Analyses › Surface, including books 4 and 8, with rhetoric markers
Surface, including books 4 and 8, with 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 |
0.703 |
0.750 |
0.726 |
859 |
| Mythic |
0.745 |
0.697 |
0.720 |
899 |
| Overall Accuracy |
0.723 |
1758 |
Confusion Matrix
|
Predicted |
| Historical |
Mythic |
| Actual |
Historical |
644 |
215 |
| Mythic |
272 |
627 |
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 |
| λέγουσιν |
they say |
2.8403 |
223 |
47 |
4.1e-28 |
2.05e-25 |
| φασὶν |
they say |
2.6694 |
111 |
20 |
3.33e-16 |
6.67e-14 |
| εἶναι |
to be |
2.6537 |
430 |
138 |
7.46e-36 |
7.46e-33 |
| φασιν |
they say |
2.6434 |
170 |
31 |
5.38e-24 |
1.79e-21 |
| ἔπη |
words |
2.1104 |
49 |
2 |
1.67e-12 |
1.39e-10 |
| ἀφικέσθαι |
to arrive |
2.0922 |
42 |
4 |
6.51e-09 |
3.25e-07 |
| ὄνομα |
name |
2.0818 |
181 |
54 |
1.08e-16 |
2.7e-14 |
| ὕδωρ |
water |
1.9995 |
57 |
11 |
1.35e-08 |
5.02e-07 |
| αὐτὴν |
her |
1.8972 |
110 |
39 |
1.09e-08 |
4.19e-07 |
| λέγουσι |
they say |
1.8252 |
131 |
31 |
1.89e-15 |
2.7e-13 |
| ἐστιν |
is |
1.7894 |
258 |
116 |
7.02e-13 |
6.38e-11 |
| αὐτήν |
her |
1.7126 |
33 |
5 |
2.86e-06 |
5.97e-05 |
| θυγατέρα |
daughter |
1.7067 |
82 |
9 |
8.31e-16 |
1.38e-13 |
| γυναῖκα |
woman; wife |
1.6995 |
59 |
14 |
1.19e-07 |
3.2e-06 |
| ἀνθρώπων |
of humans |
1.6636 |
54 |
25 |
0.00185 |
0.0092 |
| φασι |
they say |
1.6601 |
51 |
8 |
8.17e-09 |
3.55e-07 |
| ἐστὶν |
is |
1.6401 |
140 |
65 |
4.61e-07 |
1.15e-05 |
| λέγοντεσ |
speaking |
1.6280 |
31 |
3 |
8.81e-07 |
2.1e-05 |
| καλεῖται |
is called |
1.5756 |
19 |
1 |
4.25e-05 |
0.000489 |
| καὶ εἶναι |
and to be |
1.5429 |
37 |
1 |
3.54e-10 |
2.21e-08 |
| ἔστι |
there is |
1.5364 |
99 |
36 |
1.08e-07 |
3.16e-06 |
| βωμὸσ |
altar |
1.5203 |
19 |
0 |
4.08e-06 |
7.84e-05 |
| δʼ |
but; and |
1.4846 |
109 |
34 |
4.95e-10 |
2.91e-08 |
| θηρίον |
wild animal |
1.4844 |
17 |
0 |
1.61e-05 |
0.000215 |
| πεποίηται |
has been made |
1.4149 |
57 |
23 |
0.000235 |
0.00197 |
| αὕτη |
this (feminine) |
1.3997 |
19 |
9 |
0.0731 |
0.159 |
| ἐστι |
is |
1.3822 |
110 |
41 |
3.86e-08 |
1.29e-06 |
| θυγατρὶ |
to/for the daughter |
1.3320 |
18 |
0 |
8.1e-06 |
0.000137 |
| λόγοσ |
word; speech; account; reason; argument |
1.3295 |
56 |
16 |
2.84e-06 |
5.97e-05 |
| λόγον |
word |
1.3286 |
41 |
17 |
0.00239 |
0.0116 |
Predictors of Historical Sentences
Sort by:
| Word/Phrase |
English |
Coefficient |
Mythic Count |
Historical Count |
p-value |
q-value |
| ἐναντία |
opposite; contrary |
-2.1056 |
2 |
48 |
4.44e-13 |
4.44e-11 |
| πόλεμον |
war |
-2.0280 |
12 |
80 |
8.47e-15 |
1.06e-12 |
| πολέμωι |
in war; by/with war |
-2.0239 |
7 |
53 |
7.25e-11 |
5.18e-09 |
| αὖθισ |
again |
-1.9846 |
35 |
100 |
1.6e-09 |
8.4e-08 |
| εἰκόνα |
image |
-1.8659 |
5 |
33 |
7.31e-07 |
1.78e-05 |
| χρημάτων |
of money; of goods |
-1.8068 |
5 |
36 |
1.18e-07 |
3.2e-06 |
| ἐπίγραμμα |
epigram; inscription |
-1.7714 |
15 |
34 |
0.00348 |
0.0152 |
| χρήματα |
money |
-1.7287 |
4 |
39 |
9.42e-09 |
3.92e-07 |
| ἔργου |
of work |
-1.7246 |
4 |
35 |
1.11e-07 |
3.16e-06 |
| πολέμου |
of war |
-1.6825 |
21 |
73 |
7.7e-09 |
3.55e-07 |
| στρατιᾶι |
to/for the army |
-1.6524 |
3 |
27 |
3.04e-06 |
6.14e-05 |
| τούσ |
the |
-1.5985 |
4 |
28 |
7.44e-06 |
0.00013 |
| ἐν μάχηι |
in battle |
-1.5180 |
10 |
24 |
0.00996 |
0.0342 |
| σφῶν |
of them; their |
-1.5180 |
2 |
16 |
0.000565 |
0.00368 |
| ἀναστάτουσ |
expelled |
-1.5138 |
1 |
21 |
3.7e-06 |
7.25e-05 |
| ὅσον |
as much as |
-1.5103 |
17 |
43 |
0.000311 |
0.00243 |
| χαλκοῦν |
of bronze; brazen |
-1.5015 |
8 |
24 |
0.00245 |
0.0117 |
| ἄνδρασ |
men |
-1.4851 |
16 |
53 |
1.71e-06 |
3.88e-05 |
| βασιλέων |
of kings |
-1.4605 |
3 |
19 |
0.000375 |
0.00278 |
| συμμαχίαν |
alliance |
-1.4539 |
1 |
19 |
1.42e-05 |
0.000203 |
| τούτουσ |
these |
-1.4533 |
14 |
43 |
3.77e-05 |
0.000449 |
| ἑκατόν |
one hundred |
-1.4476 |
0 |
16 |
1.03e-05 |
0.000166 |
| βουλῆσ |
of the council; of the will/plan |
-1.4381 |
1 |
18 |
2.78e-05 |
0.000348 |
| πυγμῆι |
with the fist |
-1.4256 |
1 |
14 |
0.000396 |
0.00281 |
| καὶ περὶ |
and about |
-1.3804 |
9 |
26 |
0.00208 |
0.0103 |
| ἐνίκα |
he/she/it was winning |
-1.3714 |
1 |
30 |
7.95e-09 |
3.55e-07 |
| βαρβάρων |
of the barbarians |
-1.3708 |
7 |
32 |
1.58e-05 |
0.000215 |
| ἐγένετο |
it happened |
-1.3609 |
61 |
118 |
3.07e-06 |
6.14e-05 |
| πλέον |
more |
-1.3604 |
18 |
51 |
1.99e-05 |
0.000259 |
| ὕστερον |
later; afterwards |
-1.3436 |
113 |
200 |
4.2e-08 |
1.35e-06 |