Table 4 General vaccine (data from Meta 2018 to 2019): top 30 features that predict Engagement
Ratio of variance (btw. Engagement val. and Features) | Z-score: Standard Error of the MEAN | |||
|---|---|---|---|---|
Features | Anova F-score regression | High Eng. | Med. Eng. | Low Eng. |
Word Count | 88.6 | 6.9342 | 5.4961 | \(-\)4.8020 |
No. characters | 86.19 | 6.7149 | 5.4950 | \(-\)4.7351 |
No. of Words per Sentence | 57.5 | 8.3158 | 6.0989 | \(-\)5.5278 |
Stigma, Not Stigma, Und. sentiment | 36.06 | \(-\)0.5340 | 1.1103 | 16.7038 |
Prepositions (with, above) | 27.1 | 3.5939 | 3.7365 | \(-\)2.9314 |
Function Words (of, and) | 19.46 | 4.1537 | 3.9004 | \(-\)3.1820 |
Affect as Process (ugly, bitter) | 13.67 | \(-\)3.3200 | \(-\)3.6921 | 2.8264 |
Family references | 8.84 | 2.3369 | 2.0483 | \(-\)1.7182 |
Clout (power) | 6.35 | 2.4020 | 1.7634 | \(-\)1.5976 |
Punctuation mark (the period) | 5.77 | \(-\)2.4466 | \(-\)1.3918 | 1.4280 |
Health references (flu, cough) | 4.89 | 2.1814 | 2.6991 | \(-\)1.9918 |
Article | 4.7 | 3.3895 | 1.6307 | \(-\)1.8317 |
Positive Emotions (happy, good) | 4.57 | \(-\)1.9720 | \(-\)2.3298 | 1.7462 |
They pronoun | 4.56 | 3.0651 | 2.8682 | \(-\)2.3431 |
% words captured by the dictionary | 4.55 | 1.9519 | 1.6291 | \(-\)1.3949 |
Assent (agree, yes) | 4.25 | \(-\)1.8957 | \(-\)2.5153 | 1.8145 |
Adjectives (free, long) | 4.14 | \(-\)1.5400 | \(-\)1.7532 | 1.3310 |
Exclamations | 4.04 | \(-\)1.5735 | \(-\)2.5106 | 1.7145 |
Personal Pronoun (them, itself) | 3.92 | 1.6656 | 1.1357 | \(-\)1.0649 |
Netspeak (lol, thx) | 3.79 | \(-\)1.7954 | \(-\)1.7082 | 1.3863 |
Differentiation (hasn’t, else) | 3.72 | 1.5487 | 0.9144 | \(-\)0.9203 |
Female references (girl, her) | 2.67 | \(-\)0.3613 | 1.4675 | \(-\)0.6136 |
Space (down, in) | 2.42 | 0.9811 | 2.5804 | \(-\)1.5692 |
Pronouns | 2.34 | 0.8802 | 0.8637 | \(-\)0.6926 |
Conjunctions (but, whereas) | 2.29 | 1.8180 | 2.4015 | \(-\)1.7349 |
AllPunc | 2.21 | \(-\)1.6358 | \(-\)0.5816 | 0.7828 |
Discrepancy (should, could) | 2.18 | 0.9916 | 0.5659 | \(-\)0.5797 |
Perceptual Processes (touch, listen) | 2.08 | 0.4527 | 3.0910 | \(-\)1.6605 |
Swear words (damn, shit) | 1.84 | \(-\)1.6353 | \(-\)1.9154 | 1.4399 |
Second-person pronoun you | 1.65 | 0.5116 | 0.3670 | \(-\)0.3360 |