0.000657
0.000000
0.000000
0.000000
0.030323
4
0.037794
0.0
0.117318
0.046676
0.022638
0.019957
0.010925
0.000000
0.000000
0.021573
...
0.022081
0.021367
0.0
0.004193
0.011355
0.013463
0.074888
0.000000
0.015270
0.000000
5
0.016243
0.0
0.006644
0.027693
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.272712
0.000000
0.0
0.012128
0.000000
0.001100
0.018942
0.000000
0.000000
0.000000
6
0.000000
0.0
0.072198
0.052116
0.000000
0.000000
0.008107
0.004722
0.015038
0.000000
...
0.033298
0.000000
0.0
0.010301
0.000000
0.004449
0.000000
0.000000
0.000000
0.000000
7
0.000000
0.0
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.005064
0.000000
...
0.000000
0.000000
0.0
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
8
0.116812
0.0
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.0
0.000000
0.000000
0.000000
0.000000
0.083994
0.000000
0.000000
9
0.000000
0.0
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
...
0.000000
0.000000
0.0
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
10 rows × 1823 columns
In [27]:
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: 8
Traditional epithet: Historici/-ae
Melito Trag.
NMF topic: 0
Traditional epithet: Tragici
[Polyidus] Trag.
NMF topic: 4
Traditional epithet: Tragici
Archippus Comic.
NMF topic: 12
Traditional epithet: Comici
Martyrium Potamiaenae Et Basilidis
NMF topic: 1
Traditional epithet: None
Acta Phileae
NMF topic: 16
Traditional epithet: None
Menecrates Hist.
NMF topic: 14
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: 50
Traditional epithet: Theologici
Antileon Hist.
NMF topic: 42
Traditional epithet: Historici/-ae
Hermas Scr. Eccl., Pastor Hermae
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Agatharchides Geogr.
NMF topic: 0
Traditional epithet: Geographi
Mnaseas Perieg.
NMF topic: 3
Traditional epithet: Periegetae
Pausaniae I Et Xerxis Epistulae
NMF topic: 41
Traditional epithet: None
Philoxenus Lyr.
NMF topic: 21
Traditional epithet: Lyrici/-ae
Traditional epithet: Lyrici/-ae
Boethus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Timesitheus Trag.
NMF topic: 0
Traditional epithet: Tragici
Scylitzes Continuatus
NMF topic: 18
Traditional epithet: None
Zenothemis Geogr.
NMF topic: 23
Traditional epithet: Geographi
Apocalypsis Esdrae
NMF topic: 16
Traditional epithet: None
Joannes Actuarius Med.
NMF topic: 0
Traditional epithet: Medici
Cephalion Hist. et Rhet.
NMF topic: 1
Traditional epithet: Historici/-ae
Polycharmus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Stephanus Med.
NMF topic: 20
Traditional epithet: Medici
Alcman Lyr.
NMF topic: 53
Traditional epithet: Lyrici/-ae
[Astrampsychus Magus] Onir.
NMF topic: 4
Traditional epithet: Onirocritici
Archelaus Paradox.
NMF topic: 26
Traditional epithet: Paradoxographi
Eusebius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Melanthius Trag.
NMF topic: 10
Traditional epithet: Tragici
Anonymus De Metrorum Ratione
NMF topic: 15
Traditional epithet: None
Tryphon II Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Paeon Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Cratinus Comic.
NMF topic: 5
Traditional epithet: Comici
Pappus Math.
NMF topic: 11
Traditional epithet: Mathematici
Apollodorus Comic.
NMF topic: 17
Traditional epithet: Comici
Traditional epithet: Comici
Theon Gramm.
NMF topic: 8
Traditional epithet: Grammatici
Joannes Gramm. et Theol.
NMF topic: 0
Traditional epithet: Theologici
Pseudo-Polemon
NMF topic: 35
Traditional epithet: None
Marcus Antonius Polemon Soph.
NMF topic: 0
Traditional epithet: Sophistae
[Dionysius Scymnaeus] Trag. vel Comic.
NMF topic: 10
Traditional epithet: Tragici
Socrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Laonicus Chalcocondyles Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Simias Gramm.
NMF topic: 5
Traditional epithet: Grammatici
Menander Protector Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Epitaphium Abercii
NMF topic: 6
Traditional epithet: None
Sosiphanes Trag.
NMF topic: 29
Traditional epithet: Tragici
Dionysius Geogr.
NMF topic: 8
Traditional epithet: Geographi
Traditional epithet: Geographi
Asclepiades Gramm. et Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Acta Eupli
NMF topic: 16
Traditional epithet: None
Philetaerus Comic.
NMF topic: 13
Traditional epithet: Comici
Simonides Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Pisistrati Epistula
NMF topic: 4
Traditional epithet: None
Boethus Epigr.
NMF topic: 53
Traditional epithet: Epigrammatici/-ae
Tyrtaeus Eleg.
NMF topic: 5
Traditional epithet: Elegiaci
Hieronymus Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Matthiae Traditiones
NMF topic: 27
Traditional epithet: None
Archilochus Eleg. et Iamb.
NMF topic: 5
Traditional epithet: Elegiaci
[Ecphantus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dialexeis (Δισσοὶ λόγοι)
NMF topic: 21
Traditional epithet: None
Simon Scriptor De Re Equestri
NMF topic: 0
Traditional epithet: None
Joannes Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Georgius Monachus Chronogr.
NMF topic: 1
Traditional epithet: Chronographi
Theodorus Epist.
NMF topic: 2
Traditional epithet: Epistolographi
Apollodorus Mech.
NMF topic: 0
Traditional epithet: Mechanici
Xenophontis Epistulae
NMF topic: 4
Traditional epithet: None
Hermocles Lyr.
NMF topic: 45
Traditional epithet: Lyrici/-ae
Marcellinus I Med.
NMF topic: 0
Traditional epithet: Medici
Anaxicrates Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Posidippus Comic.
NMF topic: 17
Traditional epithet: Comici
Philo Judaeus Senior Epic.
NMF topic: 15
Traditional epithet: Epici/-ae
Georgius Gramm.
NMF topic: 2
Traditional epithet: Grammatici
Philiscus Comic.
NMF topic: 38
Traditional epithet: Comici
Apollodorus Trag.
NMF topic: 0
Traditional epithet: Tragici
Glaucus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Paradoxographus Palatinus
NMF topic: 28
Traditional epithet: None
Harmodius Hist.
NMF topic: 52
Traditional epithet: Historici/-ae
Lycus Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Gregorius Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Alciphron Rhet. et Soph.
NMF topic: 2
Traditional epithet: Sophistae
Crates Comic.
NMF topic: 5
Traditional epithet: Comici
Aëtius Doxogr.
NMF topic: 28
Traditional epithet: Doxographi
Anonymus Epicureus Phil.
NMF topic: 21
Traditional epithet: Philosophici/-ae
Claudius Aelianus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Demetrius Poet. Phil.
NMF topic: 50
Traditional epithet: Poetae Philosophi
Lexica Syntactica
NMF topic: 2
Traditional epithet: None
Dio Chrysostomus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Lucianus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Dionysius II [Eleg.]
NMF topic: 30
Traditional epithet: Elegiaci
Scholia In Clementem Alexandrinum
NMF topic: 0
Traditional epithet: None
Aphareus Rhet.
NMF topic: 50
Traditional epithet: Rhetorici
Melanthius Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Sopater Comic.
NMF topic: 6
Traditional epithet: Comici
Archimelus Epigr.
NMF topic: 15
Traditional epithet: Epigrammatici/-ae
Oeniades Lyr.
NMF topic: 0
Traditional epithet: Lyrici/-ae
Dicaearchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Diotogenes] Phil.
NMF topic: 18
Traditional epithet: Philosophici/-ae
Sostratus Gramm.
NMF topic: 1
Traditional epithet: Grammatici
Biton Mech.
NMF topic: 25
Traditional epithet: Mechanici
Amelesagoras Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Aeschylus Trag.
NMF topic: 5
Traditional epithet: Tragici
Traditional epithet: Tragici
Sophocles Junior Trag.
NMF topic: 0
Traditional epithet: Tragici
Nicolaus I Mysticus Theol. et Epist.
NMF topic: 2
Traditional epithet: Theologici
Pisander Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Seniores Alexandrini Scr. Eccl.
NMF topic: 2
Traditional epithet: Scriptores Ecclesiastici
Basilius Med. et Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Pratinas Trag.
NMF topic: 20
Traditional epithet: Tragici
Sophocles Trag.
NMF topic: 5
Traditional epithet: Tragici
Hyperides Orat.
NMF topic: 0
Traditional epithet: Oratores
Michael Apostolius Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Phrynichus Attic.
NMF topic: 7
Traditional epithet: Atticistae
Sositheus Trag.
NMF topic: 35
Traditional epithet: Tragici
Theophanes Confessor Chronogr.
NMF topic: 13
Traditional epithet: Chronographi
Minucianus Junior Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Simylus Iamb.
NMF topic: 43
Traditional epithet: Iambici
Demodocus Eleg.
NMF topic: 11
Traditional epithet: Elegiaci
Alcidamas Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Sotades Iamb.
NMF topic: 5
Traditional epithet: Iambici
Clitarchus Gnom.
NMF topic: 48
Traditional epithet: Gnomici
Nicander Gramm.
NMF topic: 33
Traditional epithet: Grammatici
Posidonius Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Dei(l)ochus Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Harpocrationis Epistula
NMF topic: 0
Traditional epithet: None
Euripides Trag.
NMF topic: 5
Traditional epithet: Tragici
Callinicus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Cantharus Comic.
NMF topic: 1
Traditional epithet: Comici
Cornelius Alexander Polyhist.
NMF topic: 8
Traditional epithet: Polyhistorici
Evangelium Secundum Hebraeos
NMF topic: 2
Traditional epithet: None
Cassius Iatrosophista Med.
NMF topic: 0
Traditional epithet: Medici
Cassius Longinus Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Ptolemaeus IV Philopator Trag.
NMF topic: 0
Traditional epithet: Tragici
Joannes Damascenus Scr. Eccl. et Theol., John of Damascus
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Pyrrhus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Menippus Phil.
NMF topic: 41
Traditional epithet: Philosophici/-ae
Silenus Trag.
NMF topic: 0
Traditional epithet: Tragici
Thrasyalces Phil.
NMF topic: 24
Traditional epithet: Philosophici/-ae
Hipparchus Parodius
NMF topic: 26
Traditional epithet: Parodii
Socratis Epistulae
NMF topic: 0
Traditional epithet: None
Diogenianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Ignatius Biogr. et Poeta
NMF topic: 50
Traditional epithet: Poetae
Dinolochus Comic.
NMF topic: 0
Traditional epithet: Comici
Ammonius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Augeas Comic.
NMF topic: 39
Traditional epithet: Comici
Phaestus Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Acta Barnabae
NMF topic: 2
Traditional epithet: None
Hellenica
NMF topic: 0
Traditional epithet: None
Heliodorus Perieg.
NMF topic: 3
Traditional epithet: Periegetae
Aristocreon Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Scholia In Homerum
NMF topic: 9
Traditional epithet: None
Lysanias Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Ophelio Comic.
NMF topic: 45
Traditional epithet: Comici
Stephanus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Traditional epithet: Grammatici
Agathon Trag.
NMF topic: 31
Traditional epithet: Tragici
Hyperochus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Vita Adam Et Evae
NMF topic: 1
Traditional epithet: None
Joannes Anagnostes Hist. et Poeta
NMF topic: 0
Traditional epithet: Poetae
[Hippodamus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Aeschrion Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Herodorus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Ephraem Syrus Theol.
NMF topic: 50
Traditional epithet: Theologici
Numenius Poet. Didac.
NMF topic: 21
Traditional epithet: Poetae Didactici
Philippides Comic.
NMF topic: 40
Traditional epithet: Comici
Lexicon Rhetoricum Cantabrigiense
NMF topic: 0
Traditional epithet: None
Tryphon I Gramm.
NMF topic: 26
Traditional epithet: Grammatici
Boiscus Iamb.
NMF topic: 39
Traditional epithet: Iambici
Socraticorum Epistulae
NMF topic: 2
Traditional epithet: None
Joannes Chrysostomus Scr. Eccl., John Chrysostom
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Herodianus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Thrasyllus Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
[Hippothoon] Trag.
NMF topic: 36
Traditional epithet: Tragici
Praxilla Lyr.
NMF topic: 39
Traditional epithet: Lyrici/-ae
Anonymi In Aristotelis Librum Alterum Analyticorum Posteriorum Commentarium
NMF topic: 31
Traditional epithet: None
Apollonius Geom.
NMF topic: 11
Traditional epithet: Geometri
Nostoi
NMF topic: 39
Traditional epithet: None
Metrodorus Major Phil.
NMF topic: 4
Traditional epithet: Philosophici/-ae
Eutropius Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Doctrina Patrum
NMF topic: 50
Traditional epithet: None
Horapollo Gramm.
NMF topic: 33
Traditional epithet: Grammatici
Scholia In Oppianum
NMF topic: 7
Traditional epithet: None
Sotadea
NMF topic: 47
Traditional epithet: None
Hymni Anonymi
NMF topic: 5
Traditional epithet: None
Scholia In Theocritum
NMF topic: 9
Traditional epithet: None
Evagrius Scholasticus Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Scholia In Aristophanem
NMF topic: 0
Traditional epithet: None
Sapphus vel Alcaei Fragmenta
NMF topic: 48
Traditional epithet: None
Discipulorum Cantiuncula
NMF topic: 53
Traditional epithet: None
Aristocrates Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Pherecydis Epistula
NMF topic: 4
Traditional epithet: None
Archigenes Med.
NMF topic: 37
Traditional epithet: Medici
Favorinus Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Libanius Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Cercidas Iamb.
NMF topic: 0
Traditional epithet: Iambici
Diotimus Phil.
NMF topic: 31
Traditional epithet: Philosophici/-ae
Timoxenus Comic.
NMF topic: 0
Traditional epithet: Comici
Scholia In Lucianum
NMF topic: 0
Traditional epithet: None
Phormis Comic.
NMF topic: 0
Traditional epithet: Comici
Meletius Med.
NMF topic: 0
Traditional epithet: Medici
[Zaleucus Nomographus] [Phil.]
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theodorus Studites Scr. Eccl. et Theol.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Oecumenius Phil. et Rhet.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Menecrates Med.
NMF topic: 47
Traditional epithet: Medici
Antimachus Epic.
NMF topic: 11
Traditional epithet: Epici/-ae
Lachares Soph.
NMF topic: 26
Traditional epithet: Sophistae
Martyrium Polycarpi
NMF topic: 50
Traditional epithet: None
Theagenes Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Meletus Junior Trag.
NMF topic: 0
Traditional epithet: Tragici
Nonnus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Synesius Alchem.
NMF topic: 0
Traditional epithet: Alchemistae
Cercops Phil.
NMF topic: 47
Traditional epithet: Philosophici/-ae
Georgius Syncellus Chronogr.
NMF topic: 13
Traditional epithet: Chronographi
Periander [Phil.]
NMF topic: 46
Traditional epithet: Philosophici/-ae
Critolaus Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Aethlius Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Uranius Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Orion Gramm.
NMF topic: 7
Traditional epithet: Grammatici
Sosicrates Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Agroetas Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Anonymi Lexeis Rhetoricae
NMF topic: 10
Traditional epithet: None
Didymus Caecus Scr. Eccl., Didymus the Blind
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Theagenes Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Niciae Epistula
NMF topic: 2
Traditional epithet: None
Theophilus Protospatharius, Damascius et Stephanus Atheniensis Med.
NMF topic: 0
Traditional epithet: Medici
[Theophilus] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Liber Eldad Et Modad
NMF topic: 50
Traditional epithet: None
Georgius Monachus Continuatus
NMF topic: 1
Traditional epithet: None
Fragmentum Synodicae Epistulae Concilii Caesariensis
NMF topic: 2
Traditional epithet: None
Gaius Acilius Hist. et Phil.
NMF topic: 10
Traditional epithet: Philosophici/-ae
Hymni Homerici, Homeric Hymns
NMF topic: 5
Traditional epithet: None
Metrodorus Phil.
NMF topic: 15
Traditional epithet: Philosophici/-ae
Erasistratus Med.
NMF topic: 0
Traditional epithet: Medici
Eudocia Augusta Poeta
NMF topic: 5
Traditional epithet: Poetae
Charax Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Constantinus Manasses Hist. et Poeta
NMF topic: 18
Traditional epithet: Poetae
Demetrius Junior Comic.
NMF topic: 32
Traditional epithet: Comici
Lexicon Vindobonense
NMF topic: 9
Traditional epithet: None
Julius Pollux Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Matron Parodius
NMF topic: 5
Traditional epithet: Parodii
Diogenes Phil. et Trag.
NMF topic: 47
Traditional epithet: Philosophici/-ae
[Aristobulus] Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Heron Mech.
NMF topic: 11
Traditional epithet: Mechanici
Petrus Scr. Eccl. et Theol.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Nicephorus Blemmydes Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Menecrates Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
[Sthenidas] Phil.
NMF topic: 18
Traditional epithet: Philosophici/-ae
Anthemius Math. et Mech.
NMF topic: 12
Traditional epithet: Mechanici
Athanasius Theol.
NMF topic: 50
Traditional epithet: Theologici
Arcesilai Epistula
NMF topic: 2
Traditional epithet: None
Metagenes Comic.
NMF topic: 2
Traditional epithet: Comici
Dionysius Geogr.
NMF topic: 8
Traditional epithet: Geographi
Traditional epithet: Geographi
Neoptolemus Gramm.
NMF topic: 31
Traditional epithet: Grammatici
Acta Thomae
NMF topic: 1
Traditional epithet: None
Apollonius Dyscolus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Telephus Gramm.
NMF topic: 30
Traditional epithet: Grammatici
Damoxenus Comic.
NMF topic: 0
Traditional epithet: Comici
Etymologicum Gudianum
NMF topic: 7
Traditional epithet: None
Lucius Cincius Alimentus Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Philyllius Comic.
NMF topic: 31
Traditional epithet: Comici
Proxenus Hist.
NMF topic: 23
Traditional epithet: Historici/-ae
Teleclides Comic.
NMF topic: 37
Traditional epithet: Comici
Diodorus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Hieronymus Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Moses Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Thrasybuli Epistula
NMF topic: 40
Traditional epithet: None
Menecrates Comic.
NMF topic: 52
Traditional epithet: Comici
[Musaeus] Phil.
NMF topic: 15
Traditional epithet: Philosophici/-ae
Basilides Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Paradoxographus Florentinus
NMF topic: 28
Traditional epithet: None
Andreas Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Heniochus Comic.
NMF topic: 25
Traditional epithet: Comici
Eudemus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Timaeus Praxidas Astrol.
NMF topic: 19
Traditional epithet: Astrologici
Hierophilus Phil. et Soph.
NMF topic: 37
Traditional epithet: Philosophici/-ae
Sophron Mimogr.
NMF topic: 21
Traditional epithet: Mimographi
Thessalus Astrol. et Med.
NMF topic: 0
Traditional epithet: Astrologici
Scholia In Platonem
NMF topic: 0
Traditional epithet: None
Nicolaus Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Dionysius Perieg.
NMF topic: 5
Traditional epithet: Periegetae
Anonymi De Astrologia Dialogus Astrol.
NMF topic: 0
Traditional epithet: Astrologici
Dionysius Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Michael Attaliates Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Euangelus Comic.
NMF topic: 36
Traditional epithet: Comici
Thomas Magister Philol.
NMF topic: 9
Traditional epithet: Philologi
Bion Math. et Phil.
NMF topic: 44
Traditional epithet: Philosophici/-ae
Aeneas Tact.
NMF topic: 0
Traditional epithet: Tactici
Cantus Lugubris
NMF topic: 34
Traditional epithet: None
Philemon Comic.
NMF topic: 0
Traditional epithet: Comici
Philodemus Phil.
NMF topic: 21
Traditional epithet: Philosophici/-ae
Alcibiades [Eleg.]
NMF topic: 2
Traditional epithet: Elegiaci
Ignatius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Manuel Philes Poeta et Scr. Rerum Nat.
NMF topic: 0
Traditional epithet: Poetae
Musaeus Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Demetrius Trag.
NMF topic: 0
Traditional epithet: Tragici
Scolia Alphabetica
NMF topic: 2
Traditional epithet: None
Ptolemais Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Scholia In Thucydidem
NMF topic: 22
Traditional epithet: None
Barlaam Math., Theol. et Epist.
NMF topic: 11
Traditional epithet: Mathematici
Diophilus vel Diophila Poeta
NMF topic: 24
Traditional epithet: Poetae
Musaeus Grammaticus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
[Ctesiphon] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Eutocius Math.
NMF topic: 11
Traditional epithet: Mathematici
Apollophanes Phil.
NMF topic: 44
Traditional epithet: Philosophici/-ae
Damascius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Alexander Theol.
NMF topic: 0
Traditional epithet: Theologici
Aristias Trag.
NMF topic: 37
Traditional epithet: Tragici
Clemens Alexandrinus Theol.
