notesum.ai
Published at December 6Who Sets the Agenda on Social Media? Ideology and Polarization in Online Debates
cs.SI
cs.CY
physics.soc-ph
Released Date: December 6, 2024
Authors: Edoardo Loru1, Alessandro Galeazzi2, Anita Bonetti1, Emanuele Sangiorgio1, Niccolò Di Marco1, Matteo Cinelli1, Andrea Baronchelli3, Walter Quattrociocchi1
Aff.: 1Sapienza University of Rome; 2University of Padova; 3City University of London

| Dataset | Category | Dist. 1 | Dist. 2 | |||||
|---|---|---|---|---|---|---|---|---|
| COP26 | Activist | True | Shuffled | 77 | 77 | 2961 | 0.99279200 | 1.00000000 |
| Activist | True | Uniform | 77 | 92 | 3515 | 0.93458799 | 1.00000000 | |
| Int. Org. / NGO | True | Shuffled | 136 | 136 | 7944 | 0.04448549 | 0.48934039 | |
| Int. Org. / NGO | True | Uniform | 136 | 96 | 6250 | 0.58152710 | 1.00000000 | |
| Media | True | Shuffled | 151 | 151 | 11776 | 0.62114462 | 1.00000000 | |
| Media | True | Uniform | 151 | 96 | 7835 | 0.28392097 | 1.00000000 | |
| Other | True | Shuffled | 59 | 59 | 1450 | 0.11855345 | 1.00000000 | |
| Other | True | Uniform | 59 | 93 | 2510 | 0.37835803 | 1.00000000 | |
| Politics | True | Shuffled | 56 | 56 | 1966 | 0.02071237 | 0.24854844 | |
| Politics | True | Uniform | 56 | 98 | 3083 | 0.20292026 | 1.00000000 | |
| Private Individual | True | Shuffled | 82 | 82 | 3691 | 0.27923957 | 1.00000000 | |
| Private Individual | True | Uniform | 82 | 86 | 3440 | 0.78737427 | 1.00000000 | |
| COVID-19 | Activist | True | Shuffled | 30 | 30 | 397 | 0.44043071 | 1.00000000 |
| Activist | True | Uniform | 30 | 272 | 3602 | 0.29281865 | 1.00000000 | |
| Int. Organization / NGO | True | Shuffled | 28 | 28 | 449 | 0.35026999 | 1.00000000 | |
| Int. Organization / NGO | True | Uniform | 28 | 231 | 3368 | 0.72137903 | 1.00000000 | |
| Media | True | Shuffled | 676 | 676 | 231149 | 0.71090164 | 1.00000000 | |
| Media | True | Uniform | 676 | 293 | 98174 | 0.83001698 | 1.00000000 | |
| Other | True | Shuffled | 261 | 261 | 30024 | 0.01916287 | 0.22995439 | |
| Other | True | Uniform | 261 | 263 | 31785 | 0.14343707 | 1.00000000 | |
| Politics | True | Shuffled | 163 | 163 | 14161 | 0.30323547 | 1.00000000 | |
| Politics | True | Uniform | 163 | 269 | 24175 | 0.07345626 | 0.80801882 | |
| Private Individual | True | Shuffled | 419 | 419 | 90303 | 0.47153016 | 1.00000000 | |
| Private Individual | True | Uniform | 419 | 249 | 51343 | 0.73322830 | 1.00000000 | |
| Ukraine | Activist | True | Shuffled | 84 | 84 | 3681 | 0.62742244 | 1.00000000 |
| Activist | True | Uniform | 84 | 199 | 8447 | 0.88747492 | 1.00000000 | |
| Int. Org. / NGO | True | Shuffled | 37 | 37 | 560 | 0.18182889 | 1.00000000 | |
| Int. Org. / NGO | True | Uniform | 37 | 177 | 2921 | 0.30344682 | 1.00000000 | |
| Media | True | Shuffled | 445 | 445 | 101522 | 0.51290296 | 1.00000000 | |
| Media | True | Uniform | 445 | 184 | 41640 | 0.73583023 | 1.00000000 | |
| Other | True | Shuffled | 186 | 186 | 16556 | 0.47487687 | 1.00000000 | |
| Other | True | Uniform | 186 | 210 | 18419 | 0.32883769 | 1.00000000 | |
| Politics | True | Shuffled | 105 | 105 | 6238 | 0.09963063 | 1.00000000 | |
| Politics | True | Uniform | 105 | 217 | 13144 | 0.02531641 | 0.30379690 | |
| Private Individual | True | Shuffled | 309 | 309 | 45736 | 0.36652843 | 1.00000000 | |
| Private Individual | True | Uniform | 309 | 179 | 26291 | 0.36359119 | 1.00000000 |