Analyses › Lemma, excluding books 4 and 8, with rhetoric markers
Lemma, excluding 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 |
0.633 |
0.613 |
0.623 |
248 |
| Mythic |
0.733 |
0.749 |
0.741 |
351 |
| Overall Accuracy |
0.693 |
599 |
Confusion Matrix
|
Predicted |
| Historical |
Mythic |
| Actual |
Historical |
152 |
96 |
| Mythic |
88 |
263 |
Counts
2,393mythic/historical sentences
1,404mythic
989historical
1,000features
Predictors of Mythic Sentences
Sort by:
| Word/Phrase |
English |
Coefficient |
Mythic Count |
Historical Count |
p-value |
q-value |
| θυγάτηρ |
|
1.8814 |
83 |
12 |
4.28e-10 |
2.14e-07 |
| εἰμί |
|
1.7571 |
596 |
284 |
4.86e-12 |
4.86e-09 |
| δέ εἰμί |
|
1.7473 |
116 |
28 |
8.6e-09 |
2.15e-06 |
| ἔποσ |
|
1.5674 |
28 |
0 |
4.5e-07 |
6.44e-05 |
| εἰμί ἐν |
|
1.4461 |
34 |
4 |
4.11e-05 |
0.00206 |
| τίκτω |
|
1.4299 |
21 |
3 |
0.00311 |
0.0545 |
| ἱδρύω |
|
1.3358 |
16 |
1 |
0.0021 |
0.0404 |
| αὐτόσ |
|
1.2358 |
382 |
226 |
0.0155 |
0.132 |
| ποιέω |
|
1.2163 |
156 |
91 |
0.128 |
0.428 |
| ὅτι |
|
1.1168 |
52 |
16 |
0.00176 |
0.0404 |
| ἁρπάζω |
|
1.1042 |
19 |
1 |
0.00041 |
0.0138 |
| ἱδρύομαι |
|
1.0987 |
10 |
0 |
0.00694 |
0.0812 |
| θάπτω |
|
1.0300 |
34 |
17 |
0.236 |
0.543 |
| εἰσ αὐτόσ |
|
1.0166 |
33 |
18 |
0.372 |
0.7 |
| ὁμολογέω |
|
0.9912 |
14 |
1 |
0.00642 |
0.0812 |
| χωρίον |
|
0.9572 |
36 |
10 |
0.00458 |
0.0692 |
| θρόνοσ |
|
0.9570 |
10 |
0 |
0.00694 |
0.0812 |
| ἔνθα |
|
0.9517 |
32 |
8 |
0.00384 |
0.0629 |
| καταμένω |
|
0.9452 |
10 |
1 |
0.0321 |
0.192 |
| συνοικέω |
|
0.9303 |
18 |
4 |
0.0292 |
0.179 |
| εἰμί γάρ |
|
0.8977 |
10 |
4 |
0.42 |
0.707 |
| καί ποιέω |
|
0.8919 |
16 |
4 |
0.0667 |
0.297 |
| δείκνυμι |
|
0.8849 |
11 |
3 |
0.175 |
0.465 |
| σῶμα |
|
0.8812 |
6 |
0 |
0.0455 |
0.234 |
| ἐπονομάζω |
|
0.8804 |
9 |
0 |
0.0129 |
0.112 |
| ἀνάκειμαι |
|
0.8758 |
7 |
3 |
0.538 |
0.799 |
| κομίζω |
|
0.8728 |
36 |
15 |
0.0748 |
0.317 |
| καί ὅτι |
|
0.8461 |
13 |
0 |
0.00115 |
0.0294 |
| γυνή |
|
0.8377 |
68 |
29 |
0.0175 |
0.141 |
| λόγοσ |
|
0.8295 |
64 |
29 |
0.0395 |
0.223 |
Predictors of Historical Sentences
Sort by:
| Word/Phrase |
English |
Coefficient |
Mythic Count |
Historical Count |
p-value |
q-value |
| ὅσοσ |
|
-2.0213 |
23 |
49 |
3.41e-06 |
0.00031 |
| τυραννέω |
|
-1.6435 |
0 |
18 |
1.13e-07 |
1.88e-05 |
| νικάω |
|
-1.6045 |
8 |
24 |
9.89e-05 |
0.00412 |
| στρατιά |
|
-1.4975 |
6 |
27 |
1.51e-06 |
0.000168 |
| ἀφίστημι |
|
-1.4444 |
0 |
18 |
1.13e-07 |
1.88e-05 |
| πολύσ |
|
-1.4413 |
36 |
80 |
7.29e-10 |
2.43e-07 |
| παρέχω |
|
-1.4383 |
3 |
15 |
0.00038 |
0.0136 |
| πολεμέω |
|
-1.3749 |
8 |
28 |
7.06e-06 |
0.000588 |
| χρῆμα |
|
-1.3498 |
1 |
19 |
5.65e-07 |
7.06e-05 |
| ἐπί ἐγώ |
|
-1.3157 |
7 |
14 |
0.0188 |
0.148 |
| πλέον |
|
-1.2442 |
5 |
16 |
0.0011 |
0.029 |
| πυνθάνομαι |
|
-1.2300 |
3 |
12 |
0.00295 |
0.0536 |
| ἤδη |
|
-1.2253 |
23 |
31 |
0.0163 |
0.133 |
| τυραννίσ |
|
-1.2023 |
0 |
12 |
2.39e-05 |
0.00149 |
| καί εἰσ |
|
-1.1965 |
51 |
67 |
0.000535 |
0.0162 |
| ἀμύνω |
|
-1.1434 |
3 |
15 |
0.00038 |
0.0136 |
| πράσσω |
|
-1.1256 |
2 |
16 |
3.9e-05 |
0.00206 |
| εἶμι |
|
-1.1202 |
5 |
8 |
0.142 |
0.432 |
| μάλιστα |
|
-1.1064 |
29 |
51 |
4.04e-05 |
0.00206 |
| ἐναντίοσ |
|
-1.0988 |
1 |
15 |
1.62e-05 |
0.00108 |
| καθαιρέω |
|
-1.0969 |
0 |
13 |
9.8e-06 |
0.000754 |
| τύραννοσ |
|
-1.0856 |
0 |
6 |
0.00494 |
0.0692 |
| πείθω |
|
-1.0844 |
6 |
15 |
0.00508 |
0.0697 |
| ἐλπίζω |
|
-1.0835 |
1 |
13 |
8.49e-05 |
0.00369 |
| διαβαίνω |
|
-1.0791 |
8 |
21 |
0.000651 |
0.0192 |
| ἐμβάλλω |
|
-1.0511 |
4 |
17 |
0.000442 |
0.0138 |
| στρατηγόσ |
|
-1.0427 |
2 |
16 |
3.9e-05 |
0.00206 |
| οἰκοδομέω |
|
-1.0392 |
9 |
19 |
0.00441 |
0.0692 |
| καί αὐτόσ |
|
-1.0391 |
40 |
51 |
0.00399 |
0.0644 |
| ἄρχω |
|
-1.0339 |
12 |
23 |
0.00342 |
0.058 |