NMF topic: 50
Traditional epithet: Theologici
Eugenius Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Historia Alexandri Magni
NMF topic: 2
Traditional epithet: None
Armenidas Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Polycritus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Diogenes Trag.
NMF topic: 23
Traditional epithet: Tragici
Phrynichus II Trag.
NMF topic: 0
Traditional epithet: Tragici
Chares Gnom.
NMF topic: 6
Traditional epithet: Gnomici
Euphronius Lyr.
NMF topic: 29
Traditional epithet: Lyrici/-ae
Lesbonax Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Nicias Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Biottus Comic.
NMF topic: 0
Traditional epithet: Comici
Aristoteles Phil. et Corpus Aristotelicum, Aristotle
NMF topic: 0
Traditional epithet: Philosophici/-ae
Appendix Proverbiorum
NMF topic: 0
Traditional epithet: None
Cleomachus Poeta
NMF topic: 46
Traditional epithet: Poetae
Lysippus Comic.
NMF topic: 45
Traditional epithet: Comici
Hermarchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theognis Trag.
NMF topic: 0
Traditional epithet: Tragici
Chionis Epistulae
NMF topic: 2
Traditional epithet: None
Anonymus Lexicographus Lexicogr.
NMF topic: 50
Traditional epithet: Lexicographi
Gryllus
NMF topic: 32
Traditional epithet: None
Panarces Scriptor Aenigmatum
NMF topic: 35
Traditional epithet: None
Moschus Bucol.
NMF topic: 48
Traditional epithet: Bucolici
Magnus Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Anonymus Alexandri Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Epicharmus Comic. et Pseudepicharmea
NMF topic: 0
Traditional epithet: Comici
Aelius Theon Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Oracula Tiburtina
NMF topic: 1
Traditional epithet: None
Gregorius Thaumaturgus Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Idaeus Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Testamentum XL Martyrum
NMF topic: 50
Traditional epithet: None
Lycophron Soph.
NMF topic: 0
Traditional epithet: Sophistae
Theognis Eleg.
NMF topic: 5
Traditional epithet: Elegiaci
Eusebius Scr. Eccl. et Theol.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Nicias Epigr.
NMF topic: 54
Traditional epithet: Epigrammatici/-ae
Testamentum Abrahae
NMF topic: 16
Traditional epithet: None
Pseudo-Galenus Med.
NMF topic: 0
Traditional epithet: Medici
Dionysius Chalcus Eleg.
NMF topic: 39
Traditional epithet: Elegiaci
Heracliti Ephesii Epistulae
NMF topic: 0
Traditional epithet: None
Martyrium Ignatii
NMF topic: 16
Traditional epithet: None
Dinon Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Xenion Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Dioscorides Pedanius Med.
NMF topic: 37
Traditional epithet: Medici
Morsimus Trag.
NMF topic: 0
Traditional epithet: Tragici
Geminus Astron.
NMF topic: 19
Traditional epithet: Astronomici
Aristonicus Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Demonax Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Antoninus Liberalis Myth.
NMF topic: 1
Traditional epithet: Mythographi
Polemon Perieg.
NMF topic: 3
Traditional epithet: Periegetae
[Pyrander] Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Dionysius Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Socrates Scholasticus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Melisseus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Anaxarchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Myia] Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Sannyrion Comic.
NMF topic: 27
Traditional epithet: Comici
Thallus Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Erotica Adespota
NMF topic: 0
Traditional epithet: None
Manetho Astrol.
NMF topic: 19
Traditional epithet: Astrologici
Ion Phil. et Poeta
NMF topic: 0
Traditional epithet: Poetae
Nicephorus Gregoras Hist.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Martyrium Carpi, Papyli Et Agathonicae
NMF topic: 16
Traditional epithet: None
Manetho Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Bato Hist. et Rhet.
NMF topic: 3
Traditional epithet: Historici/-ae
Pelagius Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Nicephorus II Phocas Imperator Tact.
NMF topic: 1
Traditional epithet: Tactici
Timagenes Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Hicetas Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Sextus Julius Africanus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Autocrates Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Anonymus Manichaeus Biogr.
NMF topic: 2
Traditional epithet: Biographi
Apollodorus Phil.
NMF topic: 44
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Menandri Et Philistionis Sententiae
NMF topic: 0
Traditional epithet: None
Duris Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Calani Epistula
NMF topic: 41
Traditional epithet: None
Cineas Rhet.
NMF topic: 53
Traditional epithet: Rhetorici
Scholia In Aelium Aristidem
NMF topic: 0
Traditional epithet: None
Apollonides Trag.
NMF topic: 36
Traditional epithet: Tragici
Erinna Lyr.
NMF topic: 2
Traditional epithet: Lyrici/-ae
Geoponica
NMF topic: 37
Traditional epithet: None
Ammonius Epigr.
NMF topic: 34
Traditional epithet: Epigrammatici/-ae
Conon Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Martyrium Agapae, Irenae, Chionae Et Sodalium
NMF topic: 16
Traditional epithet: None
Diodorus Perieg.
NMF topic: 42
Traditional epithet: Periegetae
Celsus Phil.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Ptolemaeus VIII Euergetes II [Hist.]
NMF topic: 18
Traditional epithet: Historici/-ae
Simonides Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Agamestor Eleg.
NMF topic: 54
Traditional epithet: Elegiaci
Scholia In Euclidem
NMF topic: 11
Traditional epithet: None
Gnomologium Vaticanum
NMF topic: 16
Traditional epithet: None
Alcmaeonis
NMF topic: 54
Traditional epithet: None
Diodorus Phil.
NMF topic: 47
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Diophantus Hist.
NMF topic: 16
Traditional epithet: Historici/-ae
Scholia In Dionysium Periegetam
NMF topic: 0
Traditional epithet: None
Theophanes Continuatus
NMF topic: 1
Traditional epithet: None
Biotus Trag.
NMF topic: 0
Traditional epithet: Tragici
Vita Sophoclis
NMF topic: 3
Traditional epithet: None
Martyrium Ptolemaei Et Lucii
NMF topic: 35
Traditional epithet: None
Ctesias Hist. et Med.
NMF topic: 0
Traditional epithet: Historici/-ae
Nicocles Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Hestiaeus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Daimachus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Flavius Josephus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Thrasymachus Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Apollodorus Carystius vel Apollodorus Gelous Comic.
NMF topic: 47
Traditional epithet: Comici
Basilius Theol.
NMF topic: 50
Traditional epithet: Theologici
Barnabae Epistula
NMF topic: 50
Traditional epithet: None
Philostephanus Comic.
NMF topic: 29
Traditional epithet: Comici
Lesbonax Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Georgius Peccator Poeta
NMF topic: 50
Traditional epithet: Poetae
Melampus Scriptor De Divinatione
NMF topic: 33
Traditional epithet: None
Philogelos
NMF topic: 16
Traditional epithet: None
[Metopus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Serenus Geom.
NMF topic: 11
Traditional epithet: Geometri
Apocalypsis Sophoniae
NMF topic: 1
Traditional epithet: None
Dionysius I [Trag.]
NMF topic: 36
Traditional epithet: Tragici
Pseudo-Mauricius Tact.
NMF topic: 0
Traditional epithet: Tactici
Stesiclides Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Porphyrius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Nepualius Med. et Phil.
NMF topic: 4
Traditional epithet: Philosophici/-ae
Philetas Eleg. et Gramm.
NMF topic: 5
Traditional epithet: Grammatici
Pseudo-Dioscorides Med.
NMF topic: 37
Traditional epithet: Medici
Philonides Comic.
NMF topic: 4
Traditional epithet: Comici
Polemaeus Trag.
NMF topic: 0
Traditional epithet: Tragici
Scholia In Iamblichum Philosophum
NMF topic: 9
Traditional epithet: None
Crobylus Comic.
NMF topic: 2
Traditional epithet: Comici
Aristeae Epistula
NMF topic: 0
Traditional epithet: None
Neophron Trag.
NMF topic: 5
Traditional epithet: Tragici
Parodica Anonyma
NMF topic: 5
Traditional epithet: None
Polybius Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Damon Mus.
NMF topic: 0
Traditional epithet: Musici
Theognis Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Semonides Eleg. et Iamb.
NMF topic: 5
Traditional epithet: Elegiaci
Protevangelium Jacobi
NMF topic: 1
Traditional epithet: None
Demetrius Hist. et Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Theocritus Bucol.
NMF topic: 5
Traditional epithet: Bucolici
Leo Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Leo Phil.
NMF topic: 52
Traditional epithet: Philosophici/-ae
Ezechiel Trag.
NMF topic: 5
Traditional epithet: Tragici
Glossae In Herodotum
NMF topic: 9
Traditional epithet: None
Antigoni Epistula
NMF topic: 48
Traditional epithet: None
Timolaus Rhet.
NMF topic: 54
Traditional epithet: Rhetorici
Dionysius Scytobrachion Gramm.
NMF topic: 10
Traditional epithet: Grammatici
Evangelium Mariae
NMF topic: 40
Traditional epithet: None
Palladius Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Simylus Comic.
NMF topic: 0
Traditional epithet: Comici
Euclides Comic. vel Iamb.
NMF topic: 40
Traditional epithet: Iambici
Comica Adespota (CGFPR)
NMF topic: 38
Traditional epithet: None
Cleaenetus Trag.
NMF topic: 6
Traditional epithet: Tragici
Scylax Perieg.
NMF topic: 8
Traditional epithet: Periegetae
Philoxenus Lyr.
NMF topic: 21
Traditional epithet: Lyrici/-ae
Traditional epithet: Lyrici/-ae
Critolaus Phil.
NMF topic: 9
Traditional epithet: Philosophici/-ae
Zenobius Sophista [Paroemiogr.]
NMF topic: 0
Traditional epithet: Paroemiographi
Antiphanes Comic.
NMF topic: 0
Traditional epithet: Comici
Quintus Fabius Pictor Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Aelius Dionysius Attic.
NMF topic: 9
Traditional epithet: Atticistae
Basilis Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Theodorus Math.
NMF topic: 15
Traditional epithet: Mathematici
Concilia Oecumenica (ACO)
NMF topic: 50
Traditional epithet: None
Archinus Hist.
NMF topic: 24
Traditional epithet: Historici/-ae
Ariston Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Philo Paradox.
NMF topic: 0
Traditional epithet: Paradoxographi
[Callicratidas] Phil.
NMF topic: 48
Traditional epithet: Philosophici/-ae
Alcaeus Comic.
NMF topic: 6
Traditional epithet: Comici
Claudius Ptolemaeus Math.
NMF topic: 19
Traditional epithet: Mathematici
Oppianus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
[Butherus] Phil.
NMF topic: 33
Traditional epithet: Philosophici/-ae
Sappho Lyr.
NMF topic: 2
Traditional epithet: Lyrici/-ae
Clearchus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dieuchidas Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Pseudo-Auctores Hellenistae (PsVTGr)
NMF topic: 50
Traditional epithet: None
Heraclides Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Claudius Casilon Gramm.
NMF topic: 27
Traditional epithet: Grammatici
[Telauges] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Aristonous Lyr.
NMF topic: 47
Traditional epithet: Lyrici/-ae
Stephanus Med. et Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pseudo-Heracliti Epistulae
NMF topic: 4
Traditional epithet: None
Aristomenes Comic.
NMF topic: 2
Traditional epithet: Comici
Arcadius Gramm.
NMF topic: 6
Traditional epithet: Grammatici
Praxagoras Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Theon Math.
NMF topic: 11
Traditional epithet: Mathematici
Amphilochius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Hippiatrica
NMF topic: 25
Traditional epithet: None
Athenio Comic.
NMF topic: 47
Traditional epithet: Comici
Maximus Confessor Theol.
NMF topic: 50
Traditional epithet: Theologici
Epictetus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dionysius Halicarnassensis Hist. et Rhet.
NMF topic: 0
Traditional epithet: Historici/-ae
[Septem Sapientes] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Iliu Persis
NMF topic: 54
Traditional epithet: None
Lycon Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Dromo Comic.
NMF topic: 47
Traditional epithet: Comici
Isaeus Orat.
NMF topic: 0
Traditional epithet: Oratores
Apocalypsis Sedrach
NMF topic: 50
Traditional epithet: None
Mace(donius) Lyr.
NMF topic: 17
Traditional epithet: Lyrici/-ae
Scholia In Lycophronem
NMF topic: 1
Traditional epithet: None
Cyrus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Eumelus Epic.
NMF topic: 19
Traditional epithet: Epici/-ae
Lucius Licinius Lucullus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Beros(s)us Astrol. et Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Timocles Comic.
NMF topic: 0
Traditional epithet: Comici
Boïdas Phil.
NMF topic: 8
Traditional epithet: Philosophici/-ae
Periplus Maris Magni
NMF topic: 6
Traditional epithet: None
Mnesimachus Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Harmodius Trag.
NMF topic: 0
Traditional epithet: Tragici
Demosthenes Epic.
NMF topic: 8
Traditional epithet: Epici/-ae
Acta Joannis
NMF topic: 50
Traditional epithet: None
Georgius Pachymeres Hist.
NMF topic: 18
Traditional epithet: Philosophici/-ae
Monodia
NMF topic: 34
Traditional epithet: None
Pisander Epic.
NMF topic: 4
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Androetas Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
[Sodamus] Eleg.
NMF topic: 22
Traditional epithet: Elegiaci
Vitae Aeschinis
NMF topic: 0
Traditional epithet: None
Damianus Scriptor De Opticis
NMF topic: 0
Traditional epithet: None
Bato Comic.
NMF topic: 47
Traditional epithet: Comici
[Melissa] Phil.
NMF topic: 9
Traditional epithet: Philosophici/-ae
Syrianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theodotus Judaeus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Sotades Comic.
NMF topic: 0
Traditional epithet: Comici
Verba In Scripturis De Christo
NMF topic: 17
Traditional epithet: None
Neanthes Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
[Brotinus] Phil.
NMF topic: 36
Traditional epithet: Philosophici/-ae
Diagoras Lyr.
NMF topic: 50
Traditional epithet: Lyrici/-ae
Assumptio Mosis
NMF topic: 50
Traditional epithet: None
Idaeus Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Hermias Apol.
NMF topic: 28
Traditional epithet: Apologetici
Sopater Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Asterius Sophista Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Andron Hist.
NMF topic: 10
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: 44
Traditional epithet: Historici/-ae
Epinicus Comic.
NMF topic: 31
Traditional epithet: Comici
Lollianus Scr. Erot.
NMF topic: 51
Traditional epithet: Scriptores Erotici
Orphica
NMF topic: 5
Traditional epithet: None
Pseudo-Lucianus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Prodicus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Amyntas Epigr.
NMF topic: 19
Traditional epithet: Epigrammatici/-ae
Anonymus Presbyter Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Gaius Suetonius Tranquillus Gramm. et Hist.
NMF topic: 22
Traditional epithet: Historici/-ae
Parrhasius Epigr.
NMF topic: 20
Traditional epithet: Epigrammatici/-ae
Apollonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Scholia In Xenophontem
NMF topic: 9
Traditional epithet: None
Anonymi Paradoxographi
NMF topic: 1
Traditional epithet: None
Julia Balbilla Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Minyas
NMF topic: 31
Traditional epithet: None
Bion Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Hephaestion Astrol.
NMF topic: 19
Traditional epithet: Astrologici
Marcellus Theol.
NMF topic: 50
Traditional epithet: Theologici
Scholia In Demosthenem
NMF topic: 0
Traditional epithet: None
Demades Orat. et Rhet.
NMF topic: 0
Traditional epithet: Oratores
Zenonis Epistula
NMF topic: 4
Traditional epithet: None
Chilonis Epistula
NMF topic: 24
Traditional epithet: None
Antiphon Trag.
NMF topic: 4
Traditional epithet: Tragici
Ion Eleg.
NMF topic: 12
Traditional epithet: Elegiaci
Hegesippus Comic.
NMF topic: 0
Traditional epithet: Comici
Amphiarai Exilium (?)
NMF topic: 42
Traditional epithet: None
Ecphantides Comic.
NMF topic: 11
Traditional epithet: Comici
[Isis Prophetissa] Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Anaximenis Milesii Epistulae
NMF topic: 4
Traditional epithet: None
Macarius Chrysocephalus Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Isocrates Orat.
NMF topic: 0
Traditional epithet: Oratores
Lexicon Artis Grammaticae
NMF topic: 7
Traditional epithet: None
Sotion [Paradox.]
NMF topic: 28
Traditional epithet: Paradoxographi
Phaedimus [Epic.]
NMF topic: 0
Traditional epithet: Epici/-ae
Sophaenetus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Athanis Hist.
NMF topic: 35
Traditional epithet: Historici/-ae
Ar(i)aethus Hist.
NMF topic: 54
Traditional epithet: Historici/-ae
Persinus Poeta
NMF topic: 0
Traditional epithet: Poetae
Phaenias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Anonymus Londinensis Med.
NMF topic: 0
Traditional epithet: Medici
[Agathodaemon] Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Pseudo-Ptolemaeus
NMF topic: 33
Traditional epithet: None
Fragmentum Stoicum
NMF topic: 44
Traditional epithet: None
Protagoras Soph.
NMF topic: 0
Traditional epithet: Sophistae
Epilycus Comic.
NMF topic: 15
Traditional epithet: Comici
[Autocharis] Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Philocles Comic.
NMF topic: 0
Traditional epithet: Comici
Gorgon Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Timocles Trag.
NMF topic: 31
Traditional epithet: Tragici
Aelius Aristides Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Philolaus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Leucippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hecataeus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Laon Comic.
NMF topic: 47
Traditional epithet: Comici
Pittacus [Lyr.]
NMF topic: 6
Traditional epithet: Lyrici/-ae
Palladius Med.
NMF topic: 0
Traditional epithet: Medici
Melanippides Lyr.
NMF topic: 37
Traditional epithet: Lyrici/-ae
Paraleipomena Jeremiou
NMF topic: 50
Traditional epithet: None
Aristophon Comic.
NMF topic: 0
Traditional epithet: Comici
Athenagoras Apol.
NMF topic: 0
Traditional epithet: Apologetici
Cypria
NMF topic: 5
Traditional epithet: None
Molpis Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Xuthus Phil.
NMF topic: 31
Traditional epithet: Philosophici/-ae
Dionysius Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Eumedes Comic.
NMF topic: 0
Traditional epithet: Comici
Iamblichus Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Bias [Phil.]
NMF topic: 46
Traditional epithet: Philosophici/-ae
Aristonicus Hist.
NMF topic: 24
Traditional epithet: Historici/-ae
Hermias Poeta
NMF topic: 18
Traditional epithet: Poetae
Lexicon Sabbaiticum
NMF topic: 0
Traditional epithet: None
Susarion Comic.
NMF topic: 36
Traditional epithet: Comici
Acta Xanthippae Et Polyxenae
NMF topic: 50
Traditional epithet: None
Posidonius Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Philiades Eleg.
NMF topic: 35
Traditional epithet: Elegiaci
Ptolemaei II Philadelphi Et Eleazari Epistulae
NMF topic: 2
Traditional epithet: None
Diophantus Math.
NMF topic: 11
Traditional epithet: Mathematici
Liber Enoch
NMF topic: 1
Traditional epithet: None
Ilias Parva
NMF topic: 5
Traditional epithet: None
Parm(en)iscus Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Pindarus Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Oechaliae Halosis
NMF topic: 26
Traditional epithet: None
Cassius Dio Hist., Dio Cassius
NMF topic: 1
Traditional epithet: Historici/-ae
Cratippus Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Pompeius Macer [Trag.]
NMF topic: 31
Traditional epithet: Tragici
Aeschines Socraticus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Demetrius Poeta
NMF topic: 50
Traditional epithet: Poetae
Demetrius Comic.
NMF topic: 2
Traditional epithet: Comici
Philo Mech.
NMF topic: 0
Traditional epithet: Mechanici
Euphorion Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Vitae Hesiodi Particula
NMF topic: 3
Traditional epithet: None
Melito Apol.
NMF topic: 50
Traditional epithet: Apologetici
Alexander Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Staphylus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Antonius Hagiographus Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Comica Adespota (CAF)
NMF topic: 0
Traditional epithet: None
Dionysius Thrax Gramm.
NMF topic: 26
Traditional epithet: Grammatici
Cosmas Hieromonachus Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Strabo Geogr.
NMF topic: 0
Traditional epithet: Geographi
Carmen Astrologicum
NMF topic: 19
Traditional epithet: None
Persaeus Phil.
NMF topic: 15
Traditional epithet: Philosophici/-ae
Joannes Pediasimus Philol. et Rhet.
NMF topic: 22
Traditional epithet: Philologi
Aesopus Scr. Fab. et Aesopica
NMF topic: 33
Traditional epithet: Scriptores Fabularum
[Pempelus] Phil.
NMF topic: 6
Traditional epithet: Philosophici/-ae
Adamantius Theol.
NMF topic: 50
Traditional epithet: Theologici
Anonymus De Viribus Herbarum
NMF topic: 5
Traditional epithet: None
Epicrates Comic.
NMF topic: 0
Traditional epithet: Comici
Iambica Adespota (IEG)
NMF topic: 21
Traditional epithet: None
Antiphon Orat.
NMF topic: 0
Traditional epithet: Oratores
Anaximander Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Paron Phil.
