From: Detecting bots in social-networks using node and structural embeddings
KS p-value | Mean | STD | Median | ||||
---|---|---|---|---|---|---|---|
Not-Bot | Bot | Not-Bot | Bot | Not-Bot | Bot | ||
\(degree\_centrality\) | 4.943e–44 | 9.343e–05 | 1.038e–04 | 3.744e–05 | 1.823e–05 | 1.096e–04 | 1.096e–04 |
\(eigen\_centrality\) | 6.661e–15 | 2.197e–03 | 1.609e–03 | 1.081e–02 | 5.991e–03 | 3.455e–04 | 2.455e–04 |
authority | 6.661e–15 | 3.907e–03 | 2.857e–03 | 1.971e–02 | 1.092e–02 | 5.899e–04 | 4.249e–04 |
closeness | 6.921e–26 | 1.621e–01 | 1.557e–01 | 1.478e–01 | 1.376e–01 | 1.357e–01 | 1.326e–01 |
betweenness | 4.359e–13 | 1.159e+07 | 8.453e+06 | 3.630e+07 | 1.332e+07 | 4.197e+06 | 4.145e+06 |
constraint | 3.140e–44 | 1.106e–01 | 6.239e–02 | 1.770e–01 | 8.422e–02 | 4.762e–02 | 4.762e–02 |
coreness | 6.661e–15 | 2.133e+00 | 2.039e+00 | 7.300e–01 | 6.973e–01 | 2.000e+00 | 2.000e+00 |
eccentricity | 6.022e–19 | 1.239e+01 | 1.260e+01 | 2.193e+00 | 2.054e+00 | 1.300e+01 | 1.300e+01 |
\(harmonic\_centrality\) | 1.880e–22 | 1.301e–01 | 1.285e–01 | 2.682e–02 | 2.413e–02 | 1.330e–01 | 1.304e–01 |
pagerank | 1.030e–45 | 3.936e–05 | 4.427e–05 | 1.596e–05 | 8.721e–06 | 4.620e–05 | 4.667e–05 |
\(nb\_mean\_degree\_centrality\) | 8.629e–66 | 3.435e–05 | 2.045e–05 | 3.757e–05 | 2.390e–05 | 1.424e–05 | 1.143e–05 |
\(nb\_min\_degree\_centrality\) | 1.870e–57 | 2.058e–05 | 7.918e–06 | 3.346e–05 | 1.576e–05 | 5.220e–06 | 5.220e–06 |
\(nb\_max\_degree\_centrality\) | 7.669e–05 | 1.115e–04 | 1.147e–04 | 6.168e–05 | 6.732e–05 | 1.096e–04 | 1.096e–04 |
\(nb\_std\_degree\_centrality\) | 1.786e–34 | 2.482e–05 | 2.699e–05 | 1.720e–05 | 1.812e–05 | 2.278e–05 | 2.278e–05 |
\(nb\_mean\_eigen\_centrality\) | 7.283e–46 | 1.657e–03 | 1.111e–03 | 4.441e–03 | 4.378e–03 | 2.899e–04 | 1.534e–04 |
\(nb\_min\_eigen\_centrality\) | 1.809e–49 | 3.513e–04 | 1.642e–04 | 1.658e–03 | 7.329e–04 | 4.484e–05 | 2.256e–05 |
\(nb\_max\_eigen\_centrality\) | 1.711e–12 | 1.407e–02 | 1.302e–02 | 4.770e–02 | 5.357e–02 | 2.529e–03 | 1.835e–03 |
\(nb\_std\_eigen\_centrality\) | 3.918e–26 | 3.551e–03 | 3.109e–03 | 1.086e–02 | 1.278e–02 | 6.618e–04 | 4.372e–04 |
\(nb\_mean\_authority\) | 4.629e–45 | 2.948e–03 | 1.975e–03 | 8.057e–03 | 7.930e–03 | 5.009e–04 | 2.624e–04 |
\(nb\_min\_authority\) | 4.315e–48 | 6.211e–04 | 2.904e–04 | 3.000e–03 | 1.297e–03 | 7.740e–05 | 3.840e–05 |
\(nb\_max\_authority\) | 2.780e–12 | 2.522e–02 | 2.324e–02 | 8.752e–02 | 9.805e–02 | 4.401e–03 | 3.122e–03 |
\(nb\_std\_authority\) | 4.177e–25 | 6.357e–03 | 5.545e–03 | 1.988e–02 | 2.334e–02 | 1.147e–03 | 7.546e–04 |
\(nb\_mean\_closeness\) | 2.358e–64 | 1.383e–01 | 1.316e–01 | 6.769e–02 | 6.307e–02 | 1.252e–01 | 1.203e–01 |
\(nb\_min\_closeness\) | 2.352e–64 | 1.342e–01 | 1.283e–01 | 6.798e–02 | 6.335e–02 | 1.217e–01 | 1.174e–01 |
\(nb\_max\_closeness\) | 1.973e–19 | 1.627e–01 | 1.589e–01 | 6.488e–02 | 5.961e–02 | 1.512e–01 | 1.488e–01 |
\(nb\_std\_closeness\) | 2.381e–09 | 8.135e–03 | 8.000e–03 | 3.175e–03 | 2.270e–03 | 8.072e–03 | 7.936e–03 |
