Analyses › Surface, including books 4 and 8, without rhetoric markers
Surface, including books 4 and 8, without rhetoric markers
This model drops sentences tagged other and fits a balanced TF-IDF logistic regression to the remaining mythic and historical tags.
Model Performance Metrics
The following metrics are from the logistic regression classifier's performance on the test set:
| Class |
Precision |
Recall |
F1-Score |
Support |
| Historical |
0.714 |
0.732 |
0.723 |
859 |
| Mythic |
0.738 |
0.720 |
0.729 |
899 |
| Overall Accuracy |
0.726 |
1758 |
Confusion Matrix
|
Predicted |
| Historical |
Mythic |
| Actual |
Historical |
629 |
230 |
| Mythic |
252 |
647 |
Counts
7,032mythic/historical sentences
3,598mythic
3,434historical
1,000features
Predictors of Mythic Sentences
Sort by:
| Word/Phrase |
English |
Coefficient |
Mythic Count |
Historical Count |
p-value |
q-value |
| εἶναι |
to be |
3.1026 |
430 |
138 |
7.46e-36 |
7.46e-33 |
| ἀφικέσθαι |
to arrive |
2.3926 |
42 |
4 |
6.51e-09 |
4.07e-07 |
| ἔπη |
words |
2.1018 |
49 |
2 |
1.67e-12 |
2.38e-10 |
| ὕδωρ |
water |
2.0822 |
57 |
11 |
1.35e-08 |
6.45e-07 |
| αὐτὴν |
her |
1.9285 |
110 |
39 |
1.09e-08 |
5.44e-07 |
| αὐτήν |
her |
1.8331 |
33 |
5 |
2.86e-06 |
6.98e-05 |
| θυγατέρα |
daughter |
1.8286 |
82 |
9 |
8.31e-16 |
4.15e-13 |
| ἀνθρώπων |
of humans |
1.7015 |
54 |
25 |
0.00185 |
0.0101 |
| γυναῖκα |
woman; wife |
1.6714 |
59 |
14 |
1.19e-07 |
3.82e-06 |
| ἐστιν |
is |
1.6658 |
258 |
116 |
7.02e-13 |
1.17e-10 |
| γενέσθαι |
to become |
1.6589 |
201 |
83 |
6.97e-12 |
8.72e-10 |
| λέγοντεσ |
speaking |
1.5019 |
31 |
3 |
8.81e-07 |
2.45e-05 |
| καλεῖται |
is called |
1.4949 |
19 |
1 |
4.25e-05 |
0.000545 |
| βωμὸσ |
altar |
1.4758 |
19 |
0 |
4.08e-06 |
9.06e-05 |
| θηρίον |
wild animal |
1.4615 |
17 |
0 |
1.61e-05 |
0.00024 |
| ἐστὶν |
is |
1.4577 |
140 |
65 |
4.61e-07 |
1.36e-05 |
| καὶ εἶναι |
and to be |
1.4461 |
42 |
3 |
1.12e-09 |
8.59e-08 |
| ἔστι |
there is |
1.4407 |
99 |
36 |
1.08e-07 |
3.81e-06 |
| πρῶτον |
first; first of all |
1.4367 |
60 |
33 |
0.00895 |
0.0335 |
| δʼ |
but; and |
1.4245 |
109 |
34 |
4.95e-10 |
4.5e-08 |
| θυγατρὶ |
to/for the daughter |
1.4071 |
18 |
0 |
8.1e-06 |
0.000153 |
| χωρίωι |
in a place |
1.3612 |
16 |
1 |
0.000286 |
0.00247 |
| ἔστιν |
there is |
1.3422 |
53 |
27 |
0.0061 |
0.0258 |
| συγγενέσθαι |
to associate with |
1.3392 |
17 |
0 |
1.61e-05 |
0.00024 |
| εἶναι καὶ |
also to be |
1.3380 |
78 |
10 |
3.97e-14 |
9.93e-12 |