NMF topic: 16
Traditional epithet: Philosophici/-ae
Panyassis Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Severus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Domitius Callistratus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Carystius Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Themistius Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Idomeneus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Bacchylides Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Lycurgus Orat.
NMF topic: 0
Traditional epithet: Oratores
[Boeo] Epic.
NMF topic: 32
Traditional epithet: Epici/-ae
Pamphilus Trag.
NMF topic: 0
Traditional epithet: Tragici
Metrophanes Hist.
NMF topic: 42
Traditional epithet: Historici/-ae
Aretaeus Med.
NMF topic: 38
Traditional epithet: Medici
Theodorus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Sminthes Astron.
NMF topic: 0
Traditional epithet: Astronomici
[Aristides] Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Sallustius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Nausiphanes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Leo Magentinus Phil.
NMF topic: 22
Traditional epithet: Philosophici/-ae
Pausanias Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Theseus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Oenopides Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Hermias Iamb.
NMF topic: 48
Traditional epithet: Iambici
Anonymi Aulodia
NMF topic: 2
Traditional epithet: None
Nicolaus Comic.
NMF topic: 0
Traditional epithet: Comici
Joannes Cameniates Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Diogenes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Chronographiae Anonymae
NMF topic: 13
Traditional epithet: None
Paramonus Comic.
NMF topic: 0
Traditional epithet: Comici
Proclus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Thespis Trag.
NMF topic: 40
Traditional epithet: Tragici
Aristagoras Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Demon Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
Alcmaeon Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Sciras Comic.
NMF topic: 4
Traditional epithet: Comici
[Thearidas] Phil.
NMF topic: 31
Traditional epithet: Philosophici/-ae
Hesychius Lexicogr.
NMF topic: 0
Traditional epithet: Lexicographi
Joannes Camaterus Astrol. et Astron.
NMF topic: 19
Traditional epithet: Astronomici
Ariphron Lyr.
NMF topic: 2
Traditional epithet: Lyrici/-ae
Josephus Et Aseneth
NMF topic: 1
Traditional epithet: None
Pseudo-Sphrantzes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Atticus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Sosthenes] Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Phanocles Eleg.
NMF topic: 36
Traditional epithet: Elegiaci
Eubulides Comic.
NMF topic: 4
Traditional epithet: Comici
Democritus Hist.
NMF topic: 46
Traditional epithet: Historici/-ae
Apollonius Rhodius Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Titanomachia
NMF topic: 29
Traditional epithet: None
Myronianus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Themison Hist.
NMF topic: 10
Traditional epithet: Historici/-ae
Theodorus Prodromus Poeta et Polyhist.
NMF topic: 0
Traditional epithet: Poetae
Bruti Epistulae
NMF topic: 2
Traditional epithet: None
Eunicus Comic.
NMF topic: 31
Traditional epithet: Comici
Eutychianus Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
[Athamas] Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Oribasius Med.
NMF topic: 0
Traditional epithet: Medici
Epistula A Martyribus Lugdunensibus
NMF topic: 50
Traditional epithet: None
Archebulus Poeta
NMF topic: 4
Traditional epithet: Poetae
Antiochus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Didache XII Apostolorum
NMF topic: 50
Traditional epithet: None
Eumachus Hist.
NMF topic: 17
Traditional epithet: Historici/-ae
Archedemus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Publius Aelius Phlegon Paradox.
NMF topic: 0
Traditional epithet: Paradoxographi
Socrates Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Peirazomene
NMF topic: 2
Traditional epithet: None
Possis Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
Etymologicum Genuinum
NMF topic: 7
Traditional epithet: None
Magnes Comic.
NMF topic: 52
Traditional epithet: Comici
Cratinus Junior Comic.
NMF topic: 6
Traditional epithet: Comici
Callicrates Comic.
NMF topic: 0
Traditional epithet: Comici
Martyrium Pionii
NMF topic: 16
Traditional epithet: None
Hippolytus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Apollodorus Gramm.
NMF topic: 13
Traditional epithet: Grammatici
Pseudo-Scymnus Geogr.
NMF topic: 8
Traditional epithet: Geographi
Damon Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Pseudo-Agathon Epigr.
NMF topic: 31
Traditional epithet: Epigrammatici/-ae
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: 5
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Commentaria In Dionysii Thracis Artem Grammaticam
NMF topic: 0
Traditional epithet: None
Hierocles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Stephanus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hermolochus Lyr.
NMF topic: 46
Traditional epithet: Lyrici/-ae
Pamprepius Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Joannes Doxapatres Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
[Theano] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Apollonius Biogr.
NMF topic: 3
Traditional epithet: Biographi
Maximus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Alexis Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Agathias Scholasticus Epigr. et Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Tynnichus Lyr.
NMF topic: 0
Traditional epithet: Lyrici/-ae
Zeno Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Anonymus Dialogus Cum Judaeis
NMF topic: 50
Traditional epithet: None
Euphantus Phil.
NMF topic: 44
Traditional epithet: Philosophici/-ae
Eudemus Rhet.
NMF topic: 15
Traditional epithet: Rhetorici
Diodorus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Cephisodorus Comic.
NMF topic: 45
Traditional epithet: Comici
Myron Hist.
NMF topic: 46
Traditional epithet: Historici/-ae
Ptolemaeus III Euergetes I [Epigr.]
NMF topic: 6
Traditional epithet: Epigrammatici/-ae
Papias Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Sosicrates Comic.
NMF topic: 52
Traditional epithet: Comici
Vitae Dionysii Periegetae
NMF topic: 0
Traditional epithet: None
Publius Rutilius Rufus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Eudoxus Astron.
NMF topic: 17
Traditional epithet: Astronomici
Christodorus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Aeschines Orat.
NMF topic: 0
Traditional epithet: Oratores
Xeniades Soph.
NMF topic: 46
Traditional epithet: Sophistae
Pamphila Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Andron Geogr.
NMF topic: 27
Traditional epithet: Geographi
Artemidorus Eleg.
NMF topic: 0
Traditional epithet: Elegiaci
Trophonius Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Nicostratus Comic.
NMF topic: 0
Traditional epithet: Comici
Epica Incerta (CA)
NMF topic: 12
Traditional epithet: None
Acta Scillitanorum Martyrum
NMF topic: 50
Traditional epithet: None
Dionysius Iambus Gramm. et Poeta
NMF topic: 0
Traditional epithet: Poetae
Thugenides Comic.
NMF topic: 0
Traditional epithet: Comici
Eratosthenes et Eratosthenica Philol.
NMF topic: 6
Traditional epithet: Philologi
Theodorus Theol.
NMF topic: 50
Traditional epithet: Theologici
Antonius Diogenes Scr. Erot.
NMF topic: 51
Traditional epithet: Scriptores Erotici
Joannes Gramm. et Poeta
NMF topic: 5
Traditional epithet: Poetae
Gregorius Nyssenus Theol.
NMF topic: 0
Traditional epithet: Theologici
Lucius Annaeus Cornutus Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Hegemon Epic.
NMF topic: 1
Traditional epithet: Epici/-ae
Leo Diaconus Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Dorotheus Astrol.
NMF topic: 19
Traditional epithet: Astrologici
Nicetas Choniates Hist., Scr. Eccl. et Rhet.
NMF topic: 18
Traditional epithet: Scriptores Ecclesiastici
Theodorus Heracleensis vel Theodorus Mopsuestenus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Philumenus Med.
NMF topic: 38
Traditional epithet: Medici
Laetus Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Theopompus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Phanodicus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Creophylus Hist.
NMF topic: 29
Traditional epithet: Historici/-ae
Praecepta Salubria
NMF topic: 22
Traditional epithet: None
Procopius Rhet. et Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Anonymi Medici Med.
NMF topic: 0
Traditional epithet: Medici
Joannes Stobaeus Anthologus
NMF topic: 0
Traditional epithet: None
Crito Hist.
NMF topic: 51
Traditional epithet: Historici/-ae
Acacius Theol.
NMF topic: 50
Traditional epithet: Theologici
Naumachius Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Valerius Babrius Scr. Fab.
NMF topic: 16
Traditional epithet: Scriptores Fabularum
Hippocrates Med. et Corpus Hippocraticum
NMF topic: 0
Traditional epithet: Medici
Canon Librorum
NMF topic: 49
Traditional epithet: None
Erycius Poeta
NMF topic: 0
Traditional epithet: Poetae
Didymus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Zeno Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Pyrgion Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
Tyrannion Junior Gramm.
NMF topic: 52
Traditional epithet: Grammatici
Timon Phil.
NMF topic: 5
Traditional epithet: Philosophici/-ae
Triphiodorus Epic. et Gramm.
NMF topic: 5
Traditional epithet: Epici/-ae
Cinesias Lyr.
NMF topic: 0
Traditional epithet: Lyrici/-ae
Dionis Epistulae
NMF topic: 0
Traditional epithet: None
Michael Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Aulus Licinius Archias Epigr.
NMF topic: 6
Traditional epithet: Epigrammatici/-ae
Salaminius Hermias Sozomenus Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Dioscurides Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Spintharus Trag.
NMF topic: 0
Traditional epithet: Tragici
Theopompus Comic.
NMF topic: 36
Traditional epithet: Comici
Hecataeus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Demaratus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Parmeno Iamb.
NMF topic: 37
Traditional epithet: Iambici
Aristippus Hist.
NMF topic: 29
Traditional epithet: Historici/-ae
[Aristaeus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Patrocles Trag.
NMF topic: 5
Traditional epithet: Tragici
Andriscus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Michael Glycas Astrol. et Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Irenaeus Theol.
NMF topic: 50
Traditional epithet: Theologici
Calliphon et Democedes Med. et Phil.
NMF topic: 13
Traditional epithet: Philosophici/-ae
Pamphilus Poeta
NMF topic: 2
Traditional epithet: Poetae
Physiologus
NMF topic: 50
Traditional epithet: None
Philiscus Rhet.
NMF topic: 46
Traditional epithet: Rhetorici
Isidorus Trag.
NMF topic: 6
Traditional epithet: Tragici
Julianus Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
[Charondas Nomographus] [Phil.]
NMF topic: 48
Traditional epithet: Philosophici/-ae
Nemesius Theol.
NMF topic: 0
Traditional epithet: Theologici
Timagoras Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Potamon Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Aegimius
NMF topic: 5
Traditional epithet: None
Pseudo-Hippocrates Med.
NMF topic: 0
Traditional epithet: Medici
Lobo Poeta
NMF topic: 5
Traditional epithet: Poetae
Corinna Lyr.
NMF topic: 19
Traditional epithet: Lyrici/-ae
Aristodemus Hist.
NMF topic: 54
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: 50
Traditional epithet: Apologetici
Timaeus Sophista Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Flavius Justinianus Imperator Theol.
NMF topic: 0
Traditional epithet: Theologici
Cratylus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Chrysermus] Hist.
NMF topic: 23
Traditional epithet: Historici/-ae
Quintus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Diogenes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Joannes Chortasmenus Phil.
NMF topic: 49
Traditional epithet: Poetae
Hippys Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Menecrates Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Justinus Martyr Apol.
NMF topic: 50
Traditional epithet: Apologetici
Alexander Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Sententiae Pythagoreorum
NMF topic: 45
Traditional epithet: None
Marcellus Poet. Med.
NMF topic: 24
Traditional epithet: Poetae Medici
Chariton Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Marci Aurelii Epistula
NMF topic: 2
Traditional epithet: None
Vettius Valens Astrol.
NMF topic: 19
Traditional epithet: Astrologici
Dieuches Med.
NMF topic: 5
Traditional epithet: Medici
Menophilus Poeta
NMF topic: 40
Traditional epithet: Poetae
Heliodorus Alchem. et Poeta
NMF topic: 45
Traditional epithet: Poetae
Ocellus Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
[Timotheus] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Diphilus Comic.
NMF topic: 0
Traditional epithet: Comici
Martyrium Dasii
NMF topic: 1
Traditional epithet: None
Callixenus Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Anaximenes Hist. et Rhet.
NMF topic: 0
Traditional epithet: Historici/-ae
Epimerismi
NMF topic: 7
Traditional epithet: None
Pytheas Perieg.
NMF topic: 0
Traditional epithet: Periegetae
Lexica In Opera Gregorii Nazianzeni
NMF topic: 5
Traditional epithet: None
Artemidorus Onir.
NMF topic: 7
Traditional epithet: Onirocritici
Carcinus Trag.
NMF topic: 2
Traditional epithet: Tragici
Hephaestion Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Anonymi Geographia In Sphaera Intelligenda
NMF topic: 19
Traditional epithet: None
[Demetrius] Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Callistratus Trag.
NMF topic: 0
Traditional epithet: Tragici
Arcesilaus Phil.
NMF topic: 12
Traditional epithet: Philosophici/-ae
Polyclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Euaretus Trag.
NMF topic: 0
Traditional epithet: Tragici
[Aresas] Phil.
NMF topic: 21
Traditional epithet: Philosophici/-ae
Amasis Epistulae
NMF topic: 18
Traditional epithet: None
Testamentum Jobi
NMF topic: 2
Traditional epithet: None
Sappho et Alcaeus Lyr.
NMF topic: 21
Traditional epithet: Lyrici/-ae
Timotheus Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Tatianus Apol.
NMF topic: 0
Traditional epithet: Apologetici
Ariston Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Theocles Lyr.
NMF topic: 18
Traditional epithet: Lyrici/-ae
Acta Petri
NMF topic: 50
Traditional epithet: None
Anonymus Ad Avircium Marcellum Contra Cataphrygas
NMF topic: 36
Traditional epithet: None
Hippias Soph.
NMF topic: 0
Traditional epithet: Sophistae
Blaesus Comic.
NMF topic: 27
Traditional epithet: Comici
Marcus Diaconus Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
[Longinus] Rhet., Pseudo-Longinus
NMF topic: 0
Traditional epithet: Rhetorici
Polycarpus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Constantinus VII Porphyrogenitus Imperator Hist.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Aeschylus Trag.
NMF topic: 5
Traditional epithet: Tragici
Traditional epithet: Tragici
Joannes Epiphaniensis Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Dionysius Hist.
NMF topic: 13
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
Anacreontea
NMF topic: 2
Traditional epithet: None
Scythinus Poet. Phil.
NMF topic: 24
Traditional epithet: Poetae Philosophi
[Hermes] Alchem.
NMF topic: 51
Traditional epithet: Alchemistae
Philostratus Major Soph.
NMF topic: 1
Traditional epithet: Sophistae
Agesilaus Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Simplicius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Josephus Genesius Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Joannes Malalas Chronogr.
NMF topic: 1
Traditional epithet: Chronographi
Pseudo-Zonaras Lexicogr.
NMF topic: 9
Traditional epithet: Lexicographi
Aristides Quintilianus Mus.
NMF topic: 0
Traditional epithet: Musici
Amelii Epistula
NMF topic: 1
Traditional epithet: None
Vitae Prophetarum
NMF topic: 1
Traditional epithet: None
Diogenes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Hedylus Epigr.
NMF topic: 5
Traditional epithet: Epigrammatici/-ae
Epistula Ecclesiarum Apud Lugdunum Et Viennam
NMF topic: 50
Traditional epithet: None
Callippus Hist.
NMF topic: 49
Traditional epithet: Historici/-ae
Timagetus Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Lexicon De Atticis Nominibus
NMF topic: 0
Traditional epithet: None
Hermesianax Eleg.
NMF topic: 5
Traditional epithet: Elegiaci
Timolaus Hist.
NMF topic: 23
Traditional epithet: Historici/-ae
Pancrates Epigr.
NMF topic: 39
Traditional epithet: Epigrammatici/-ae
Achaeus Trag.
NMF topic: 31
Traditional epithet: Tragici
[Hegesinus] Epic.
NMF topic: 34
Traditional epithet: Epici/-ae
Pronomus Lyr.
NMF topic: 0
Traditional epithet: Lyrici/-ae
Philoxenus Gramm.
NMF topic: 7
Traditional epithet: Grammatici
Epica Adespota (CA)
NMF topic: 5
Traditional epithet: None
[Milon] [Phil.]
NMF topic: 52
Traditional epithet: Philosophici/-ae
Xenophilus Mus. et Phil.
NMF topic: 13
Traditional epithet: Philosophici/-ae
Timostratus Comic.
NMF topic: 6
Traditional epithet: Comici
Anonymi Hymnus In Dactylos Idaeos
NMF topic: 32
Traditional epithet: None
Photius Lexicogr., Scr. Eccl. et Theol.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Albinus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Platonius Gramm.
NMF topic: 42
Traditional epithet: Grammatici
Menecrates Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Lamprocles Lyr.
NMF topic: 53
Traditional epithet: Lyrici/-ae
Menecrates Poet. Phil.
NMF topic: 5
Traditional epithet: Poetae Philosophi
Anaxion Trag.
NMF topic: 0
Traditional epithet: Tragici
Menecrates Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Euphanes Comic.
NMF topic: 53
Traditional epithet: Comici
Eubulus Comic.
NMF topic: 0
Traditional epithet: Comici
Crantor Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Timotheus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Lexicon Patmense
NMF topic: 0
Traditional epithet: None
Joannes Philoponus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Cleomenes Lyr.
NMF topic: 0
Traditional epithet: Lyrici/-ae
Nicolaus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Choliambica Adespota (ALG)
NMF topic: 5
Traditional epithet: None
Juba II Rex Mauretaniae [Hist.]
NMF topic: 0
Traditional epithet: Historici/-ae
Philo Judaeus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Poliochus Comic.
NMF topic: 5
Traditional epithet: Comici
Priscianus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Bion Bucol.
NMF topic: 43
Traditional epithet: Bucolici
Nicochares Comic.
NMF topic: 38
Traditional epithet: Comici
Bion Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Athenodorus Phil.
NMF topic: 29
Traditional epithet: Philosophici/-ae
[Sclerias] Trag.
NMF topic: 4
Traditional epithet: Tragici
Damastes Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Eudemus Poet. Med.
NMF topic: 12
Traditional epithet: Poetae Medici
Eustochius Soph.
NMF topic: 8
Traditional epithet: Sophistae
Adamantius Judaeus Med.
NMF topic: 0
Traditional epithet: Medici
Chariclides Comic.
NMF topic: 0
Traditional epithet: Comici
Vitae Oppiani
NMF topic: 18
Traditional epithet: None
Maximus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Python Trag.
NMF topic: 1
Traditional epithet: Tragici
Comica Adespota (FCG)
NMF topic: 0
Traditional epithet: None
Joannes Theol.
NMF topic: 50
Traditional epithet: Theologici
Clidemus Phil.
NMF topic: 45
Traditional epithet: Philosophici/-ae
Anaxippus Comic.
NMF topic: 0
Traditional epithet: Comici
Herodas Mimogr.
NMF topic: 5
Traditional epithet: Mimographi
Apocalypsis Eliae
NMF topic: 50
Traditional epithet: None
Choerilus Trag.
NMF topic: 31
Traditional epithet: Tragici
Conventus Avium
NMF topic: 53
Traditional epithet: None
Dius Phil.
NMF topic: 6
Traditional epithet: Philosophici/-ae
[Lucas Apostolus] Med.
NMF topic: 4
Traditional epithet: Medici
Nicander Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
[Theages] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Lysimachus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Pherecrates Comic.
NMF topic: 2
Traditional epithet: Comici
Joannes Cananus Hist.
NMF topic: 10
Traditional epithet: Historici/-ae
Damon et Phintias Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Georgius Pisides Poeta
NMF topic: 0
Traditional epithet: Poetae
Fragmenta Adespota (SH)
NMF topic: 5
Traditional epithet: None
Euboeus Parodius
NMF topic: 5
Traditional epithet: Parodii
Capito Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Julius Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Euripides II Trag.
NMF topic: 0
Traditional epithet: Tragici
Magica
NMF topic: 50
Traditional epithet: None
Heraclides Ponticus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Evangelium Ebionitum
NMF topic: 1
Traditional epithet: None
Xenophanes Poet. Phil.
NMF topic: 0
Traditional epithet: Poetae Philosophi
Periplus Ponti Euxini
NMF topic: 23
Traditional epithet: None
Hippasus Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Scholia In Apollonium Rhodium
NMF topic: 9
Traditional epithet: None
Menander Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Oracula Chaldaica
NMF topic: 5
Traditional epithet: None
Anonymus Seguerianus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Artemon Hist.
NMF topic: 24
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Apocalypsis Baruch
NMF topic: 2
Traditional epithet: None
Menander Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Priscus Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Posidonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Epiphanius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
(H)agias-Dercylus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Anaxagoras Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Asclepiodotus Tact.
NMF topic: 0
Traditional epithet: Tactici
Philostratus Junior Soph.
NMF topic: 0
Traditional epithet: Sophistae
Joannes Argyropulus Gramm.
NMF topic: 31
Traditional epithet: Grammatici
[Megillus] Phil.
NMF topic: 27
Traditional epithet: Philosophici/-ae
Carmen Naupactium
NMF topic: 29
Traditional epithet: None
Carneiscus Phil.
NMF topic: 21
Traditional epithet: Philosophici/-ae
Stephanus Alchem.
NMF topic: 28
Traditional epithet: Alchemistae
Archytas Epic.
