Table 3 Statistics for the profile features belonging to the Twibot-20’s bot and non-bot accounts
From: Detecting bots in social-networks using node and structural embeddings
Feature | KS p-value | Bot | Non-Bot | ||||
|---|---|---|---|---|---|---|---|
Mean | STD | Median | Mean | STD | Median | ||
\(friends\_count\) | 5.069e-25 | 5,084.816 | 24,215.345 | 839.0 | 8,732.032 | 87,998.503 | 614.0 |
\(followers\_count\) | 9.999e-01 | 20,735.2 | 182,269.0 | 724.0 | 1,490,368.1 | 6,465,366.5 | 27,322.0 |
\(listed\_count\) | 9.999e-01 | 112.172 | 642.845 | 4.0 | 3,366.707 | 14,049.919 | 212.0 |
\(statuses\_count\) | 8.457e-97 | 15,546.791 | 51,880.579 | 1,971.0 | 29,356.907 | 110,080.653 | 6,577.0 |
\(links\_per\_tweet\) | 9.075e-08 | 0.517 | 0.376 | 0.420 | 0.531 | 0.359 | 0.464 |
\(mentions\_per\_tweet\) | 1.049e-63 | 1.164 | 1.07 | 1.11 | 0.961 | 0.6 | 0.940 |
\(av\_tweet\_len\) | 1.763e-18 | 112.831 | 39.384 | 109.5 | 114.993 | 45.373 | 109.98 |
\(std\_tweet\_len\) | 9.151e-64 | 49.543 | 21.826 | 46.883 | 54.8 | 19.039 | 54.627 |
\(no\_langs\) | 3.759e-28 | 4.2 | 3.079 | 3.0 | 5.083 | 3.804 | 4.0 |
\(perc\_en\) | 8.082e-79 | 0.916 | 0.182 | 0.975 | 0.77 | 0.345 | 0.955 |
\(no\_odd\_langs\) | 9.992e-25 | 3.11 | 3.06 | 2.0 | 3.897 | 3.723 | 3.0 |
\(perc\_legit\) | 1.253e-18 | 0.964 | 0.045 | 0.98 | 0.954 | 0.053 | 0.97 |
\(av\_sent\) | 1.122e-34 | -0.371 | 0.342 | -0.414 | -0.316 | 0.378 | -0.331 |
\(std\_sent\) | 4.457e-27 | 0.788 | 0.224 | 0.859 | 0.785 | 0.259 | 0.886 |
\(positive\_sent\_perc\) | 2.538e-35 | 0.311 | 0.174 | 0.289 | 0.339 | 0.193 | 0.333 |
\(links\_no\) | 1.6e-33 | 84.432 | 73.847 | 66.0 | 98.386 | 74.241 | 83.0 |
\(mentions\_no\) | 9.141e-26 | 196.124 | 210.408 | 194.0 | 174.355 | 124.118 | 172.0 |
\(tweets\_no\) | 1.031e-90 | 163.465 | 66.833 | 199.0 | 178.841 | 54.876 | 200.0 |