\(nb\_mean\_betweenness\) | 9.559e–45 | 8.612e+06 | 6.439e+06 | 1.395e+07 | 1.386e+07 | 3.244e+06 | 2.797e+06 |
\(nb\_min\_betweenness\) | 3.294e–57 | 1.618e+06 | 2.413e+05 | 6.376e+06 | 2.046e+06 | 0.000e+00 | 0.000e+00 |
\(nb\_max\_betweenness\) | 1.554e–15 | 7.376e+07 | 8.260e+07 | 1.399e+08 | 1.603e+08 | 4.678e+07 | 4.851e+07 |
\(nb\_std\_betweenness\) | 2.458e–13 | 1.866e+07 | 1.974e+07 | 3.275e+07 | 3.919e+07 | 1.136e+07 | 1.120e+07 |
\(nb\_mean\_constraint\) | 1.489e–56 | 6.876e–01 | 8.155e–01 | 3.463e–01 | 2.185e–01 | 8.615e–01 | 8.854e–01 |
\(nb\_min\_constraint\) | 5.360e–09 | 9.423e–02 | 8.746e–02 | 1.783e–01 | 1.661e–01 | 4.762e–02 | 4.762e–02 |
\(nb\_max\_constraint\) | 1.870e–57 | 8.220e–01 | 9.699e–01 | 3.657e–01 | 1.625e–01 | 1.000e+00 | 1.000e+00 |
\(nb\_std\_constraint\) | 9.267e–57 | 2.307e–01 | 2.669e–01 | 1.295e–01 | 9.025e–02 | 2.562e–01 | 2.728e–01 |
\(nb\_mean\_coreness\) | 5.296e–58 | 1.558e+00 | 1.325e+00 | 6.183e–01 | 3.437e–01 | 1.286e+00 | 1.200e+00 |
\(nb\_min\_coreness\) | 1.810e–52 | 1.242e+00 | 1.035e+00 | 5.561e–01 | 2.246e–01 | 1.000e+00 | 1.000e+00 |
\(nb\_max\_coreness\) | 3.123e–01 | 2.755e+00 | 2.745e+00 | 5.408e–01 | 5.244e–01 | 3.000e+00 | 3.000e+00 |
\(nb\_std\_coreness\) | 5.627e–08 | 5.106e–01 | 5.357e–01 | 2.499e–01 | 2.175e–01 | 5.118e–01 | 5.145e–01 |
\(nb\_mean\_eccentricity\) | 6.843e–59 | 1.302e+01 | 1.339e+01 | 2.180e+00 | 2.035e+00 | 1.359e+01 | 1.381e+01 |
\(nb\_min\_eccentricity\) | 4.205e–11 | 1.161e+01 | 1.179e+01 | 1.876e+00 | 1.757e+00 | 1.200e+01 | 1.200e+01 |
\(nb\_max\_eccentricity\) | 1.056e–52 | 1.325e+01 | 1.357e+01 | 2.195e+00 | 2.056e+00 | 1.400e+01 | 1.400e+01 |
\(nb\_std\_eccentricity\) | 5.160e–10 | 4.977e–01 | 4.892e–01 | 1.921e–01 | 1.574e–01 | 4.781e–01 | 4.781e–01 |
\(nb\_mean\_harmonic\_centrality\) | 2.640e–60 | 1.206e–01 | 1.164e–01 | 2.587e–02 | 2.202e–02 | 1.221e–01 | 1.177e–01 |
\(nb\_min\_harmonic\_centrality\) | 9.593e–61 | 1.164e–01 | 1.130e–01 | 2.419e–02 | 2.081e–02 | 1.184e–01 | 1.147e–01 |
\(nb\_max\_harmonic\_centrality\) | 1.554e–15 | 1.459e–01 | 1.449e–01 | 2.974e–02 | 2.742e–02 | 1.497e–01 | 1.474e–01 |
\(nb\_std\_harmonic\_centrality\) | 7.633e–09 | 8.423e–03 | 8.349e–03 | 2.776e–03 | 2.289e–03 | 8.416e–03 | 8.275e–03 |
\(nb\_mean\_pagerank\) | 5.759e–68 | 1.374e–05 | 8.420e–06 | 1.456e–05 | 9.474e–06 | 5.861e–06 | 4.926e–06 |
\(nb\_min\_pagerank\) | 1.009e–67 | 8.174e–06 | 3.664e–06 | 1.225e–05 | 5.819e–06 | 2.744e–06 | 2.708e–06 |
\(nb\_max\_pagerank\) | 7.704e–44 | 4.215e–05 | 4.254e–05 | 2.019e–05 | 2.163e–05 | 4.192e–05 | 4.073e–05 |
\(nb\_std\_pagerank\) | 9.750e–24 | 9.424e–06 | 9.844e–06 | 5.811e–06 | 6.044e–06 | 8.424e–06 | 8.401e–06 |
\(in\_degree\_centrality\) | 3.201e–36 | 5.101e–05 | 5.159e–05 | 2.302e–05 | 1.122e–05 | 5.220e–05 | 5.220e–05 |
\(out\_degree\_centrality\) | 3.822e–167 | 4.280e–05 | 5.283e–05 | 2.122e–05 | 1.013e–05 | 5.220e–05 | 5.220e–05 |
\(in\_degree\) | 3.201e–36 | 9.771e+00 | 9.883e+00 | 4.409e+00 | 2.149e+00 | 1.000e+01 | 1.000e+01 |
\(out\_degree\) | 3.822e–167 | 8.198e+00 | 1.012e+01 | 4.065e+00 | 1.940e+00 | 1.000e+01 | 1.000e+01 |