NMF topic: 21
Traditional epithet: Epici/-ae
Apocalypsis Joannis
NMF topic: 50
Traditional epithet: None
Diodorus Eleg.
NMF topic: 0
Traditional epithet: Elegiaci
Seleucus Lyr.
NMF topic: 46
Traditional epithet: Lyrici/-ae
Philochorus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Oratio Manassis
NMF topic: 50
Traditional epithet: None
Menander Comic.
NMF topic: 0
Traditional epithet: Comici
Moeris Attic.
NMF topic: 54
Traditional epithet: Atticistae
Joannes Zonaras Gramm. et Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Vitae Homeri
NMF topic: 0
Traditional epithet: None
Axionicus Comic.
NMF topic: 2
Traditional epithet: Comici
Euagon Hist.
NMF topic: 16
Traditional epithet: Historici/-ae
Sthenelus Trag.
NMF topic: 37
Traditional epithet: Tragici
Amipsias Comic.
NMF topic: 4
Traditional epithet: Comici
Aeneas Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Anonymi In Aristotelis Categorias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Alexandri Magni Epistulae
NMF topic: 2
Traditional epithet: None
Phoenix Iamb.
NMF topic: 4
Traditional epithet: Iambici
Cratetis Epistulae
NMF topic: 0
Traditional epithet: None
Claudius Iolaus Hist.
NMF topic: 39
Traditional epithet: Historici/-ae
Hippocrates Math.
NMF topic: 19
Traditional epithet: Mathematici
Plato Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Liber Jannes Et Jambres
NMF topic: 27
Traditional epithet: None
Theophylactus Simocatta Epist. et Hist.
NMF topic: 18
Traditional epithet: Epistolographi
Geographica Adespota (GGM)
NMF topic: 6
Traditional epithet: None
Aristides Apol.
NMF topic: 51
Traditional epithet: Apologetici
Speusippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Choerilus Epic.
NMF topic: 43
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Nicophon Comic.
NMF topic: 2
Traditional epithet: Comici
Solonis Epistulae
NMF topic: 4
Traditional epithet: None
Diphilus Epic. et Iamb.
NMF topic: 42
Traditional epithet: Epici/-ae
Crinis Phil.
NMF topic: 11
Traditional epithet: Philosophici/-ae
Dictys Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Eustathius Philol. et Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
[Damigeron Magus]
NMF topic: 41
Traditional epithet: None
Plutarchus Biogr. et Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Callimachus Junior Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Sostratus Poeta
NMF topic: 0
Traditional epithet: Poetae
Ephraem Hist. et Poeta
NMF topic: 14
Traditional epithet: Poetae
Heraclides Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Nessas Phil.
NMF topic: 29
Traditional epithet: Philosophici/-ae
Philicus Lyr.
NMF topic: 39
Traditional epithet: Lyrici/-ae
Empedocles Poet. Phil.
NMF topic: 0
Traditional epithet: Poetae Philosophi
Procopius Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Pseudo-Apollodorus Myth.
NMF topic: 1
Traditional epithet: Mythographi
Asclepiades Gramm. et Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Anonymus Discipulus Isidori Milesii Mech.
NMF topic: 11
Traditional epithet: Mechanici
Gregorius Nazianzenus Theol.
NMF topic: 0
Traditional epithet: Theologici
Heraclides Comic.
NMF topic: 15
Traditional epithet: Comici
Philo Poeta
NMF topic: 0
Traditional epithet: Poetae
Apollodorus Lyr.
NMF topic: 53
Traditional epithet: Lyrici/-ae
Tiberius Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Teucer Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Diodorus Siculus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Pancrates Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Menippus Geogr.
NMF topic: 8
Traditional epithet: Geographi
Alexander Med.
NMF topic: 0
Traditional epithet: Medici
Cleostratus Poet. Phil.
NMF topic: 32
Traditional epithet: Poetae Philosophi
Evagrius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Paulus Astrol.
NMF topic: 19
Traditional epithet: Astrologici
Timachidas Hist.
NMF topic: 17
Traditional epithet: Historici/-ae
Antenor Hist.
NMF topic: 4
Traditional epithet: Historici/-ae
Pseudo-Macarius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Menelaus Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Demosthenes Orat.
NMF topic: 0
Traditional epithet: Oratores
[Menyllus] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Ducas Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Marcus Cornelius Fronto Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Epimenides Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Hesychius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Scholia In Hesiodum
NMF topic: 22
Traditional epithet: None
Athenaeus Mech.
NMF topic: 1
Traditional epithet: Mechanici
Severianus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Artaxerxis Epistulae
NMF topic: 2
Traditional epithet: None
[Agathon] Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Hermippus Gramm. et Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Nicanor Gramm.
NMF topic: 27
Traditional epithet: Grammatici
Eudoxus Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Hegesippus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Craterus Hist.
NMF topic: 39
Traditional epithet: Historici/-ae
Vitae Arati Et Varia De Arato
NMF topic: 0
Traditional epithet: None
Ister Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Meropis
NMF topic: 29
Traditional epithet: None
Paulus Med.
NMF topic: 38
Traditional epithet: Medici
Vitae Pindari Et Varia De Pindaro
NMF topic: 15
Traditional epithet: None
Heraclides Criticus Perieg.
NMF topic: 8
Traditional epithet: Periegetae
Archestratus Trag.
NMF topic: 0
Traditional epithet: Tragici
Constitutiones Apostolorum
NMF topic: 50
Traditional epithet: None
Lysias Orat.
NMF topic: 0
Traditional epithet: Oratores
Apollonius Comic.
NMF topic: 0
Traditional epithet: Comici
Theophilus Comic.
NMF topic: 40
Traditional epithet: Comici
Anonymi Grammatici Gramm.
NMF topic: 26
Traditional epithet: Grammatici
Theophilus Protospatharius et Stephanus Atheniensis Med.
NMF topic: 0
Traditional epithet: Medici
Joannes VI Cantacuzenus
NMF topic: 18
Traditional epithet: None
Achilles Tatius Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Nymphis Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Septuaginta
NMF topic: 1
Traditional epithet: None
Aratus Hist.
NMF topic: 24
Traditional epithet: Historici/-ae
Lyceas Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Plato Comic.
NMF topic: 0
Traditional epithet: Comici
[Palaephatus] Myth.
NMF topic: 0
Traditional epithet: Mythographi
Hippias Hist.
NMF topic: 10
Traditional epithet: Historici/-ae
Pseudo-Plutarchus
NMF topic: 0
Traditional epithet: None
Zosimus Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Maiistas Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Zenodotus Trag.
NMF topic: 47
Traditional epithet: Tragici
Paraphrases In Dionysium Periegetam
NMF topic: 22
Traditional epithet: None
Chaerion Comic.
NMF topic: 0
Traditional epithet: Comici
Nicander Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Clemens Romanus Theol. et Clementina
NMF topic: 0
Traditional epithet: Theologici
Limenius Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Critias Eleg., Phil. et Trag.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Epicurus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Callistratus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Choricius Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Soranus Med.
NMF topic: 0
Traditional epithet: Medici
Symeon Logothetes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Mnesimachus Comic.
NMF topic: 2
Traditional epithet: Comici
Xenophon Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Lamynthius Lyr.
NMF topic: 0
Traditional epithet: Lyrici/-ae
Aëtius Med.
NMF topic: 38
Traditional epithet: Medici
Anonymi Geographiae Expositio Compendiaria
NMF topic: 25
Traditional epithet: None
Georgius Acropolites Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Phanodemus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Polybius Rhet.
NMF topic: 9
Traditional epithet: Rhetorici
Seniores Apud Irenaeum Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Ergias Hist.
NMF topic: 28
Traditional epithet: Historici/-ae
[Boeus] Epic.
NMF topic: 52
Traditional epithet: Epici/-ae
Diogenes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Elegiaca Adespota (IEG)
NMF topic: 5
Traditional epithet: None
Martyrium Cononis
NMF topic: 50
Traditional epithet: None
[Euryphamus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Aretades] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Adrianus Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Antipater Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hipponax Iamb.
NMF topic: 45
Traditional epithet: Iambici
Praelusio Mimi
NMF topic: 42
Traditional epithet: None
Aristocritus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Antigonus
NMF topic: 31
Traditional epithet: None
Apollonius Med.
NMF topic: 0
Traditional epithet: Medici
Zosimus Alchem.
NMF topic: 28
Traditional epithet: Alchemistae
Socrates Phil.
NMF topic: 34
Traditional epithet: Philosophici/-ae
Eunapius Hist. et Soph.
NMF topic: 0
Traditional epithet: Historici/-ae
Charon Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Bolus Med. et Phil.
NMF topic: 25
Traditional epithet: Philosophici/-ae
Aristarchus Trag.
NMF topic: 12
Traditional epithet: Tragici
Diogenis Sinopensis Epistulae
NMF topic: 0
Traditional epithet: None
Astydamas Trag.
NMF topic: 31
Traditional epithet: Tragici
Valerius Apsines Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Evangelium Aegyptium
NMF topic: 52
Traditional epithet: None
Anthologiae Graecae Appendix
NMF topic: 5
Traditional epithet: None
Prolegomena De Comoedia
NMF topic: 0
Traditional epithet: None
[Dercyllus] Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Harpocration Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Aelius Dius Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Arrianus Epic.
NMF topic: 6
Traditional epithet: Epici/-ae
[Callippus] Comic.
NMF topic: 0
Traditional epithet: Comici
Pausanias Perieg.
NMF topic: 0
Traditional epithet: Periegetae
Scholia In Euripidem
NMF topic: 9
Traditional epithet: None
Theophrastus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Chaeremon Hist. et Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Apollonius Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Strattis Comic.
NMF topic: 12
Traditional epithet: Comici
Joannes Protospatharius Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Catenae (Novum Testamentum)
NMF topic: 50
Traditional epithet: None
Euthydemus Med.
NMF topic: 32
Traditional epithet: Medici
[Hermesianax] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Protagorides Hist.
NMF topic: 10
Traditional epithet: Historici/-ae
Diophantus Comic.
NMF topic: 37
Traditional epithet: Comici
Metrodorus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Callinus Eleg.
NMF topic: 5
Traditional epithet: Elegiaci
Aristoxenus [Comic.]
NMF topic: 5
Traditional epithet: Comici
Evangelium Evae
NMF topic: 40
Traditional epithet: None
Panteleius Epic.
NMF topic: 11
Traditional epithet: Epici/-ae
Democles Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Ariston Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Sosibius Gramm.
NMF topic: 3
Traditional epithet: Grammatici
Scholia In Nicandrum
NMF topic: 22
Traditional epithet: None
Demetrius Gramm.
NMF topic: 3
Traditional epithet: Grammatici
Apollodorus Phil.
NMF topic: 44
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Corpus Hermeticum
NMF topic: 0
Traditional epithet: None
Hierotheus Alchem. et Poeta
NMF topic: 17
Traditional epithet: Poetae
Ephippus Comic.
NMF topic: 17
Traditional epithet: Comici
Scholia In Dionysium Byzantium
NMF topic: 23
Traditional epithet: None
Hera[clides] Trag.
NMF topic: 0
Traditional epithet: Tragici
Philiscus Trag.
NMF topic: 31
Traditional epithet: Tragici
Dosiadas Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Scholia In Aeschylum
NMF topic: 22
Traditional epithet: None
Autocrates Comic.
NMF topic: 26
Traditional epithet: Comici
Nymphodorus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Arsenius Paroemiogr.
NMF topic: 0
Traditional epithet: Paroemiographi
Acta Et Martyrium Apollonii
NMF topic: 50
Traditional epithet: None
Cleon Eleg.
NMF topic: 4
Traditional epithet: Elegiaci
Nautarum Cantiunculae
NMF topic: 16
Traditional epithet: None
Chamaeleon Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Lexicon αἱμωδεῖν
NMF topic: 7
Traditional epithet: None
Menetor Hist.
NMF topic: 43
Traditional epithet: Historici/-ae
Lyceas Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Danaïs vel Danaïdes
NMF topic: 23
Traditional epithet: None
Iamblichus Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Nonnosus Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Anonymi Curetum Hymnus
NMF topic: 2
Traditional epithet: None
Lycon Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Dorieus Poeta
NMF topic: 53
Traditional epithet: Poetae
Apocalypsis Syriaca Baruchi
NMF topic: 51
Traditional epithet: None
Acta Alexandrinorum
NMF topic: 51
Traditional epithet: None
Antigonus Paradox.
NMF topic: 0
Traditional epithet: Paradoxographi
Autesion Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
[Eccelus] Phil.
NMF topic: 21
Traditional epithet: Philosophici/-ae
Polyaenus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Zenodorus Gramm.
NMF topic: 9
Traditional epithet: Grammatici
Diogenianus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Nico Comic.
NMF topic: 44
Traditional epithet: Comici
Pythagoristae (D-K) Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Nicomachus Trag.
NMF topic: 0
Traditional epithet: Tragici
Traditional epithet: Tragici
Damippus Phil.
NMF topic: 6
Traditional epithet: Philosophici/-ae
Arcesilaus Comic.
NMF topic: 31
Traditional epithet: Comici
Sogenes Comic.
NMF topic: 0
Traditional epithet: Comici
Oracula Sibyllina
NMF topic: 5
Traditional epithet: None
Dexippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Fragmenta Alchemica
NMF topic: 25
Traditional epithet: None
Phylarchus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Antimachus Eleg. et Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Philippus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Martyrium Et Ascensio Isaiae
NMF topic: 1
Traditional epithet: None
Alexander Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theopompus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Anonymus De Plantis Aegyptiis
NMF topic: 28
Traditional epithet: None
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: 1
Traditional epithet: Philosophici/-ae
Hipparchus Comic.
NMF topic: 47
Traditional epithet: Comici
Tragica Adespota
NMF topic: 5
Traditional epithet: None
Apion Gramm.
NMF topic: 7
Traditional epithet: Grammatici
Xenocrates Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Symeon Metaphrastes Biogr. et Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Antisthenes Phil.
NMF topic: 39
Traditional epithet: Philosophici/-ae
Julianus Scriptor Legis De Medicis
NMF topic: 34
Traditional epithet: None
Thucydides Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Evangelium Petri
NMF topic: 1
Traditional epithet: None
Glaucus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Archelaus Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Ariston Apol.
NMF topic: 1
Traditional epithet: Apologetici
Theophilus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Crito Phil.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Ptolemaeus Gramm.
NMF topic: 7
Traditional epithet: Grammatici
Adespota Papyracea (SH)
NMF topic: 5
Traditional epithet: None
Cleobulina Scriptor Aenigmatum
NMF topic: 40
Traditional epithet: None
Anonyma De Musica Scripta Bellermanniana
NMF topic: 0
Traditional epithet: None
Praxiphanes Phil.
NMF topic: 45
Traditional epithet: Philosophici/-ae
Hermodorus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Encomium Ducis Thebaidos
NMF topic: 19
Traditional epithet: None
Niceratus Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Euripidis Epistulae
NMF topic: 2
Traditional epithet: None
Chaeremon Trag.
NMF topic: 17
Traditional epithet: Tragici
Rhianus Epic.
NMF topic: 8
Traditional epithet: Epici/-ae
Dionysius Soph.
NMF topic: 0
Traditional epithet: Sophistae
Anonymi De Barbarismo Et Soloecismo Gramm.
NMF topic: 9
Traditional epithet: Grammatici
[Alexarchus] Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Agathemerus Geogr.
NMF topic: 25
Traditional epithet: Geographi
Herillus Phil.
NMF topic: 47
Traditional epithet: Philosophici/-ae
Archelaus Alchem. et Poeta
NMF topic: 28
Traditional epithet: Poetae
Hegemon Parodius
NMF topic: 16
Traditional epithet: Parodii
Sosigenes Phil.
NMF topic: 39
Traditional epithet: Philosophici/-ae
Philippus II Rex Macedonum [Epist.]
NMF topic: 2
Traditional epithet: Epistolographi
Scholia In Theonem Rhetorem
NMF topic: 0
Traditional epithet: None
Hypsicles Astron. et Math.
NMF topic: 11
Traditional epithet: Mathematici
Testamenta XII Patriarcharum
NMF topic: 1
Traditional epithet: None
Theodosius Diaconus Hist. et Poeta
NMF topic: 0
Traditional epithet: Poetae
Dinarchus Orat.
NMF topic: 0
Traditional epithet: Oratores
Maximus Astrol.
NMF topic: 19
Traditional epithet: Astrologici
Demetrius Rhet.
NMF topic: 2
Traditional epithet: Rhetorici
Solon Nomographus et Poeta
NMF topic: 5
Traditional epithet: Poetae
Anonymi In Aristotelis Librum Primum Analyticorum Posteriorum Commentarium
NMF topic: 22
Traditional epithet: None
Xenagoras Geogr. et Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Leuco Comic.
NMF topic: 15
Traditional epithet: Comici
Pythermus Hist.
NMF topic: 23
Traditional epithet: Historici/-ae
Timotheus Comic.
NMF topic: 2
Traditional epithet: Comici
Terpander Lyr.
NMF topic: 2
Traditional epithet: Lyrici/-ae
Amphis Comic.
NMF topic: 0
Traditional epithet: Comici
Demareta Poeta
NMF topic: 0
Traditional epithet: Poetae
Hegesippus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Archestratus Parodius
NMF topic: 24
Traditional epithet: Parodii
Aristobulus Judaeus Phil.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Colluthus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Iophon Trag.
NMF topic: 36
Traditional epithet: Tragici
Aristophanes Comic.
NMF topic: 0
Traditional epithet: Comici
Nicomachus Comic.
NMF topic: 2
Traditional epithet: Comici
Phoebammon Soph.
NMF topic: 16
Traditional epithet: Sophistae
Apollodorus Comic.
NMF topic: 17
Traditional epithet: Comici
Traditional epithet: Comici
Paradoxographus Vaticanus
NMF topic: 52
Traditional epithet: None
Priscus Hist. et Rhet.
NMF topic: 1
Traditional epithet: Historici/-ae
Callimachus Philol.
NMF topic: 5
Traditional epithet: Philologi
Thebaïs
NMF topic: 42
Traditional epithet: None
[Perictione] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pittaci Epistula
NMF topic: 40
Traditional epithet: None
Hermias Hist.
NMF topic: 37
Traditional epithet: Historici/-ae
Iccus Phil.
NMF topic: 24
Traditional epithet: Philosophici/-ae
Andron Hist.
NMF topic: 10
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Arethas Philol. et Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Ostanes Magus Alchem.
NMF topic: 28
Traditional epithet: Alchemistae
Theocritus Soph.
NMF topic: 54
Traditional epithet: Sophistae
Euenus Eleg.
NMF topic: 46
Traditional epithet: Elegiaci
Polycrates Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Diocles Comic.
NMF topic: 37
Traditional epithet: Comici
Paulus Silentiarius Poeta
NMF topic: 5
Traditional epithet: Poetae
Scholia In Pausaniam
NMF topic: 27
Traditional epithet: None
Polystratus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Parmenides Poet. Phil.
NMF topic: 0
Traditional epithet: Poetae Philosophi
Philostorgius Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Clytus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Acta Pauli
NMF topic: 50
Traditional epithet: None
(H)eren(n)ius Philo Gramm. et Hist.
NMF topic: 7
Traditional epithet: Historici/-ae
Serapion Trag.
NMF topic: 4
Traditional epithet: Tragici
[Homerus] [Epic.]
NMF topic: 21
Traditional epithet: Epici/-ae
[Arimnestus] Phil.
NMF topic: 49
Traditional epithet: Philosophici/-ae
Hereas Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Georgius Choeroboscus Gramm.
NMF topic: 26
Traditional epithet: Grammatici
Clearchus Comic.
NMF topic: 46
Traditional epithet: Comici
Stephanus Comic.
NMF topic: 18
Traditional epithet: Comici
Apollonius Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Ninus
NMF topic: 0
Traditional epithet: None
Aristophanes Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Achilles Tatius Astron.
NMF topic: 0
Traditional epithet: Astronomici
Leschides Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Ibycus Lyr.
NMF topic: 21
Traditional epithet: Lyrici/-ae
Dioscorus Poeta
NMF topic: 5
Traditional epithet: Poetae
Philosophus Anonymus Alchem.
NMF topic: 0
Traditional epithet: Alchemistae
De Arboribus Avibusque Fabulae
NMF topic: 25
Traditional epithet: None
Crates Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Amphicrates Rhet.
NMF topic: 44
Traditional epithet: Rhetorici
Appianus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Alcaeus Lyr.
NMF topic: 21
Traditional epithet: Lyrici/-ae
Pseudo-Dionysius Areopagita Scr. Eccl. et Theol.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Asterius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Anthologia Graeca, AG
NMF topic: 5
Traditional epithet: None
Clidemus Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Rufus Med.
NMF topic: 0
Traditional epithet: Medici
Epitaphium Pectorii
NMF topic: 28
Traditional epithet: None
Gorgias Rhet. et Soph.
NMF topic: 0
Traditional epithet: Sophistae
Aristodemus Hist. et Myth.
NMF topic: 36
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: 42
Traditional epithet: Historici/-ae
Theodosius Astron. et Math.
NMF topic: 11
Traditional epithet: Mathematici
Eutecnius Soph.
