Pausanias Analysis

Words and Phrases that Predict Mythic vs. Historical Content

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 0.776 0.740 0.758 319
Mythic 0.748 0.784 0.766 315
Overall Accuracy 0.762 634

Predictors of Mythic Content

These words and phrases are most strongly associated with mythic content in Pausanias.

Word/Phrase English Coefficient Mythic Count Non-mythic Count p-value q-value
λέγουσιν they say 3.5629 256 61 1.66e-34 1.66e-31
φασιν they say 3.4838 191 40 3.98e-28 1.33e-25
εἶναι to be 2.4688 458 217 1.87e-28 9.33e-26
δʼ but; and 2.3124 145 66 2.57e-09 1.54e-07
λέγουσι they say 2.2919 148 41 1.9e-17 4.65e-15
φασὶν they say 2.2343 125 31 2.49e-16 4.15e-14
ἀφικέσθαι to arrive 2.1077 49 7 9e-10 6.93e-08
θυγατέρα daughter 2.0493 82 9 2.33e-17 4.65e-15
ἔχει he/she/it has 1.6948 118 59 1.26e-06 3.41e-05
γενέσθαι to become 1.6879 214 97 1.47e-13 1.84e-11
παῖδεσ children 1.6788 67 24 1.35e-06 3.56e-05
ἔνθα there; where; then 1.6611 102 53 1.77e-05 0.000353
ἔπη words 1.5806 61 10 4.44e-11 4.93e-09
αὐτὴν her 1.5687 141 62 1.36e-09 9.06e-08
ἀνθρώπων of humans 1.5585 71 38 0.000609 0.00648
φασι they say 1.5378 55 9 4.02e-10 3.35e-08
λέγεται it is said 1.5035 108 51 8.92e-07 2.62e-05
νομίζουσιν they think 1.4592 47 12 1.03e-06 2.95e-05
ἐστι is 1.4004 256 152 3.15e-09 1.75e-07
λόγοσ word; speech; account; reason; argument 1.3158 80 31 5.7e-07 1.84e-05
αὐτὸν him 1.3017 258 155 5.11e-09 2.69e-07
μνῆμα memorial, monument (especially a tomb) 1.2868 91 29 1.06e-09 7.56e-08
τάφοσ tomb 1.2783 57 16 2.67e-07 1.03e-05
ὄνομα name 1.2487 219 96 1.18e-14 1.69e-12
ὅτι that; because 1.1979 149 106 0.00188 0.0143
ὀστᾶ bones 1.1944 29 9 0.000552 0.00594
τόδε this (thing) 1.1894 43 17 0.000343 0.00418
ἔχειν to have 1.1656 46 20 0.000624 0.00651
θυγατέρασ daughters 1.1641 24 2 3.83e-06 9.35e-05
ἐπὶ τούτωι thereupon 1.1637 46 13 4.31e-06 0.000103

Predictors of Historical Content

These words and phrases are most strongly associated with historical content in Pausanias.

Word/Phrase English Coefficient Mythic Count Non-mythic Count p-value q-value
ἀνδρῶν of men; men's -1.8098 10 57 2.62e-09 1.54e-07
αὖθισ again -1.8007 61 117 3.88e-05 0.000705
ἐναντία opposite; contrary -1.7266 4 49 6.85e-11 6.85e-09
δύο two -1.6232 54 93 0.00197 0.0147
ἀνδρὸσ of a man -1.6027 33 66 0.00126 0.0107
μὴ not -1.5690 64 117 0.000122 0.00193
μὲν on the one hand -1.5343 933 1039 0.00912 0.0445
πλέον more -1.4421 31 73 4.79e-05 0.000855
ἐπίγραμμα epigram; inscription -1.4364 29 55 0.00623 0.0337
κατʼ according to; against; down -1.4315 23 63 1.76e-05 0.000353
εἰκόνα image -1.3918 14 50 5.6e-06 0.000127
πολέμωι in war; by/with war -1.3902 10 47 5.16e-07 1.72e-05
πόλεμον war -1.3627 22 75 5.26e-08 2.5e-06
οὐ not -1.3490 365 452 0.00318 0.0211
χρήματα money -1.3134 7 39 1.11e-06 3.08e-05
μάλιστα especially; very much; certainly -1.3003 164 233 0.000852 0.00819
πολέμου of war -1.2855 22 73 1.28e-07 5.13e-06
πυγμῆι with the fist -1.2415 1 21 1.1e-05 0.000233
ἀνδριάντα statue -1.2387 1 20 2.1e-05 0.000411
ἑκατόν one hundred -1.1809 4 26 5.93e-05 0.00101
ἐλέφαντοσ of an elephant; of ivory -1.1615 17 25 0.258 0.469
ἄνδρασ men -1.1444 20 55 5.89e-05 0.00101
πάλησ of wrestling -1.1322 4 26 5.93e-05 0.00101
στρατιᾶι to/for the army -1.1290 5 24 0.000314 0.00392
ὅμωσ nevertheless -1.1253 19 48 0.000472 0.00519
γεγόνασιν they have become -1.1090 4 21 0.00091 0.00842
ἔργου of work -1.1019 8 30 0.000321 0.00396
οὗτοι these -1.0950 49 81 0.00746 0.0375
εἰκών image; likeness -1.0833 4 19 0.0026 0.0179
τεσσαράκοντα forty -1.0466 8 24 0.00496 0.0292