| αὐτῆι |
to her |
1.3271 |
56 |
20 |
5.45e-05 |
0.000656 |
| ἔνθα |
there; where; then |
1.3235 |
75 |
33 |
0.000102 |
0.00112 |
| πεποίηται |
has been made |
1.3174 |
57 |
23 |
0.000235 |
0.00213 |
| ἀφʼ |
from |
1.3131 |
28 |
10 |
0.00443 |
0.02 |
| γυναικῶν |
of women |
1.3072 |
28 |
10 |
0.00443 |
0.02 |
Predictors of Historical Sentences
Sort by:
| Word/Phrase |
English |
Coefficient |
Mythic Count |
Historical Count |
p-value |
q-value |
| ἐναντία |
opposite; contrary |
-2.2999 |
2 |
48 |
4.44e-13 |
8.88e-11 |
| πόλεμον |
war |
-2.2071 |
12 |
80 |
8.47e-15 |
2.82e-12 |
| πολέμωι |
in war; by/with war |
-2.1256 |
7 |
53 |
7.25e-11 |
8.05e-09 |
| αὖθισ |
again |
-1.9907 |
35 |
100 |
1.6e-09 |
1.14e-07 |
| ἐπίγραμμα |
epigram; inscription |
-1.9498 |
15 |
34 |
0.00348 |
0.0167 |
| εἰκόνα |
image |
-1.9258 |
5 |
33 |
7.31e-07 |
2.09e-05 |
| χρημάτων |
of money; of goods |
-1.9101 |
5 |
36 |
1.18e-07 |
3.82e-06 |
| χρήματα |
money |
-1.8333 |
4 |
39 |
9.42e-09 |
4.96e-07 |
| ἔργου |
of work |
-1.7921 |
4 |
35 |
1.11e-07 |
3.81e-06 |
| πολέμου |
of war |
-1.7208 |
21 |
73 |
7.7e-09 |
4.42e-07 |
| στρατιᾶι |
to/for the army |
-1.7080 |
3 |
27 |
3.04e-06 |
7.13e-05 |
| τούσ |
the |
-1.6600 |
4 |
28 |
7.44e-06 |
0.000146 |
| χαλκοῦν |
of bronze; brazen |
-1.6304 |
8 |
24 |
0.00245 |
0.0128 |
| ἀναστάτουσ |
expelled |
-1.5345 |
1 |
21 |
3.7e-06 |
8.41e-05 |
| πυγμῆι |
with the fist |
-1.5344 |
1 |
14 |
0.000396 |
0.00307 |
| ἄνδρασ |
men |
-1.5198 |
16 |
53 |
1.71e-06 |
4.49e-05 |
| ἐγένετο |
it happened |
-1.4985 |
61 |
118 |
3.07e-06 |
7.13e-05 |
| τούτουσ |
these |
-1.4949 |
14 |
43 |
3.77e-05 |
0.000496 |
| ὅσον |
as much as |
-1.4509 |
17 |
43 |
0.000311 |
0.00264 |
| βουλῆσ |
of the council; of the will/plan |
-1.4337 |
1 |
18 |
2.78e-05 |
0.000381 |
| καὶ περὶ |
and about |
-1.4326 |
9 |
26 |
0.00208 |
0.0113 |
| βασιλέων |
of kings |
-1.4288 |
3 |
19 |
0.000375 |
0.00303 |
| ἐνίκα |
he/she/it was winning |
-1.4133 |
1 |
30 |
7.95e-09 |
4.42e-07 |
| πλέον |
more |
-1.4116 |
18 |
51 |
1.99e-05 |
0.000285 |
| συμμαχίαν |
alliance |
-1.3998 |
1 |
19 |
1.42e-05 |
0.000226 |
| τηνικαῦτα |
at that very time (just then) |
-1.3821 |
18 |
40 |
0.00185 |
0.0101 |
| ἐν μάχηι |
in battle |
-1.3802 |
10 |
24 |
0.00996 |
0.0364 |
| ἀνείλετο |
he/she/it killed |
-1.3719 |
1 |
19 |
1.42e-05 |
0.000226 |
| ἑκατόν |
one hundred |
-1.3621 |
0 |
16 |
1.03e-05 |
0.000183 |
| βαρβάρων |
of the barbarians |
-1.3485 |
7 |
32 |
1.58e-05 |
0.00024 |