NMF topic: 0
Traditional epithet: Sophistae
Stesichorus Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Didymarchus Poeta
NMF topic: 0
Traditional epithet: Poetae
Historia Monachorum In Aegypto
NMF topic: 1
Traditional epithet: None
Teles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Eusebius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Antyllus Med.
NMF topic: 52
Traditional epithet: Medici
Joannes Cinnamus Gramm. et Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Theodorus Scutariota Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Cleomedes Astron.
NMF topic: 0
Traditional epithet: Astronomici
Etymologicum Parvum
NMF topic: 7
Traditional epithet: None
Ptolemaeus Hist.
NMF topic: 15
Traditional epithet: Historici/-ae
Cyrillus Theol.
NMF topic: 50
Traditional epithet: Theologici
Scythinus Epigr.
NMF topic: 2
Traditional epithet: Epigrammatici/-ae
Anonymi In Aristotelis Ethica Nicomachea Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Theon Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Publius Herennius Dexippus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Bucolicum
NMF topic: 25
Traditional epithet: None
Asclepius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Gaius Musonius Rufus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Demonax [Trag.]
NMF topic: 0
Traditional epithet: Tragici
Praxiteles [Epigr.]
NMF topic: 43
Traditional epithet: Epigrammatici/-ae
Asclepiades Epigr.
NMF topic: 43
Traditional epithet: Epigrammatici/-ae
[Hipparchus] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Vita Et Sententiae Secundi
NMF topic: 0
Traditional epithet: None
Menestor Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Theodorides Trag.
NMF topic: 0
Traditional epithet: Tragici
Attalus Astron. et Math.
NMF topic: 0
Traditional epithet: Mathematici
Longus Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Heraclides Gramm.
NMF topic: 44
Traditional epithet: Grammatici
[Aristeas] Epic.
NMF topic: 6
Traditional epithet: Epici/-ae
Castorion Lyr.
NMF topic: 48
Traditional epithet: Lyrici/-ae
Leo Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Myrtilus Comic.
NMF topic: 5
Traditional epithet: Comici
Aelius Herodianus et Pseudo-Herodianus Gramm. et Rhet.
NMF topic: 8
Traditional epithet: Grammatici
Serapion Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Moero Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Hierotheus Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Diogenes Laertius Biogr.
NMF topic: 0
Traditional epithet: Biographi
Cleonides Mus.
NMF topic: 29
Traditional epithet: Musici
Archedicus Comic.
NMF topic: 24
Traditional epithet: Comici
Anna Comnena Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Alcimenes Comic.
NMF topic: 0
Traditional epithet: Comici
Epigenes Comic.
NMF topic: 37
Traditional epithet: Comici
Scamon Hist.
NMF topic: 32
Traditional epithet: Historici/-ae
Heraclides Lembus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Elegiaca Adespota (CA)
NMF topic: 39
Traditional epithet: None
Aristarchus Astron.
NMF topic: 11
Traditional epithet: Astronomici
Batrachomyomachia
NMF topic: 5
Traditional epithet: None
Pseudo-Symeon Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Patrocles Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
[Chersias] Epic.
NMF topic: 49
Traditional epithet: Epici/-ae
Hedyle Epigr.
NMF topic: 34
Traditional epithet: Epigrammatici/-ae
Cyranides
NMF topic: 1
Traditional epithet: None
Scholia In Sophoclem
NMF topic: 9
Traditional epithet: None
Diyllus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Jusjurandum Medicum
NMF topic: 4
Traditional epithet: None
Basilius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Daphitas Gramm. vel Soph.
NMF topic: 48
Traditional epithet: Grammatici
Apophthegmata
NMF topic: 1
Traditional epithet: None
Choerilus Epic.
NMF topic: 43
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
[Ath]enodorus Trag.
NMF topic: 0
Traditional epithet: Tragici
Satyrus Biogr.
NMF topic: 0
Traditional epithet: Biographi
Pherecydes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Athenaeus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Theudo[tus] Trag.
NMF topic: 0
Traditional epithet: Tragici
Heraclitus Paradox.
NMF topic: 36
Traditional epithet: Paradoxographi
Plotinus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Diodorus Phil.
NMF topic: 47
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Demochares Hist. et Orat.
NMF topic: 44
Traditional epithet: Oratores
Eudromus Phil.
NMF topic: 17
Traditional epithet: Philosophici/-ae
Zeno Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Heraclides Ponticus Junior Gramm.
NMF topic: 16
Traditional epithet: Grammatici
Aphthonius Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Anonymi In Aphthonium Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Apomasar Astrol.
NMF topic: 33
Traditional epithet: Astrologici
Demetrius Hist.
NMF topic: 25
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Sosipater Comic.
NMF topic: 2
Traditional epithet: Comici
Archytas Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Himerius Soph.
NMF topic: 0
Traditional epithet: Sophistae
Andromachus Poet. Med.
NMF topic: 51
Traditional epithet: Poetae Medici
Timaeus Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Herodicus Gramm.
NMF topic: 29
Traditional epithet: Grammatici
Antiochi Regis Epistulae
NMF topic: 1
Traditional epithet: None
[Onatas] Phil.
NMF topic: 50
Traditional epithet: Philosophici/-ae
Origenes Theol.
NMF topic: 50
Traditional epithet: Theologici
Apollonius Soph.
NMF topic: 9
Traditional epithet: Sophistae
Scholia In Pindarum
NMF topic: 22
Traditional epithet: None
Stephanus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Traditional epithet: Grammatici
Philosophus Christianus Alchem.
NMF topic: 28
Traditional epithet: Alchemistae
Moderatus Phil.
NMF topic: 12
Traditional epithet: Philosophici/-ae
Scholia In Diophantum
NMF topic: 11
Traditional epithet: None
[Clitophon] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Phileas Scr. Eccl.
NMF topic: 0
Traditional epithet: Scriptores Ecclesiastici
Xenomedes Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Alexander Comic.
NMF topic: 36
Traditional epithet: Comici
Timocreon Lyr.
NMF topic: 4
Traditional epithet: Lyrici/-ae
Dosiadas Lyr.
NMF topic: 20
Traditional epithet: Lyrici/-ae
Theodoretus Scr. Eccl. et Theol.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Gaius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Polycrates Hist.
NMF topic: 41
Traditional epithet: Historici/-ae
Gorgias Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
[Dositheus] Hist.
NMF topic: 36
Traditional epithet: Historici/-ae
Fragmenta Anonyma (PsVTGr)
NMF topic: 51
Traditional epithet: None
Hermonax Epic.
NMF topic: 21
Traditional epithet: Epici/-ae
Andocides Orat.
NMF topic: 0
Traditional epithet: Oratores
Asclepiades Myth.
NMF topic: 1
Traditional epithet: Mythographi
Melanthius Eleg. et Trag.
NMF topic: 47
Traditional epithet: Tragici
Caecalus (?) Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Rhinthon Comic.
NMF topic: 2
Traditional epithet: Comici
Elias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Satyrus Hist.
NMF topic: 51
Traditional epithet: Historici/-ae
[Bryson] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Promathidas Hist.
NMF topic: 31
Traditional epithet: Historici/-ae
Hesychius Illustrius Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Hippostratus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Timaeus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Heraclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Xanthus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Licymnius Lyr.
NMF topic: 1
Traditional epithet: Lyrici/-ae
Anaxandrides Comic.
NMF topic: 0
Traditional epithet: Comici
Hierocles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Aratus Astron. et Epic.
NMF topic: 5
Traditional epithet: Astronomici
Aristocles Paradox.
NMF topic: 3
Traditional epithet: Paradoxographi
Flavius Claudius Julianus Imperator Phil., Julian the Apostate
NMF topic: 0
Traditional epithet: Philosophici/-ae
Chionides Comic.
NMF topic: 2
Traditional epithet: Comici
Athenaeus Epigr.
NMF topic: 48
Traditional epithet: Epigrammatici/-ae
Orus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Philocles Trag.
NMF topic: 5
Traditional epithet: Tragici
Sophronius Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Oedipodea
NMF topic: 34
Traditional epithet: None
Anacreon Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Antagoras Epic.
NMF topic: 31
Traditional epithet: Epici/-ae
Hermogenes Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Carmina Convivialia (PMG)
NMF topic: 34
Traditional epithet: None
[Heraclitus] Comic.
NMF topic: 0
Traditional epithet: Comici
Timonides Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Demetrius Hist.
NMF topic: 25
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Straton Comic.
NMF topic: 2
Traditional epithet: Comici
Severus Iatrosophista Med.
NMF topic: 0
Traditional epithet: Medici
Isigonus Paradox.
NMF topic: 30
Traditional epithet: Paradoxographi
Philodamus Lyr.
NMF topic: 14
Traditional epithet: Lyrici/-ae
Sophilus Comic.
NMF topic: 12
Traditional epithet: Comici
Pseudo-Codinus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Synesius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Philistus Hist.
NMF topic: 8
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
Hermaeus Hist.
NMF topic: 33
Traditional epithet: Historici/-ae
Didymus Scriptor De Mensuris
NMF topic: 6
Traditional epithet: None
Evangelium Philippi
NMF topic: 48
Traditional epithet: None
Ephraem Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Telestes Lyr.
NMF topic: 32
Traditional epithet: Lyrici/-ae
Dionysius Scr. Eccl.
NMF topic: 1
Traditional epithet: Scriptores Ecclesiastici
Sextus Empiricus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Lyrica Adespota (CA)
NMF topic: 2
Traditional epithet: None
Pappus Alchem.
NMF topic: 28
Traditional epithet: Alchemistae
Hellanicus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Georgius Cedrenus Chronogr.
NMF topic: 1
Traditional epithet: Chronographi
Andronicus Rhodius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Polyphrasmon Trag.
NMF topic: 0
Traditional epithet: Tragici
Apocryphon Ezechiel
NMF topic: 51
Traditional epithet: None
Themistoclis Epistulae
NMF topic: 2
Traditional epithet: None
Oratio Josephi
NMF topic: 50
Traditional epithet: None
Melissus Phil.
NMF topic: 31
Traditional epithet: Philosophici/-ae
Athanasius Soph.
NMF topic: 0
Traditional epithet: Sophistae
Semus Gramm.
NMF topic: 42
Traditional epithet: Grammatici
Ptolemaeus Gnost.
NMF topic: 50
Traditional epithet: Gnostici
Dioxippus Comic.
NMF topic: 24
Traditional epithet: Comici
Euclides Geom.
NMF topic: 11
Traditional epithet: Geometri
Timonax Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Hippon Phil.
NMF topic: 28
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: 7
Traditional epithet: Grammatici
Cosmas Indicopleustes Geogr.
NMF topic: 50
Traditional epithet: Geographi
Apollodorus Hist.
NMF topic: 24
Traditional epithet: Historici/-ae
Anacreon Junior Eleg.
NMF topic: 11
Traditional epithet: Elegiaci
Xenocles Trag.
NMF topic: 31
Traditional epithet: Tragici
Crito Comic.
NMF topic: 42
Traditional epithet: Comici
Echembrotus Eleg. et Lyr.
NMF topic: 54
Traditional epithet: Elegiaci
Carmina Popularia (PMG)
NMF topic: 5
Traditional epithet: None
Nicaenetus Epic.
NMF topic: 37
Traditional epithet: Epici/-ae
Pseudo-Nonnus
NMF topic: 0
Traditional epithet: None
Sphaerus Phil.
NMF topic: 39
Traditional epithet: Philosophici/-ae
[Phintys] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Hegesianax Astron. et Epic.
NMF topic: 1
Traditional epithet: Astronomici
Comarius Alchem.
NMF topic: 28
Traditional epithet: Alchemistae
Theotimus Hist.
NMF topic: 17
Traditional epithet: Historici/-ae
Mamercus Eleg.
NMF topic: 5
Traditional epithet: Elegiaci
Antiochus Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Atridarum Reditus
NMF topic: 12
Traditional epithet: None
Anonymi De Terrae Motibus
NMF topic: 7
Traditional epithet: None
Demetrii Phalerei Epistula
NMF topic: 18
Traditional epithet: None
Novum Testamentum, New Testament
NMF topic: 50
Traditional epithet: None
Telegonia
NMF topic: 0
Traditional epithet: None
Leontius Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Diotimus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Aelianus Tact.
NMF topic: 0
Traditional epithet: Tactici
Araros Comic.
NMF topic: 24
Traditional epithet: Comici
Anaxandridas Hist.
NMF topic: 14
Traditional epithet: Historici/-ae
Dinias Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Cyrillus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Aspasius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Charinus Choliamb.
NMF topic: 43
Traditional epithet: Choliambographi
Tyrannion Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Claudius Apollinarius Apol.
NMF topic: 1
Traditional epithet: Apologetici
Pherecydes Myth. et Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
[Ammonius] Gramm.
NMF topic: 7
Traditional epithet: Grammatici
Antonini Pii Imperatoris Epistula
NMF topic: 24
Traditional epithet: None
Agathyllus Eleg.
NMF topic: 49
Traditional epithet: Elegiaci
Martyrium Marini
NMF topic: 1
Traditional epithet: None
Eupolis Comic.
NMF topic: 38
Traditional epithet: Comici
Epigoni
NMF topic: 5
Traditional epithet: None
Agaclytus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Stratonicus Poeta
NMF topic: 6
Traditional epithet: Poetae
Asius Eleg. et Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Valentinus Gnost.
NMF topic: 28
Traditional epithet: Gnostici
Telesilla Lyr.
NMF topic: 24
Traditional epithet: Lyrici/-ae
Xenarchus Comic.
NMF topic: 40
Traditional epithet: Comici
[Agatharchides] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Hipparchus [Epigr.]
NMF topic: 7
Traditional epithet: Epigrammatici/-ae
Monimus Phil.
NMF topic: 16
Traditional epithet: Philosophici/-ae
Herodotus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Memnon Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Lynceus Comic.
NMF topic: 6
Traditional epithet: Comici
Joannes Scylitzes Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Joannes Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Flavius Philostratus Soph.
NMF topic: 0
Traditional epithet: Sophistae
Aristagoras Comic.
NMF topic: 45
Traditional epithet: Comici
Etymologia Alphabeti
NMF topic: 7
Traditional epithet: None
Asopodorus Iamb.
NMF topic: 0
Traditional epithet: Iambici
Chronicon Paschale
NMF topic: 1
Traditional epithet: None
Philo Med.
NMF topic: 39
Traditional epithet: Medici
Menesthenes Hist.
NMF topic: 11
Traditional epithet: Historici/-ae
Aristonymus Comic.
NMF topic: 21
Traditional epithet: Comici
Cleopatra Alchem.
NMF topic: 6
Traditional epithet: Alchemistae
Theophilus Protospatharius Med.
NMF topic: 0
Traditional epithet: Medici
Amometus Hist.
NMF topic: 17
Traditional epithet: Historici/-ae
Anonymi In Hermogenem Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Anatolius Math. et Phil.
NMF topic: 32
Traditional epithet: Philosophici/-ae
Fragmentum Lexici Graeci
NMF topic: 9
Traditional epithet: None
Philostephanus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Periplus Hannonis
NMF topic: 20
Traditional epithet: None
[Menippus] Comic.
NMF topic: 1
Traditional epithet: Comici
Anonymi In Aristotelis Sophisticos Elenchos Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Acta Philippi
NMF topic: 50
Traditional epithet: None
Pseudo-Phocylides Gnom.
NMF topic: 5
Traditional epithet: Gnomici
Anonymi Historici (FGrH)
NMF topic: 0
Traditional epithet: None
Vitae Aristotelis
NMF topic: 13
Traditional epithet: None
Anacharsidis Epistulae
NMF topic: 4
Traditional epithet: None
Alexander Rhet.
NMF topic: 19
Traditional epithet: Rhetorici
Ulpianus Gramm. et Rhet.
NMF topic: 0
Traditional epithet: Grammatici
Onasander Tact.
NMF topic: 0
Traditional epithet: Tactici
Promathion Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Euanthes Epic.
NMF topic: 0
Traditional epithet: Epici/-ae
Epica Adespota (GDRK)
NMF topic: 5
Traditional epithet: None
Gennadius I Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Anonymi In Oppiani Opera
NMF topic: 1
Traditional epithet: None
Abydenus Hist.
NMF topic: 48
Traditional epithet: Historici/-ae
Diogenes Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
[Chrysippus] Hist.
NMF topic: 6
Traditional epithet: Historici/-ae
Theodosius Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Scriptor Incertus De Leone Armenio Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Scholia in Maximum Confessorem
NMF topic: 0
Traditional epithet: None
Anaximenes Phil.
NMF topic: 28
Traditional epithet: Philosophici/-ae
Michael Psellus Polyhist.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dionysius Hist.
NMF topic: 13
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
[Cebes] Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Mimnermus Eleg.
NMF topic: 5
Traditional epithet: Elegiaci
Eudoxus Comic.
NMF topic: 0
Traditional epithet: Comici
Butas Eleg.
NMF topic: 6
Traditional epithet: Elegiaci
Michael Critobulus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Lyrica Adespota (PMG)
NMF topic: 5
Traditional epithet: None
Flavius Arrianus Hist. et Phil.
NMF topic: 1
Traditional epithet: Philosophici/-ae
Diodorus Rhet.
NMF topic: 0
Traditional epithet: Rhetorici
Traditional epithet: Rhetorici
Periplus Maris Erythraei
NMF topic: 0
Traditional epithet: None
Alexander Lyr. et Trag.
NMF topic: 5
Traditional epithet: Tragici
Antidotus Comic.
NMF topic: 2
Traditional epithet: Comici
Carcinus Junior Trag.
NMF topic: 41
Traditional epithet: Tragici
Hermias Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Cyrillus Biogr.
NMF topic: 1
Traditional epithet: Biographi
Archemachus Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Gaius Asinius Quadratus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Phocylides Eleg. et Gnom.
NMF topic: 5
Traditional epithet: Gnomici
Dionysius Comic.
NMF topic: 0
Traditional epithet: Comici
Archimedes Geom.
NMF topic: 11
Traditional epithet: Geometri
Democritus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Joel Chronogr.
NMF topic: 13
Traditional epithet: Chronographi
Anonymus Iamblichi Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Myrsilus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Leo Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
[Clitonymus] Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Antigenes Hist.
NMF topic: 23
Traditional epithet: Historici/-ae
Dexicrates Comic.
NMF topic: 41
Traditional epithet: Comici
Syriani, Sopatri Et Marcellini Scholia Ad Hermogenis Status
NMF topic: 0
Traditional epithet: None
Chrysippus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
David Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Philemon Junior Comic.
NMF topic: 41
Traditional epithet: Comici
Teucer Astrol.
NMF topic: 19
Traditional epithet: Astrologici
Etymologicum Symeonis
NMF topic: 7
Traditional epithet: None
Dicaeogenes Trag.
NMF topic: 43
Traditional epithet: Tragici
Phalaridis Epistulae
NMF topic: 0
Traditional epithet: None
Xenophon Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Heraclitus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Traditional epithet: Philosophici/-ae
Eparchides Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Theodorus Poeta
NMF topic: 0
Traditional epithet: Poetae
Traditional epithet: Poetae
Anonymus Diodori Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Rufus Soph.
NMF topic: 26
Traditional epithet: Sophistae
Maximus Theol.
NMF topic: 0
Traditional epithet: Theologici
Balagrus Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Megasthenes Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Salmanas Alchem.
NMF topic: 25
Traditional epithet: Alchemistae
Scholia In Isocratem
NMF topic: 0
Traditional epithet: None
Nicephorus I Scr. Eccl., Hist. et Theol.
NMF topic: 13
Traditional epithet: Scriptores Ecclesiastici
Homerica
NMF topic: 2
Traditional epithet: None
Scholia In Callimachum
NMF topic: 20
Traditional epithet: None
Theognostus Gramm.
NMF topic: 26
Traditional epithet: Grammatici
Phaedimus Epigr.
NMF topic: 54
Traditional epithet: Epigrammatici/-ae
Agl(a)osthenes Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Romanus Melodus Hymnographus
NMF topic: 50
Traditional epithet: Hymnographi
Leontius Mech.
NMF topic: 0
Traditional epithet: Mechanici
Cleobuli Epistula
NMF topic: 39
Traditional epithet: None
Lexica Segueriana
NMF topic: 9
Traditional epithet: None
Polyzelus Comic.
NMF topic: 53
Traditional epithet: Comici
Scholia In Aristotelem
NMF topic: 22
Traditional epithet: None
Florilegium Cyrillianum
NMF topic: 50
Traditional epithet: None
Herodes Atticus Soph.
NMF topic: 2
Traditional epithet: Sophistae
Timotheus Trag.
NMF topic: 0
Traditional epithet: Tragici
Phoenicides Comic.
NMF topic: 2
Traditional epithet: Comici
Echephylidas Hist.
NMF topic: 26
Traditional epithet: Historici/-ae
Mimnermus Trag.
NMF topic: 47
Traditional epithet: Tragici
Philippus Comic.
NMF topic: 0
Traditional epithet: Comici
Olympiodorus Diaconus Scr. Eccl.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
Lyrica Adespota (SLG)
NMF topic: 31
Traditional epithet: None
Scholia In Aratum
NMF topic: 0
Traditional epithet: None
Hermippus Comic.
NMF topic: 6
Traditional epithet: Comici
Evangelium Thomae
NMF topic: 13
Traditional epithet: None
Sententiae Sexti
NMF topic: 50
Traditional epithet: None
Galenus Med.
NMF topic: 38
Traditional epithet: Medici
Apollophanes Comic.
NMF topic: 52
Traditional epithet: Comici
Stesimbrotus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Suda, Suidas
NMF topic: 9
Traditional epithet: None
Straton Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Marcianus Geogr.
NMF topic: 23
Traditional epithet: Geographi
Georgius Sphrantzes Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Liber Jubilaeorum
NMF topic: 13
Traditional epithet: None
Pythaenetus Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Isidorus Scriptor Hymnorum
NMF topic: 5
Traditional epithet: None
Passio Perpetuae Et Felicitatis
NMF topic: 2
Traditional epithet: None
Theodorus Poeta
NMF topic: 0
Traditional epithet: Poetae
Traditional epithet: Poetae
Phillis Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Acesander Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Ammonius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Dionysius Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Traditional epithet: Epici/-ae
Echecrates Phil.
NMF topic: 2
Traditional epithet: Philosophici/-ae
Paeanes (CA)
NMF topic: 34
Traditional epithet: None
Callisthenes Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Phrynichus Comic.
NMF topic: 31
Traditional epithet: Comici
Eriphus Comic.
NMF topic: 4
Traditional epithet: Comici
Hypermenes Hist.
NMF topic: 49
Traditional epithet: Historici/-ae
Joannes Med.
NMF topic: 0
Traditional epithet: Medici
Petron Phil.
NMF topic: 29
Traditional epithet: Philosophici/-ae
Callinicus Biogr.
NMF topic: 1
Traditional epithet: Biographi
Isyllus Lyr.
NMF topic: 42
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: 26
Traditional epithet: Comici
Iambica Adespota (ALG)
NMF topic: 42
Traditional epithet: None
[Aristombrotus] Phil.
NMF topic: 46
Traditional epithet: Philosophici/-ae
Heliodorus Trag.
NMF topic: 28
Traditional epithet: Tragici
Theophrastus Alchem. et Poeta
NMF topic: 17
Traditional epithet: Poetae
Pherenicus Epic.
NMF topic: 11
Traditional epithet: Epici/-ae
Homerus Epic., Homer
NMF topic: 5
Traditional epithet: Epici/-ae
Moschion Trag.
NMF topic: 5
Traditional epithet: Tragici
Xeno Comic.
NMF topic: 47
Traditional epithet: Comici
[Lysis] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Ephorus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Anaxilas Comic.
NMF topic: 45
Traditional epithet: Comici
Phrynichus Trag.
NMF topic: 43
Traditional epithet: Tragici
Philinus Hist.
NMF topic: 10
Traditional epithet: Historici/-ae
Lasus Lyr.
NMF topic: 0
Traditional epithet: Lyrici/-ae
Lycophron Trag.
NMF topic: 5
Traditional epithet: Tragici
Eustratius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Parthenius Myth.
NMF topic: 1
Traditional epithet: Mythographi
Joannes Antiochenus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Phoronis
NMF topic: 32
Traditional epithet: None
Antisthenes Phil. et Rhet.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Euphro Comic.
NMF topic: 0
Traditional epithet: Comici
Apocalypsis Adam
NMF topic: 29
Traditional epithet: None
Zopyrus Trag.
NMF topic: 43
Traditional epithet: Tragici
Cleanthes Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Rhetorica Anonyma
NMF topic: 0
Traditional epithet: None
Theolytus Epic.
NMF topic: 2
Traditional epithet: Epici/-ae
Callias Comic.
NMF topic: 38
Traditional epithet: Comici
[Pythagoras] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Crateuas Med.
NMF topic: 41
Traditional epithet: Medici
Vitae Aesopi
NMF topic: 0
Traditional epithet: None
Pseudo-Justinus Martyr
NMF topic: 0
Traditional epithet: None
Agathocles Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Melinno Lyr.
NMF topic: 19
Traditional epithet: Lyrici/-ae
Mantissa Proverbiorum
NMF topic: 0
Traditional epithet: None
Aglaïs Poet. Med.
NMF topic: 39
Traditional epithet: Poetae Medici
Numenius Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
[Clinias] Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Erotianus Gramm. et Med.
NMF topic: 9
Traditional epithet: Grammatici
Aethiopis
NMF topic: 19
Traditional epithet: None
Eustathius Scr. Eccl. et Theol.
NMF topic: 50
Traditional epithet: Scriptores Ecclesiastici
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: 0
Traditional epithet: Comici
Theodoridas Epigr.
NMF topic: 39
Traditional epithet: Epigrammatici/-ae
Mithridatis Epistula
NMF topic: 0
Traditional epithet: None
Pythocles Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Demonicus Comic.
NMF topic: 35
Traditional epithet: Comici
Heliodorus Scr. Erot.
NMF topic: 0
Traditional epithet: Scriptores Erotici
Scholia In Aeschinem
NMF topic: 9
Traditional epithet: None
Patria Constantinopoleos
NMF topic: 1
Traditional epithet: None
Pseudo-Demosthenes Epigr.
NMF topic: 48
Traditional epithet: Epigrammatici/-ae
Artemon Gramm.
NMF topic: 10
Traditional epithet: Grammatici
Theodorus Trag.
NMF topic: 0
Traditional epithet: Tragici
Nicocrates Hist.
NMF topic: 10
Traditional epithet: Historici/-ae
Artemon Hist.
NMF topic: 24
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Euthycles Comic.
NMF topic: 32
Traditional epithet: Comici
Anonymi Commentarius In Platonis Theaetetum
NMF topic: 0
Traditional epithet: None
Anonymi In Aristotelis Artem Rhetoricam Rhet.
NMF topic: 22
Traditional epithet: Rhetorici
Montanus et Montanistae Theol.
NMF topic: 50
Traditional epithet: Theologici
Acusilaus Hist.
NMF topic: 53
Traditional epithet: Historici/-ae
Simus Phil.
NMF topic: 42
Traditional epithet: Philosophici/-ae
Epistula Ad Diognetum
NMF topic: 50
Traditional epithet: None
Arius Didymus Doxogr.
NMF topic: 0
Traditional epithet: Doxographi
Cleophon Trag.
NMF topic: 0
Traditional epithet: Tragici
Androtion Hist.
NMF topic: 8
Traditional epithet: Historici/-ae
Andron Hist.
NMF topic: 10
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Etymologicum Magnum
NMF topic: 7
Traditional epithet: None
Aristaenetus Epist.
NMF topic: 0
Traditional epithet: Epistolographi
Testamentum Salomonis
NMF topic: 50
Traditional epithet: None
Lexica Synonymica
NMF topic: 7
Traditional epithet: None
Nicomachus Trag.
NMF topic: 0
Traditional epithet: Tragici
Traditional epithet: Tragici
Fragmentum Teliambicum
NMF topic: 2
Traditional epithet: None
Certamen Homeri Et Hesiodi
NMF topic: 5
Traditional epithet: None
Daimachus Hist.
NMF topic: 30
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Aristocles Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Mesomedes Lyr.
NMF topic: 28
Traditional epithet: Lyrici/-ae
Bion Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Traditional epithet: Historici/-ae
Acta Justini Et Septem Sodalium
NMF topic: 16
Traditional epithet: None
Maeandrius Hist.
NMF topic: 27
Traditional epithet: Historici/-ae
Stesichorus II Lyr.
NMF topic: 0
Traditional epithet: Lyrici/-ae
Nicephorus Bryennius Hist.
NMF topic: 18
Traditional epithet: Historici/-ae
Hipparchus Astron. et Geogr.
NMF topic: 19
Traditional epithet: Astronomici
Joannes Galenus Gramm.
NMF topic: 0
Traditional epithet: Grammatici
Simylus Eleg.
NMF topic: 54
Traditional epithet: Elegiaci
Theophanes Hist.
NMF topic: 20
Traditional epithet: Historici/-ae
Apollas Hist.
NMF topic: 44
Traditional epithet: Historici/-ae
Marcellus Hist.
NMF topic: 1
Traditional epithet: Historici/-ae
Anonymi Exegesis In Hesiodi Theogoniam
NMF topic: 22
Traditional epithet: None
Hegesander Hist.
NMF topic: 3
Traditional epithet: Historici/-ae
Posidippus Epigr.
NMF topic: 43
Traditional epithet: Epigrammatici/-ae
Comica Adespota (Suppl. Com.)
NMF topic: 38
Traditional epithet: None
Anonymus Photii Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Prorus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Pigres Eleg.
NMF topic: 6
Traditional epithet: Elegiaci
Cleobulus Epigr. et Lyr.
NMF topic: 34
Traditional epithet: Epigrammatici/-ae
Ananius Iamb.
NMF topic: 52
Traditional epithet: Iambici
Joannes Archiereus Alchem.
NMF topic: 41
Traditional epithet: Alchemistae
Dionysius Μεταθέμενος Phil.
NMF topic: 21
Traditional epithet: Philosophici/-ae
Oenomaus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Machon Comic.
NMF topic: 0
Traditional epithet: Comici
Diodorus Comic.
NMF topic: 40
Traditional epithet: Comici
Thales Phil.
NMF topic: 3
Traditional epithet: Philosophici/-ae
Cydias Lyr.
NMF topic: 5
Traditional epithet: Lyrici/-ae
Antiphon Soph.
NMF topic: 0
Traditional epithet: Sophistae
Hesiodus Epic.
NMF topic: 5
Traditional epithet: Epici/-ae
Marcus Aurelius Antoninus Imperator Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Alexinus Phil.
NMF topic: 0
Traditional epithet: Philosophici/-ae
Menodotus Hist.
NMF topic: 0
Traditional epithet: Historici/-ae
Autolycus Astron.
NMF topic: 11
Traditional epithet: Astronomici
[Eurytus] Phil.
NMF topic: 26
Traditional epithet: Philosophici/-ae
Lycophronides Lyr.
NMF topic: 34
Traditional epithet: Lyrici/-ae
Parthax Hist.
NMF topic: 23
Traditional epithet: Historici/-ae
Evangelium Bartholomaei
NMF topic: 1
Traditional epithet: None
Nausicrates Comic.
NMF topic: 39
Traditional epithet: Comici
Now let's look at the variations of the respective clusters, nmf topic and epithets
In [28]:
map_name_epithet_id['Silenus Trag.']
Out[28]:
{'epithet': 'Tragici', 'id': '0603', 'top_topic': 0}
In [29]:
# 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 [30]:
# import pprint
# pp = pprint.PrettyPrinter(indent=4)
# pp.pprint(dict(map_epithet_topics))
print(dict(map_epithet_topics))
{'Epigrammatici/-ae': [53, 6, 20, 5, 15, 43, 34, 54, 39, 34, 31, 54, 34, 19, 6, 2, 43, 7, 48, 48, 43, 39], 'Lyrici/-ae': [5, 5, 21, 21, 50, 47, 5, 0, 19, 42, 37, 0, 6, 5, 29, 0, 0, 0, 39, 2, 4, 2, 2, 5, 48, 0, 53, 0, 28, 46, 2, 5, 18, 34, 21, 53, 1, 20, 19, 24, 5, 53, 5, 46, 14, 17, 5, 4, 32, 0, 39, 21, 45], 'Atticistae': [9, 7, 0, 54], 'Elegiaci': [2, 5, 11, 5, 5, 0, 54, 30, 46, 54, 0, 12, 4, 54, 6, 6, 5, 22, 49, 11, 39, 5, 36, 35, 5, 5, 5], 'Gnomici': [5, 5, 6, 48], 'Scriptores Erotici': [0, 0, 0, 0, 0, 51, 51, 0], 'Chronographi': [13, 1, 1, 13, 1, 13], 'Oratores': [0, 0, 0, 0, 0, 0, 0, 44, 0, 0, 0, 0], 'Philosophici/-ae': [0, 36, 12, 31, 0, 0, 22, 0, 0, 47, 2, 0, 50, 37, 0, 0, 41, 18, 28, 0, 0, 0, 4, 0, 0, 44, 0, 0, 13, 6, 0, 0, 21, 12, 1, 5, 49, 0, 0, 48, 0, 0, 46, 0, 0, 0, 0, 0, 0, 31, 1, 0, 0, 28, 50, 0, 0, 0, 6, 28, 0, 0, 0, 48, 24, 0, 44, 0, 0, 4, 0, 0, 21, 0, 0, 0, 45, 0, 0, 31, 0, 0, 3, 0, 0, 0, 15, 47, 3, 8, 0, 50, 0, 0, 0, 29, 0, 13, 33, 0, 44, 0, 3, 0, 21, 16, 0, 0, 3, 26, 28, 0, 45, 0, 28, 18, 0, 1, 0, 28, 52, 3, 0, 0, 0, 0, 3, 0, 0, 0, 28, 18, 0, 28, 0, 0, 42, 50, 1, 0, 0, 9, 0, 50, 0, 34, 0, 0, 21, 28, 0, 0, 0, 46, 11, 46, 0, 0, 9, 3, 0, 39, 42, 0, 3, 25, 0, 0, 1, 0, 29, 1, 0, 26, 0, 0, 42, 1, 0, 0, 1, 0, 0, 31, 0, 21, 0, 0, 0, 0, 15, 0, 44, 0, 22, 32, 0, 0, 0, 16, 0, 0, 15, 39, 10, 3, 0, 0, 28, 24, 0, 0, 29, 0, 27, 26, 0, 39, 0, 0, 0, 47, 0, 0, 17, 21, 47, 52, 0, 0, 6], 'Scriptores Ecclesiastici': [50, 50, 50, 50, 1, 50, 0, 50, 50, 1, 1, 50, 50, 50, 0, 50, 50, 50, 0, 1, 50, 50, 50, 0, 50, 18, 1, 1, 1, 50, 50, 50, 0, 50, 50, 1, 2, 50, 0, 0, 50, 50, 1, 50, 1, 50, 50, 50, 50, 13, 1, 50, 50, 50, 1, 50, 50, 0, 50, 1, 50], 'Mechanici': [12, 0, 11, 25, 1, 0, 11, 0], 'Mathematici': [11, 11, 11, 15, 19, 11, 19, 11, 11, 11, 0, 0], 'Comici': [0, 0, 0, 45, 37, 6, 18, 38, 11, 17, 40, 32, 0, 29, 0, 2, 17, 6, 37, 40, 52, 4, 17, 0, 5, 27, 0, 36, 53, 25, 0, 52, 0, 0, 37, 0, 6, 0, 12, 0, 45, 0, 45, 15, 32, 0, 0, 2, 36, 24, 37, 15, 31, 21, 47, 52, 6, 24, 31, 2, 1, 0, 38, 0, 0, 0, 27, 5, 2, 13, 52, 40, 2, 41, 39, 47, 47, 0, 38, 42, 0, 2, 47, 4, 0, 0, 26, 53, 2, 36, 47, 6, 4, 46, 5, 1, 45, 2, 0, 12, 47, 2, 2, 2, 39, 0, 0, 2, 31, 36, 35, 0, 0, 5, 31, 0, 5, 0, 26, 0, 15, 41, 0, 0, 4, 2, 0, 45, 0, 0, 0, 31, 12, 40, 38, 44, 0, 4, 2, 0, 2, 2, 47, 24, 0, 6, 0], 'Astronomici': [19, 0, 17, 19, 5, 11, 0, 11, 19, 0, 1], 'Epici/-ae': [5, 5, 5, 11, 0, 43, 0, 5, 0, 0, 0, 5, 5, 5, 5, 42, 34, 4, 19, 0, 0, 5, 6, 5, 0, 0, 32, 5, 0, 5, 5, 5, 1, 2, 5, 5, 31, 15, 5, 0, 52, 11, 21, 0, 5, 21, 49, 5, 5, 5, 0, 11, 5, 8, 6, 5, 5, 21, 8, 5, 37], 'Theologici': [50, 50, 50, 2, 0, 0, 50, 50, 50, 0, 0, 0, 50, 50, 50, 50, 50, 0, 50, 50, 50, 50, 0, 0], 'Paradoxographi': [28, 0, 36, 26, 0, 3, 0, 0, 30], 'Epistolographi': [0, 2, 2, 18], 'Historici/-ae': [20, 46, 3, 11, 8, 14, 17, 3, 3, 8, 1, 3, 1, 18, 27, 36, 37, 3, 30, 39, 1, 18, 1, 1, 33, 14, 27, 3, 1, 13, 1, 3, 17, 3, 27, 30, 1, 0, 18, 3, 3, 23, 53, 51, 13, 8, 3, 13, 8, 3, 1, 0, 8, 27, 18, 36, 30, 36, 30, 3, 8, 30, 35, 0, 10, 0, 30, 30, 8, 3, 14, 18, 8, 15, 44, 23, 18, 27, 4, 30, 4, 23, 30, 42, 1, 1, 18, 54, 0, 3, 1, 3, 8, 23, 18, 27, 0, 18, 6, 6, 18, 8, 15, 8, 27, 54, 10, 18, 20, 35, 0, 46, 0, 17, 18, 18, 1, 29, 0, 44, 30, 18, 14, 44, 44, 0, 27, 1, 30, 53, 6, 8, 0, 30, 49, 30, 24, 18, 3, 1, 0, 30, 0, 1, 1, 10, 44, 49, 20, 41, 15, 0, 3, 0, 17, 36, 27, 14, 0, 24, 18, 20, 0, 1, 20, 24, 3, 0, 30, 51, 0, 53, 4, 8, 3, 23, 8, 3, 18, 3, 3, 8, 20, 0, 3, 20, 16, 1, 8, 13, 25, 44, 27, 30, 0, 8, 27, 4, 0, 16, 1, 30, 20, 3, 1, 0, 3, 0, 15, 0, 26, 3, 0, 37, 3, 31, 1, 36, 3, 13, 23, 13, 1, 1, 3, 8, 8, 1, 14, 0, 15, 3, 1, 3, 10, 8, 24, 7, 1, 1, 27, 44, 18, 0, 1, 52, 42, 10, 30, 0, 1, 1, 39, 3, 30, 32, 48, 20, 4, 3, 0, 8, 20, 18, 10, 18, 18, 43, 1, 18, 29, 8, 0, 0, 30, 18, 13, 22, 30, 1, 3, 3, 18, 1, 30, 42, 53, 1, 37, 28, 20, 0, 1, 1, 31, 44, 3, 8, 30, 20, 24, 1, 30, 33, 10], 'Parodii': [5, 24, 5, 16, 26], 'Biographi': [0, 0, 1, 0, 2, 3, 1], 'Alchemistae': [41, 0, 25, 25, 0, 28, 25, 0, 25, 25, 25, 6, 25, 28, 28, 28, 25, 25, 28, 28, 25, 51], 'Mythographi': [1, 0, 1, 1, 1], 'Doxographi': [0, 28], 'Poetae Philosophi': [0, 5, 32, 0, 2, 0, 24, 50], 'Lexicographi': [9, 50, 0], 'Tactici': [0, 0, 0, 0, 1, 0], 'Hymnographi': [50], 'Onirocritici': [7, 4], 'Grammatici': [0, 8, 33, 10, 3, 26, 1, 31, 9, 9, 10, 9, 0, 0, 7, 9, 0, 0, 0, 27, 16, 27, 33, 7, 26, 26, 0, 9, 0, 0, 0, 26, 9, 6, 8, 2, 42, 48, 9, 7, 0, 9, 0, 42, 26, 52, 13, 0, 29, 44, 7, 7, 5, 3, 7, 0, 0, 30, 5, 31], 'Apologetici': [50, 0, 28, 1, 1, 50, 51, 0, 50], 'Mimographi': [21, 5], 'Philologi': [22, 6, 9, 5], 'Periegetae': [3, 3, 0, 5, 8, 42, 3, 0, 8], 'Geometri': [11, 11, 11, 11], 'Poetae Didactici': [21], 'Choliambographi': [43], 'Poetae Medici': [24, 12, 51, 39], 'Rhetorici': [0, 0, 0, 0, 19, 0, 15, 46, 0, 53, 0, 2, 54, 0, 0, 0, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 44, 0, 50, 22, 0], 'Musici': [0, 0, 0, 29], 'Iambici': [48, 4, 0, 37, 52, 5, 0, 40, 45, 39, 43], 'Astrologici': [19, 19, 19, 19, 0, 33, 19, 19, 0, 19, 19], 'Scriptores Fabularum': [16, 33], 'Geographi': [0, 8, 8, 27, 25, 8, 23, 50, 23, 0], None: [32, 12, 0, 9, 0, 4, 23, 1, 25, 50, 53, 18, 0, 0, 0, 48, 22, 1, 6, 19, 3, 5, 25, 50, 0, 0, 5, 0, 7, 5, 17, 0, 6, 50, 7, 41, 16, 4, 18, 16, 5, 31, 0, 0, 0, 9, 29, 22, 1, 50, 2, 40, 50, 1, 5, 1, 5, 34, 20, 52, 2, 35, 4, 7, 23, 4, 50, 16, 9, 2, 29, 50, 39, 7, 5, 32, 22, 1, 16, 10, 1, 0, 1, 9, 25, 5, 5, 25, 1, 0, 18, 15, 5, 1, 1, 0, 24, 50, 0, 2, 50, 9, 0, 0, 28, 0, 4, 1, 54, 2, 0, 2, 50, 50, 0, 50, 9, 50, 38, 2, 25, 11, 2, 22, 31, 47, 50, 35, 51, 50, 5, 1, 53, 2, 0, 16, 7, 1, 29, 2, 28, 29, 1, 2, 2, 22, 0, 2, 13, 6, 1, 0, 9, 34, 50, 16, 50, 42, 38, 51, 9, 11, 34, 1, 1, 13, 5, 50, 5, 0, 33, 48, 0, 42, 50, 49, 1, 0, 50, 28, 50, 40, 0, 24, 50, 16, 45, 50, 40, 5, 5, 2, 0, 40, 42, 22, 23, 50, 0, 2, 2, 22, 4, 50, 32, 0, 2, 6, 35, 0, 50, 0, 4, 31, 50, 0, 5, 28, 5, 2, 42, 19, 48, 7, 0, 33, 9, 27, 0, 2, 7, 4, 5, 5, 50, 5, 19, 7, 9, 44, 54, 9, 16, 16, 50, 0, 1, 0, 1, 0, 41, 0, 27, 20, 4, 1, 0, 9, 41, 15, 13, 0, 0, 51, 5, 5, 1, 0, 50, 31, 7, 0, 12, 5, 0, 1, 7, 37, 2, 9, 2, 27, 50, 16, 22, 1, 0, 39, 21, 1, 2, 18, 7, 0, 22, 13, 26, 0, 21, 22, 1, 0, 3, 50, 2, 51, 34, 5, 39, 0, 2, 5, 50, 2, 0, 34, 7, 16, 0, 36, 18, 19, 52, 1, 34, 50, 0, 16, 5, 1, 40, 50, 2, 2], 'Paroemiographi': [0, 0, 0, 0, 0], 'Poetae': [50, 0, 2, 28, 0, 0, 5, 17, 46, 0, 45, 6, 17, 5, 0, 5, 0, 5, 0, 50, 24, 5, 0, 49, 4, 18, 18, 0, 0, 40, 50, 5, 0, 0, 0, 0, 53, 14, 0], 'Polyhistorici': [8], 'Medici': [32, 0, 52, 0, 38, 37, 0, 0, 38, 0, 41, 5, 0, 0, 0, 38, 0, 0, 4, 0, 37, 0, 47, 0, 0, 0, 0, 0, 37, 38, 39, 0, 0, 38, 20, 0, 0, 0], 'Sophistae': [8, 9, 0, 2, 0, 0, 0, 0, 0, 0, 54, 0, 46, 0, 0, 2, 0, 16, 0, 0, 1, 26, 0, 0, 0, 26, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'Tragici': [41, 0, 31, 31, 0, 6, 1, 31, 40, 43, 0, 5, 0, 0, 0, 36, 43, 31, 4, 0, 31, 0, 5, 28, 0, 12, 0, 0, 0, 37, 6, 5, 0, 5, 0, 43, 4, 36, 36, 0, 0, 0, 10, 0, 29, 0, 5, 0, 47, 0, 0, 31, 0, 0, 17, 5, 20, 37, 36, 5, 4, 10, 5, 5, 47, 0, 31, 47, 23, 31, 0, 5, 35, 0, 0, 0, 2, 4, 0, 0, 0], 'Gnostici': [28, 50], 'Bucolici': [43, 48, 5]}
In [50]:
# which epithet has the most topics associated with it?
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[50]:
[(None, 334),
('Historici/-ae', 309),
('Philosophici/-ae', 208),
('Comici', 149),
('Tragici', 80),
('Grammatici', 70),
('Epici/-ae', 57),
('Lyrici/-ae', 53),
('Scriptores Ecclesiastici', 48),
('Medici', 43),
('Sophistae', 41),
('Rhetorici', 39),
('Theologici', 32),
('Elegiaci', 29),
('Poetae', 29),
('Alchemistae', 22),
('Epigrammatici/-ae', 22),
('Astronomici', 13),
('Iambici', 13),
('Geographi', 12),
('Oratores', 11),
('Mathematici', 11),
('Epistolographi', 10),
('Astrologici', 10),
('Periegetae', 9),
('Paradoxographi', 9),
('Apologetici', 9),
('Scriptores Erotici', 8),
('Poetae Philosophi', 8),
('Mechanici', 7),
('Biographi', 7),
('Mythographi', 6),
('Philologi', 6),
('Tactici', 6),
('Chronographi', 6),
('Paroemiographi', 5),
('Parodii', 5),
('Gnomici', 4),
('Atticistae', 4),
('Musici', 4),
('Poetae Medici', 4),
('Geometri', 4),
('Lexicographi', 3),
('Bucolici', 3),
('Mimographi', 2),
('Gnostici', 2),
('Doxographi', 2),
('Scriptores Fabularum', 2),
('Onirocritici', 2),
('Hymnographi', 1),
('Nomographi', 1),
('Scriptores Rerum Naturalium', 1),
('Choliambographi', 1),
('Poetae Didactici', 1),
('Polyhistorici', 1)]
In [32]:
# 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 [33]:
dict(map_topic_epithets)
Out[33]:
{0: [None,
'Scriptores Erotici',
'Philosophici/-ae',
'Grammatici',
'Tragici',
'Medici',
'Musici',
'Comici',
'Poetae Philosophi',
None,
'Comici',
'Comici',
'Tragici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
None,
None,
'Philosophici/-ae',
None,
'Rhetorici',
'Philosophici/-ae',
'Medici',
'Alchemistae',
'Philosophici/-ae',
'Epici/-ae',
'Sophistae',
None,
None,
'Poetae',
None,
'Tactici',
'Tragici',
'Sophistae',
None,
'Poetae',
'Medici',
'Lyrici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Biographi',
'Sophistae',
'Poetae',
'Philosophici/-ae',
'Medici',
'Philosophici/-ae',
'Philosophici/-ae',
'Sophistae',
'Comici',
'Tragici',
'Epici/-ae',
'Philosophici/-ae',
None,
'Rhetorici',
'Rhetorici',
'Historici/-ae',
'Comici',
'Philosophici/-ae',
None,
None,
'Rhetorici',
'Sophistae',
'Tragici',
'Scriptores Ecclesiastici',
'Tactici',
'Philosophici/-ae',
'Philosophici/-ae',
'Tragici',
'Biographi',
'Sophistae',
'Sophistae',
'Historici/-ae',
'Lyrici/-ae',
'Alchemistae',
'Epici/-ae',
'Philosophici/-ae',
'Theologici',
'Philosophici/-ae',
'Theologici',
'Philosophici/-ae',
'Epici/-ae',
'Philosophici/-ae',
'Sophistae',
'Philosophici/-ae',
'Comici',
'Epici/-ae',
'Philosophici/-ae',
'Apologetici',
'Scriptores Erotici',
'Historici/-ae',
'Doxographi',
'Philosophici/-ae',
'Historici/-ae',
'Sophistae',
'Philosophici/-ae',
'Philosophici/-ae',
'Comici',
'Oratores',
'Rhetorici',
'Geographi',
'Philosophici/-ae',
'Oratores',
None,
'Medici',
'Oratores',
'Grammatici',
'Lyrici/-ae',
'Grammatici',
'Elegiaci',
'Mythographi',
'Tragici',
None,
'Comici',
'Lyrici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Paroemiographi',
'Comici',
None,
'Musici',
'Poetae',
'Medici',
'Mechanici',
None,
'Grammatici',
'Comici',
None,
None,
'Philosophici/-ae',
'Lyrici/-ae',
'Comici',
'Grammatici',
'Historici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
None,
'Oratores',
'Elegiaci',
'Grammatici',
'Philosophici/-ae',
'Comici',
'Tragici',
'Rhetorici',
'Philosophici/-ae',
'Comici',
'Historici/-ae',
'Philosophici/-ae',
None,
'Comici',
'Medici',
'Philosophici/-ae',
'Musici',
None,
'Tragici',
'Scriptores Ecclesiastici',
'Philosophici/-ae',
'Epici/-ae',
'Epici/-ae',
'Philosophici/-ae',
'Paradoxographi',
'Tragici',
'Tragici',
'Rhetorici',
'Tragici',
'Sophistae',
'Historici/-ae',
'Philosophici/-ae',
'Alchemistae',
'Historici/-ae',
'Astrologici',
'Philosophici/-ae',
'Philosophici/-ae',
'Comici',
'Philosophici/-ae',
'Theologici',
'Comici',
'Astronomici',
'Medici',
'Philosophici/-ae',
'Historici/-ae',
'Iambici',
'Tragici',
'Oratores',
'Philosophici/-ae',
'Lyrici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Periegetae',
'Sophistae',
None,
'Sophistae',
'Historici/-ae',
'Tragici',
'Scriptores Erotici',
'Philosophici/-ae',
'Sophistae',
'Medici',
'Medici',
'Philosophici/-ae',
'Scriptores Ecclesiastici',
'Epici/-ae',
'Grammatici',
'Philosophici/-ae',
'Poetae',
'Philosophici/-ae',
None,
'Philosophici/-ae',
'Historici/-ae',
'Oratores',
'Theologici',
'Epici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Poetae',
'Sophistae',
'Medici',
'Theologici',
None,
'Sophistae',
'Philosophici/-ae',
'Philosophici/-ae',
'Tragici',
'Historici/-ae',
'Epici/-ae',
'Tragici',
'Biographi',
'Philosophici/-ae',
'Historici/-ae',
'Tactici',
'Philosophici/-ae',
'Poetae',
'Philosophici/-ae',
'Lyrici/-ae',
'Tragici',
'Comici',
'Medici',
'Historici/-ae',
'Philosophici/-ae',
'Comici',
'Philosophici/-ae',
'Tragici',
'Comici',
'Historici/-ae',
'Medici',
'Sophistae',
'Comici',
'Grammatici',
'Philosophici/-ae',
'Philosophici/-ae',
'Grammatici',
'Philosophici/-ae',
'Scriptores Erotici',
'Philosophici/-ae',
'Historici/-ae',
'Scriptores Ecclesiastici',
None,
'Philosophici/-ae',
'Philosophici/-ae',
None,
'Paroemiographi',
'Epistolographi',
'Historici/-ae',
'Philosophici/-ae',
None,
'Philosophici/-ae',
'Rhetorici',
'Philosophici/-ae',
'Grammatici',
'Rhetorici',
'Philosophici/-ae',
'Medici',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Historici/-ae',
None,
'Atticistae',
'Oratores',
'Tragici',
'Philosophici/-ae',
'Poetae',
'Philosophici/-ae',
'Philosophici/-ae',
'Astrologici',
'Medici',
'Rhetorici',
'Sophistae',
'Tactici',
'Epici/-ae',
'Oratores',
'Rhetorici',
None,
'Philosophici/-ae',
'Tragici',
'Philosophici/-ae',
'Comici',
'Philosophici/-ae',
'Historici/-ae',
'Tragici',
'Philosophici/-ae',
'Comici',
'Sophistae',
'Iambici',
None,
'Sophistae',
'Philosophici/-ae',
'Tragici',
'Historici/-ae',
'Philosophici/-ae',
'Epici/-ae',
None,
'Philosophici/-ae',
'Tragici',
'Philosophici/-ae',
'Philosophici/-ae',
'Rhetorici',
'Comici',
'Tragici',
'Sophistae',
'Sophistae',
'Comici',
None,
'Medici',
'Historici/-ae',
'Philosophici/-ae',
None,
'Philosophici/-ae',
'Historici/-ae',
'Medici',
None,
'Historici/-ae',
'Scriptores Erotici',
'Paroemiographi',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Philosophici/-ae',
'Poetae Philosophi',
'Scriptores Ecclesiastici',
'Paradoxographi',
'Sophistae',
'Theologici',
'Grammatici',
'Rhetorici',
'Philosophici/-ae',
None,
'Medici',
'Poetae',
None,
'Philosophici/-ae',
'Sophistae',
'Comici',
'Paroemiographi',
'Historici/-ae',
'Rhetorici',
'Poetae',
'Medici',
'Philosophici/-ae',
'Mechanici',
'Grammatici',
'Philosophici/-ae',
None,
'Rhetorici',
'Oratores',
'Comici',
None,
'Comici',
'Philosophici/-ae',
None,
'Rhetorici',
'Philosophici/-ae',
None,
'Rhetorici',
'Philosophici/-ae',
'Sophistae',
'Rhetorici',
'Philosophici/-ae',
None,
'Philosophici/-ae',
'Historici/-ae',
'Rhetorici',
'Tragici',
'Poetae Philosophi',
'Periegetae',
'Philosophici/-ae',
'Oratores',
'Comici',
None,
'Philosophici/-ae',
'Historici/-ae',
'Epici/-ae',
'Astronomici',
'Comici',
None,
'Rhetorici',
None,
'Philosophici/-ae',
'Comici',
'Poetae',
'Poetae',
None,
'Comici',
'Rhetorici',
'Philosophici/-ae',
'Philosophici/-ae',
'Apologetici',
None,
'Philosophici/-ae',
'Grammatici',
'Medici',
'Historici/-ae',
'Comici',
'Sophistae',
'Philosophici/-ae',
'Rhetorici',
'Medici',
'Comici',
'Comici',
'Philosophici/-ae',
None,
'Philosophici/-ae',
'Tactici',
'Sophistae',
None,
'Poetae',
None,
'Poetae',
'Philosophici/-ae',
'Philosophici/-ae',
'Historici/-ae',
None,
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Tragici',
'Paradoxographi',
None,
'Philosophici/-ae',
'Comici',
'Comici',
'Comici',
'Paroemiographi',
'Comici',
None,
'Lyrici/-ae',
'Grammatici',
'Theologici',
'Paradoxographi',
'Philosophici/-ae',
'Scriptores Erotici',
'Philosophici/-ae',
'Grammatici',
'Sophistae',
'Scriptores Ecclesiastici',
'Comici',
None,
'Philosophici/-ae',
'Philosophici/-ae',
'Tragici',
'Historici/-ae',
'Lexicographi',
'Medici',
'Philosophici/-ae',
None,
'Geographi',
'Comici',
'Tragici',
'Philosophici/-ae',
'Mechanici',
'Philosophici/-ae',
'Astronomici',
'Philosophici/-ae',
'Philosophici/-ae',
'Tragici',
'Sophistae',
'Theologici',
'Comici',
'Tragici',
'Tragici',
'Mathematici',
'Philosophici/-ae',
'Tragici',
'Philosophici/-ae',
'Poetae',
'Mathematici',
'Comici',
'Rhetorici',
'Oratores',
'Sophistae',
'Philosophici/-ae',
'Philosophici/-ae',
'Sophistae'],
1: [None,
'Tragici',
'Historici/-ae',
None,
'Historici/-ae',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
'Mythographi',
None,
'Grammatici',
None,
'Historici/-ae',
'Philosophici/-ae',
None,
None,
None,
None,
'Philosophici/-ae',
'Scriptores Ecclesiastici',
None,
None,
'Scriptores Ecclesiastici',
'Historici/-ae',
'Historici/-ae',
'Chronographi',
'Historici/-ae',
'Biographi',
None,
'Historici/-ae',
None,
'Historici/-ae',
'Scriptores Ecclesiastici',
None,
None,
'Apologetici',
'Sophistae',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Historici/-ae',
None,
'Mythographi',
'Comici',
'Mythographi',
None,
'Chronographi',
None,
'Epici/-ae',
'Historici/-ae',
'Philosophici/-ae',
None,
'Apologetici',
'Historici/-ae',
'Lyrici/-ae',
'Philosophici/-ae',
'Tactici',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Mechanici',
'Comici',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Mythographi',
'Historici/-ae',
'Philosophici/-ae',
None,
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
None,
'Scriptores Ecclesiastici',
'Chronographi',
None,
'Philosophici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
None,
None,
None,
'Historici/-ae',
None,
'Scriptores Ecclesiastici',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
'Scriptores Ecclesiastici',
'Astronomici',
None,
'Historici/-ae',
'Biographi'],
2: ['Elegiaci',
'Philosophici/-ae',
'Sophistae',
'Poetae',
None,
'Comici',
None,
'Theologici',
None,
None,
'Lyrici/-ae',
None,
None,
'Lyrici/-ae',
'Lyrici/-ae',
None,
None,
'Sophistae',
'Rhetorici',
'Comici',
None,
None,
None,
None,
None,
'Comici',
'Epici/-ae',
'Lyrici/-ae',
'Comici',
'Epistolographi',
'Comici',
None,
'Epistolographi',
'Biographi',
'Grammatici',
None,
None,
'Comici',
'Scriptores Ecclesiastici',
None,
None,
'Comici',
'Poetae Philosophi',
None,
'Comici',
'Comici',
'Comici',
'Comici',
'Epigrammatici/-ae',
'Comici',
None,
None,
None,
'Comici',
None,
None,
None,
'Comici',
'Comici',
'Comici',
'Tragici',
None,
None],
3: ['Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
'Historici/-ae',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Periegetae',
'Historici/-ae',
'Periegetae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Biographi',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Periegetae',
'Historici/-ae',
'Historici/-ae',
'Paradoxographi',
None,
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae'],
4: [None,
None,
'Philosophici/-ae',
'Iambici',
None,
'Comici',
None,
'Tragici',
'Historici/-ae',
'Historici/-ae',
'Epici/-ae',
None,
'Lyrici/-ae',
'Philosophici/-ae',
'Elegiaci',
'Medici',
'Tragici',
'Historici/-ae',
'Poetae',
'Historici/-ae',
None,
'Comici',
None,
'Comici',
None,
'Tragici',
None,
'Historici/-ae',
'Comici',
'Lyrici/-ae',
'Onirocritici',
'Comici',
'Tragici'],
5: ['Lyrici/-ae',
'Lyrici/-ae',
'Epici/-ae',
'Elegiaci',
'Epici/-ae',
'Epici/-ae',
None,
None,
None,
'Lyrici/-ae',
'Elegiaci',
'Tragici',
'Epigrammatici/-ae',
None,
'Gnomici',
'Elegiaci',
'Poetae',
None,
None,
'Epici/-ae',
'Philosophici/-ae',
'Epici/-ae',
'Lyrici/-ae',
None,
'Epici/-ae',
'Comici',
'Epici/-ae',
None,
None,
None,
'Epici/-ae',
'Medici',
'Parodii',
'Tragici',
'Poetae Philosophi',
'Epici/-ae',
'Tragici',
'Lyrici/-ae',
'Epici/-ae',
'Tragici',
None,
'Poetae',
'Poetae',
'Periegetae',
'Poetae',
'Epici/-ae',
'Epici/-ae',
'Elegiaci',
'Epici/-ae',
'Epici/-ae',
None,
'Epici/-ae',
None,
'Comici',
'Epici/-ae',
'Lyrici/-ae',
'Poetae',
'Epici/-ae',
'Tragici',
None,
None,
'Iambici',
'Elegiaci',
'Epici/-ae',
'Tragici',
'Lyrici/-ae',
'Astronomici',
None,
None,
'Gnomici',
'Comici',
None,
None,
None,
'Tragici',
'Elegiaci',
'Epici/-ae',
'Elegiaci',
'Tragici',
'Lyrici/-ae',
'Mimographi',
'Epici/-ae',
'Epici/-ae',
'Tragici',
'Comici',
None,
None,
'Poetae',
'Comici',
'Epici/-ae',
None,
'Parodii',
'Epici/-ae',
'Lyrici/-ae',
'Elegiaci',
None,
'Tragici',
'Grammatici',
None,
'Bucolici',
'Epici/-ae',
'Philologi',
'Grammatici',
None,
'Epici/-ae'],
6: ['Tragici',
'Comici',
None,
None,
'Epigrammatici/-ae',
'Philosophici/-ae',
'Comici',
'Lyrici/-ae',
'Philosophici/-ae',
'Comici',
'Historici/-ae',
'Historici/-ae',
'Tragici',
'Epici/-ae',
'Poetae',
'Historici/-ae',
'Elegiaci',
None,
'Comici',
'Elegiaci',
'Philologi',
'Grammatici',
'Alchemistae',
None,
'Epigrammatici/-ae',
'Comici',
'Gnomici',
'Epici/-ae',
'Comici',
'Philosophici/-ae'],
7: [None,
None,
'Onirocritici',
None,
None,
'Grammatici',
'Grammatici',
None,
'Atticistae',
'Grammatici',
None,
None,
None,
'Historici/-ae',
'Epigrammatici/-ae',
None,
None,
'Grammatici',
None,
'Grammatici',
'Grammatici',
None],
8: ['Sophistae',
'Historici/-ae',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Geographi',
'Historici/-ae',
'Geographi',
'Historici/-ae',
'Historici/-ae',
'Polyhistorici',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Geographi',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Periegetae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Epici/-ae',
'Historici/-ae',
'Periegetae',
'Historici/-ae',
'Epici/-ae'],
9: [None,
'Sophistae',
None,
'Atticistae',
'Grammatici',
None,
'Grammatici',
'Grammatici',
None,
'Grammatici',
None,
None,
None,
'Grammatici',
None,
'Grammatici',
'Rhetorici',
'Philosophici/-ae',
'Philosophici/-ae',
'Grammatici',
None,
'Grammatici',
'Lexicographi',
'Philologi',
None,
None,
None,
None],
10: ['Grammatici',
'Historici/-ae',
None,
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Tragici',
'Tragici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae'],
11: ['Mathematici',
'Historici/-ae',
'Mathematici',
'Comici',
'Epici/-ae',
'Mathematici',
'Elegiaci',
'Mathematici',
None,
'Geometri',
'Mechanici',
None,
'Geometri',
'Mathematici',
'Elegiaci',
'Mathematici',
'Epici/-ae',
'Philosophici/-ae',
'Astronomici',
'Mechanici',
'Geometri',
'Mathematici',
'Epici/-ae',
'Astronomici',
'Geometri'],
12: [None,
'Philosophici/-ae',
'Philosophici/-ae',
'Poetae Medici',
'Mechanici',
'Comici',
'Tragici',
'Elegiaci',
'Comici',
None,
'Comici'],
13: ['Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Chronographi',
None,
'Philosophici/-ae',
None,
'Chronographi',
'Comici',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
'Chronographi',
'Grammatici',
'Scriptores Ecclesiastici',
None,
'Historici/-ae'],
14: ['Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Lyrici/-ae',
'Poetae'],
15: ['Epigrammatici/-ae',
'Mathematici',
'Historici/-ae',
'Rhetorici',
None,
'Historici/-ae',
'Comici',
'Comici',
'Philosophici/-ae',
'Historici/-ae',
'Epici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
'Comici',
'Philosophici/-ae',
'Philosophici/-ae'],
16: [None,
None,
None,
None,
'Grammatici',
'Sophistae',
None,
None,
'Philosophici/-ae',
None,
'Historici/-ae',
'Historici/-ae',
None,
None,
'Scriptores Fabularum',
None,
'Parodii',
'Philosophici/-ae',
None,
None],
17: ['Historici/-ae',
'Comici',
None,
'Historici/-ae',
'Comici',
'Comici',
'Poetae',
'Historici/-ae',
'Poetae',
'Historici/-ae',
'Astronomici',
'Tragici',
'Lyrici/-ae',
'Philosophici/-ae'],
18: ['Comici',
None,
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
None,
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Scriptores Ecclesiastici',
'Historici/-ae',
'Philosophici/-ae',
'Lyrici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Poetae',
'Poetae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
None,
'Epistolographi'],
19: ['Astrologici',
None,
'Lyrici/-ae',
'Mathematici',
'Rhetorici',
'Astrologici',
'Astronomici',
'Epici/-ae',
'Astrologici',
'Astrologici',
'Epigrammatici/-ae',
'Mathematici',
'Astronomici',
'Astrologici',
'Astrologici',
'Lyrici/-ae',
'Astrologici',
None,
None,
'Astrologici',
'Astronomici',
None],
20: ['Historici/-ae',
'Epigrammatici/-ae',
None,
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Lyrici/-ae',
'Historici/-ae',
'Tragici',
'Medici',
None,
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae'],
21: ['Lyrici/-ae',
'Lyrici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Comici',
'Philosophici/-ae',
'Mimographi',
'Lyrici/-ae',
'Philosophici/-ae',
'Epici/-ae',
'Poetae Didactici',
'Epici/-ae',
'Philosophici/-ae',
None,
None,
'Lyrici/-ae',
'Epici/-ae',
'Philosophici/-ae'],
22: ['Philosophici/-ae',
'Philologi',
None,
None,
None,
None,
None,
'Elegiaci',
None,
None,
None,
'Philosophici/-ae',
None,
None,
'Historici/-ae',
'Rhetorici'],
23: [None,
'Historici/-ae',
None,
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Geographi',
None,
'Historici/-ae',
'Geographi',
'Tragici'],
24: ['Poetae Medici',
None,
'Philosophici/-ae',
'Comici',
'Historici/-ae',
'Parodii',
'Comici',
'Historici/-ae',
'Poetae',
'Historici/-ae',
None,
'Lyrici/-ae',
'Historici/-ae',
'Poetae Philosophi',
'Philosophici/-ae',
'Comici',
'Historici/-ae'],
25: [None,
None,
'Alchemistae',
'Alchemistae',
'Comici',
None,
None,
'Alchemistae',
None,
'Alchemistae',
'Alchemistae',
'Geographi',
'Alchemistae',
'Alchemistae',
'Historici/-ae',
'Mechanici',
'Philosophici/-ae',
'Alchemistae',
'Alchemistae',
'Alchemistae'],
26: ['Grammatici',
'Paradoxographi',
'Grammatici',
'Grammatici',
'Sophistae',
'Philosophici/-ae',
'Sophistae',
'Grammatici',
'Comici',
'Historici/-ae',
'Philosophici/-ae',
'Grammatici',
'Comici',
None,
'Parodii',
'Philosophici/-ae'],
27: ['Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Comici',
'Historici/-ae',
'Historici/-ae',
'Grammatici',
'Historici/-ae',
'Grammatici',
'Geographi',
'Historici/-ae',
'Historici/-ae',
'Comici',
'Historici/-ae',
'Historici/-ae',
None,
'Historici/-ae',
None,
None,
'Philosophici/-ae'],
28: ['Paradoxographi',
'Poetae',
'Philosophici/-ae',
'Gnostici',
'Doxographi',
'Philosophici/-ae',
None,
'Apologetici',
'Philosophici/-ae',
'Tragici',
'Alchemistae',
None,
'Lyrici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
None,
'Philosophici/-ae',
'Philosophici/-ae',
'Alchemistae',
'Alchemistae',
'Philosophici/-ae',
'Alchemistae',
None,
'Alchemistae',
'Alchemistae',
'Philosophici/-ae',
'Historici/-ae'],
29: ['Comici',
None,
None,
'Lyrici/-ae',
'Historici/-ae',
None,
None,
'Philosophici/-ae',
'Tragici',
'Philosophici/-ae',
'Musici',
'Grammatici',
'Historici/-ae',
'Philosophici/-ae'],
30: ['Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Elegiaci',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Grammatici',
'Historici/-ae',
'Historici/-ae',
'Paradoxographi'],
31: ['Tragici',
'Tragici',
'Philosophici/-ae',
'Tragici',
None,
'Grammatici',
'Tragici',
'Epigrammatici/-ae',
'Philosophici/-ae',
'Tragici',
None,
'Philosophici/-ae',
'Comici',
'Comici',
'Epici/-ae',
'Tragici',
None,
'Historici/-ae',
'Comici',
'Philosophici/-ae',
'Tragici',
'Comici',
None,
'Tragici',
'Comici',
'Historici/-ae',
'Grammatici'],
32: ['Medici',
None,
'Comici',
None,
'Comici',
'Epici/-ae',
'Poetae Philosophi',
None,
'Historici/-ae',
'Philosophici/-ae',
'Lyrici/-ae'],
33: ['Grammatici',
'Historici/-ae',
'Grammatici',
'Astrologici',
'Philosophici/-ae',
None,
None,
'Scriptores Fabularum',
'Historici/-ae'],
34: ['Epigrammatici/-ae',
None,
'Epigrammatici/-ae',
'Epici/-ae',
'Epigrammatici/-ae',
None,
None,
'Lyrici/-ae',
'Philosophici/-ae',
None,
None,
None],
35: [None,
'Historici/-ae',
'Historici/-ae',
None,
None,
'Elegiaci',
'Comici',
'Tragici'],
36: ['Philosophici/-ae',
'Historici/-ae',
'Tragici',
'Historici/-ae',
'Historici/-ae',
'Comici',
'Paradoxographi',
'Comici',
'Tragici',
'Tragici',
'Historici/-ae',
'Elegiaci',
'Historici/-ae',
'Comici',
'Tragici',
'Comici',
None],
37: ['Comici',
'Philosophici/-ae',
'Historici/-ae',
'Medici',
'Lyrici/-ae',
'Comici',
'Comici',
'Tragici',
'Comici',
'Iambici',
'Medici',
'Historici/-ae',
'Medici',
'Tragici',
None,
'Historici/-ae',
'Epici/-ae'],
38: ['Comici',
'Medici',
'Medici',
None,
'Medici',
None,
'Comici',
'Comici',
'Medici',
'Medici',
'Comici'],
39: ['Historici/-ae',
None,
'Epigrammatici/-ae',
'Lyrici/-ae',
'Poetae Medici',
'Comici',
'Elegiaci',
'Philosophici/-ae',
'Medici',
'Iambici',
'Comici',
'Historici/-ae',
None,
None,
'Philosophici/-ae',
'Lyrici/-ae',
'Philosophici/-ae',
'Epigrammatici/-ae'],
40: ['Tragici',
'Comici',
None,
'Comici',
'Comici',
None,
None,
None,
'Iambici',
'Poetae',
'Comici',
None],
41: ['Tragici',
'Alchemistae',
'Philosophici/-ae',
None,
'Medici',
'Historici/-ae',
'Comici',
None,
None,
'Comici'],
42: ['Lyrici/-ae',
'Historici/-ae',
'Epici/-ae',
None,
None,
'Philosophici/-ae',
None,
'Comici',
'Grammatici',
None,
'Periegetae',
'Philosophici/-ae',
'Grammatici',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae'],
43: ['Epici/-ae',
'Tragici',
'Epigrammatici/-ae',
'Tragici',
'Tragici',
'Epigrammatici/-ae',
'Iambici',
'Historici/-ae',
'Epigrammatici/-ae',
'Bucolici',
'Choliambographi'],
44: ['Philosophici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Historici/-ae',
'Philosophici/-ae',
'Oratores',
'Historici/-ae',
None,
'Historici/-ae',
'Rhetorici',
'Philosophici/-ae',
'Grammatici',
'Comici',
'Historici/-ae'],
45: ['Comici',
'Comici',
'Comici',
'Philosophici/-ae',
'Poetae',
'Philosophici/-ae',
None,
'Iambici',
'Comici',
'Comici',
'Lyrici/-ae'],
46: ['Historici/-ae',
'Philosophici/-ae',
'Sophistae',
'Poetae',
'Rhetorici',
'Elegiaci',
'Historici/-ae',
'Lyrici/-ae',
'Philosophici/-ae',
'Philosophici/-ae',
'Comici',
'Lyrici/-ae'],
47: ['Philosophici/-ae',
'Lyrici/-ae',
None,
'Philosophici/-ae',
'Comici',
'Medici',
'Comici',
'Comici',
'Tragici',
'Comici',
'Comici',
'Comici',
'Tragici',
'Tragici',
'Comici',
'Philosophici/-ae',
'Philosophici/-ae'],
48: ['Iambici',
None,
'Philosophici/-ae',
'Philosophici/-ae',
'Lyrici/-ae',
None,
'Grammatici',
None,
'Historici/-ae',
'Epigrammatici/-ae',
'Epigrammatici/-ae',
'Bucolici',
'Gnomici'],
49: ['Philosophici/-ae',
'Historici/-ae',
'Historici/-ae',
'Elegiaci',
None,
'Poetae',
'Epici/-ae'],
50: [None,
'Scriptores Ecclesiastici',
'Poetae',
'Scriptores Ecclesiastici',
'Lyrici/-ae',
'Scriptores Ecclesiastici',
'Philosophici/-ae',
'Scriptores Ecclesiastici',
None,
'Apologetici',
None,
'Theologici',
'Theologici',
'Theologici',
'Scriptores Ecclesiastici',
None,
None,
None,
'Scriptores Ecclesiastici',
None,
'Scriptores Ecclesiastici',
None,
None,
'Philosophici/-ae',
'Theologici',
'Theologici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
None,
None,
None,
'Scriptores Ecclesiastici',
None,
'Theologici',
'Scriptores Ecclesiastici',
None,
None,
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Philosophici/-ae',
None,
None,
'Poetae',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
None,
'Scriptores Ecclesiastici',
None,
'Theologici',
'Scriptores Ecclesiastici',
None,
'Scriptores Ecclesiastici',
None,
None,
'Theologici',
None,
'Philosophici/-ae',
'Theologici',
'Theologici',
'Philosophici/-ae',
None,
None,
'Theologici',
'Geographi',
None,
None,
'Scriptores Ecclesiastici',
'Apologetici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
None,
None,
'Theologici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Poetae',
'Theologici',
None,
'Hymnographi',
'Theologici',
'Theologici',
'Apologetici',
None,
'Scriptores Ecclesiastici',
'Rhetorici',
None,
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
None,
'Scriptores Ecclesiastici',
'Lexicographi',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Scriptores Ecclesiastici',
'Gnostici',
None,
'Poetae Philosophi',
None,
'Scriptores Ecclesiastici'],
51: ['Historici/-ae',
'Poetae Medici',
None,
None,
'Historici/-ae',
'Apologetici',
None,
'Scriptores Erotici',
'Scriptores Erotici',
None,
'Alchemistae'],
52: ['Medici',
None,
'Comici',
'Comici',
'Comici',
'Philosophici/-ae',
'Iambici',
'Comici',
'Epici/-ae',
'Historici/-ae',
'Grammatici',
None,
'Philosophici/-ae'],
53: [None,
'Epigrammatici/-ae',
'Historici/-ae',
'Comici',
'Rhetorici',
None,
'Historici/-ae',
'Lyrici/-ae',
'Historici/-ae',
'Lyrici/-ae',
'Comici',
'Lyrici/-ae',
'Poetae',
'Historici/-ae'],
54: ['Epigrammatici/-ae',
'Sophistae',
'Epigrammatici/-ae',
'Elegiaci',
'Elegiaci',
'Historici/-ae',
None,
'Historici/-ae',
'Elegiaci',
'Rhetorici',
'Atticistae',
None]}
In [44]:
# least, most cohesive epithets
# which epithet has the most topics associated with it?
map_topics_count_epithet = {}
for topic, epithet_list in map_topic_epithets.items():
map_topics_count_epithet[topic] = len(epithet_list)
# map_topics_count_epithet
sorted_list_tuples = sorted(map_topics_count_epithet.items(), key=lambda x:x[1], reverse=True)
for topic_freq in sorted_list_tuples:
topic_number = str(topic_freq[0])
doc_freq = str(topic_freq[1])
print('Topic #{0} has {1} author-documents in it'.format(topic_number, doc_freq))
Topic #0 has 493 author-documents in it
Topic #1 has 109 author-documents in it
Topic #5 has 105 author-documents in it
Topic #50 has 105 author-documents in it
Topic #2 has 63 author-documents in it
Topic #3 has 55 author-documents in it
Topic #18 has 38 author-documents in it
Topic #8 has 35 author-documents in it
Topic #4 has 33 author-documents in it
Topic #6 has 30 author-documents in it
Topic #9 has 28 author-documents in it
Topic #28 has 28 author-documents in it
Topic #30 has 27 author-documents in it
Topic #31 has 27 author-documents in it
Topic #11 has 25 author-documents in it
Topic #7 has 22 author-documents in it
Topic #19 has 22 author-documents in it
Topic #27 has 21 author-documents in it
Topic #16 has 20 author-documents in it
Topic #25 has 20 author-documents in it
Topic #13 has 19 author-documents in it
Topic #20 has 18 author-documents in it
Topic #21 has 18 author-documents in it
Topic #39 has 18 author-documents in it
Topic #15 has 17 author-documents in it
Topic #24 has 17 author-documents in it
Topic #36 has 17 author-documents in it
Topic #37 has 17 author-documents in it
Topic #44 has 17 author-documents in it
Topic #47 has 17 author-documents in it
Topic #22 has 16 author-documents in it
Topic #26 has 16 author-documents in it
Topic #42 has 16 author-documents in it
Topic #17 has 14 author-documents in it
Topic #29 has 14 author-documents in it
Topic #53 has 14 author-documents in it
Topic #10 has 13 author-documents in it
Topic #48 has 13 author-documents in it
Topic #52 has 13 author-documents in it
Topic #23 has 12 author-documents in it
Topic #34 has 12 author-documents in it
Topic #40 has 12 author-documents in it
Topic #46 has 12 author-documents in it
Topic #54 has 12 author-documents in it
Topic #12 has 11 author-documents in it
Topic #32 has 11 author-documents in it
Topic #38 has 11 author-documents in it
Topic #43 has 11 author-documents in it
Topic #45 has 11 author-documents in it
Topic #51 has 11 author-documents in it
Topic #41 has 10 author-documents in it
Topic #33 has 9 author-documents in it
Topic #14 has 8 author-documents in it
Topic #35 has 8 author-documents in it
Topic #49 has 7 author-documents in it
In [46]:
# also do this all w/ countvectorizer?
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. 0.05239734 0. ..., 0. 0. 0. ]
[ 0. 0. 0. ..., 0. 0. 0. ]
[ 0.00982926 0. 0. ..., 0. 0. 0. ]
...,
[ 0. 0.00217153 0. ..., 0. 0. 0. ]
[ 0.01050317 0.10725617 0.07305529 ..., 0. 0. 0. ]
[ 0.01117548 0.04055595 0. ..., 0.0597499 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([ 0.04901517, 0.02739097, 0.0158077 , 0.01366609, 0.01608483,
0.01865701, 0.01061474, 0.0051218 , 0.00666087, 0.00560527,
0.00876906, 0.00541008, 0.00350985, 0.00433349, 0.00377157,
0.00716148, 0.00601332, 0.00635522, 0.00765168, 0.00520384,
0.00419841, 0.00432905, 0.00292568, 0.00423707, 0.00577587,
0.00504105, 0.00622198, 0.00691197, 0.00818045, 0.00500131,
0.00576806, 0.01860691, 0.00446472, 0.00215022, 0.00453086,
0.00470665, 0.00465496, 0.00353856, 0.00213449, 0.00324078,
0.00343465, 0.0043699 , 0.00297837, 0.00292783, 0.00491088,
0.00357567, 0.00483611, 0.0037335 , 0.00297435, 0.00327716,
0.01355246, 0.00233118, 0.00380632, 0.00410167, 0.00290983])
In [52]:
scaler.scale_
Out[52]:
array([ 0.04617582, 0.03350082, 0.02792515, 0.02649149, 0.02276127,
0.03690022, 0.02053325, 0.02643818, 0.03075625, 0.02656803,
0.01989261, 0.03050725, 0.02117749, 0.02620735, 0.01663647,
0.02016398, 0.02065356, 0.01737012, 0.0254745 , 0.02604527,
0.01845541, 0.02078991, 0.01989431, 0.0238357 , 0.01918127,
0.027815 , 0.02155526, 0.01931634, 0.02418206, 0.01731953,
0.02311142, 0.02159508, 0.0190932 , 0.01855774, 0.0205096 ,
0.01732579, 0.01785835, 0.02083252, 0.02768965, 0.02177008,
0.01935923, 0.01687883, 0.02230138, 0.02236417, 0.01908085,
0.0163316 , 0.01557187, 0.01907033, 0.0191739 , 0.01951278,
0.03591642, 0.02217018, 0.01690821, 0.02051748, 0.02301206])
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 0:00:00.034728
In [55]:
from sklearn import cluster
In [56]:
# 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 [57]:
df_clusters.head(5)
Out[57]:
0
1
0
0
14
1
1
3
2
2
41
3
3
44
4
4
50
In [60]:
%matplotlib inline
import matplotlib.pyplot as plt # pip install matplotlib
import matplotlib
matplotlib.style.use('ggplot')
# from pandas.tools.plotting import table
In [61]:
# 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[61]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f29f65362e8>
<matplotlib.figure.Figure at 0x7f2a04fe0198>
In [65]:
# 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[65]:
['/root/cltk_data/user_data/tlg_lemmatized_no_accents_no_stops_tfidf_1000features_scaler.pickle']
In [73]:
import numpy as np
In [77]:
# 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()
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
In [78]:
# 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
In [82]:
df_clusters_tfidf.head(10)
Out[82]:
0
1
0
0
9
1
1
9
2
2
9
3
3
22
4
4
48
5
5
9
6
6
48
7
7
26
8
8
4
9
9
37
In [83]:
plt.figure()
df_clusters_tfidf.plot.scatter(x=0, y=1) # y is topics no., x is doc id
Out[83]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f29f3983cf8>
<matplotlib.figure.Figure at 0x7f29ef25bf60>
In [84]:
nmf_array = nmf.components_
In [85]:
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 0:00:00.014131
In [86]:
df_scaled_nmf = pandas.DataFrame(scaler.transform(nmf_array))
In [87]:
# 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 [91]:
df_clusters_nmf.head(10)
Out[91]:
0
1
0
0
1
1
1
6
2
2
13
3
3
4
4
4
16
5
5
5
6
6
23
7
7
14
8
8
20
9
9
19
In [89]:
plt.figure()
df_clusters_nmf.plot.scatter(x=0, y=1) # y is topics no., x is doc id
Out[89]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f29f92df828>
<matplotlib.figure.Figure at 0x7f29fe0141d0>
Content source: kylepjohnson/ipython
Similar notebooks: