This post presents results of social network analysis(SNA) about Steem. Based on the period between 2016/9/1 and 2016/9/28, I collected voting activities(on posts and comments) of top 1000 Steem Power holders. (Each account's MVESTS may differ since I collected them at 2016/10/11). All edges are weighted by voting weights(100% = 1), and one-time votings are removed to simplify the network.
Descriptive Statistics
The SNA analysis discovered 24 groups, but 10 of them have less than 2 members so they were removed and finally I obtained 14 groups. Here is the descriptive statistics of each group.
Group | Members | MVESTS |
1 | 103 | 26305.8 |
2 | 103 | 39480.4 |
3 | 84 | 29052.7 |
4 | 65 | 14150.6 |
5 | 63 | 9405.4 |
6 | 45 | 13095.2 |
7 | 27 | 3500.4 |
8 | 22 | 10553.1 |
9 | 21 | 1041.6 |
10 | 14 | 1353.4 |
11 | 14 | 629.9 |
12 | 12 | 904.2 |
13 | 5 | 335.7 |
14 | 4 | 653.7 |
Total | 582 | 150462.1 |
Interaction among Groups
The following two tables will show interactions among groups. The rows represent "from" and the columns means "to". For instance, in the first table the value 1,401 at the second row and the first column means that "Group 2 gives 1401 votes to Group 1". In the second table the value means payout, so we can say like "Group 3 rewards 100 dollars to Group 2".
Voting Count
Count | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
1 | 18030 | 2662 | 3913 | 2516 | 3338 | 5441 | 142 |
2 | 1401 | 3939 | 1188 | 800 | 1080 | 386 | 37 |
3 | 3026 | 1368 | 5526 | 1034 | 1445 | 1073 | 52 |
4 | 4666 | 1660 | 1946 | 5018 | 1646 | 1715 | 103 |
5 | 2661 | 1103 | 1174 | 699 | 5511 | 1095 | 20 |
6 | 2078 | 730 | 1066 | 781 | 635 | 4699 | 35 |
7 | 1064 | 266 | 269 | 312 | 236 | 447 | 1039 |
8 | 2634 | 541 | 1329 | 681 | 582 | 1238 | 21 |
9 | 1380 | 493 | 613 | 600 | 424 | 371 | 23 |
10 | 56 | 56 | 95 | 73 | 26 | 26 | 0 |
11 | 640 | 195 | 195 | 171 | 179 | 183 | 13 |
12 | 213 | 158 | 205 | 123 | 142 | 25 | 4 |
13 | 106 | 69 | 53 | 32 | 63 | 41 | 0 |
14 | 7 | 17 | 29 | 37 | 22 | 6 | 0 |
Total | 37962 | 13257 | 17601 | 12877 | 15329 | 16746 | 1489 |
Count | 8 | 9 | 10 | 11 | 12 | 13 | 14 | Total |
1 | 1630 | 414 | 378 | 213 | 531 | 8 | 188 | 39404 |
2 | 303 | 163 | 161 | 51 | 182 | 11 | 59 | 9761 |
3 | 488 | 297 | 157 | 98 | 373 | 54 | 152 | 15143 |
4 | 925 | 446 | 187 | 151 | 441 | 13 | 134 | 19051 |
5 | 411 | 175 | 93 | 150 | 187 | 2 | 105 | 13386 |
6 | 381 | 139 | 55 | 137 | 174 | 9 | 65 | 10984 |
7 | 137 | 47 | 28 | 14 | 44 | 2 | 8 | 3913 |
8 | 2172 | 142 | 97 | 160 | 168 | 4 | 48 | 9817 |
9 | 224 | 1722 | 37 | 133 | 125 | 0 | 30 | 6175 |
10 | 52 | 22 | 892 | 4 | 19 | 0 | 0 | 1321 |
11 | 69 | 33 | 28 | 858 | 43 | 0 | 8 | 2615 |
12 | 25 | 50 | 13 | 3 | 1036 | 0 | 8 | 2005 |
13 | 32 | 17 | 6 | 8 | 19 | 271 | 6 | 723 |
14 | 0 | 5 | 0 | 0 | 2 | 0 | 1348 | 1473 |
Total | 6849 | 3672 | 2132 | 1980 | 3344 | 374 | 2159 | 135771 |
Payout
Payout | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
1 | 114724 | 8895 | 15595 | 7126 | 27352 | 43000 | 285 |
2 | 10361 | 23166 | 6400 | 2316 | 14380 | 3755 | 165 |
3 | 4566 | 2695 | 22514 | 2431 | 2683 | 6456 | 462 |
4 | 8090 | 4214 | 5354 | 6427 | 7296 | 3411 | 41 |
5 | 2465 | 3428 | 3996 | 597 | 7711 | 1402 | 5 |
6 | 3987 | 2880 | 8584 | 907 | 2768 | 66150 | 69 |
7 | 1625 | 707 | 951 | 239 | 494 | 1289 | 781 |
8 | 7981 | 5261 | 3226 | 667 | 5611 | 1466 | 1 |
9 | 814 | 316 | 284 | 127 | 391 | 302 | 7 |
10 | 15 | 198 | 46 | 57 | 48 | 13 | 0 |
11 | 565 | 252 | 167 | 59 | 488 | 204 | 11 |
12 | 254 | 193 | 228 | 182 | 202 | 13 | 1 |
13 | 31 | 27 | 12 | 2 | 12 | 9 | 0 |
14 | 4 | 7 | 13 | 24 | 8 | 5 | 0 |
Total | 155482 | 52239 | 67370 | 21161 | 69444 | 127475 | 1828 |
Payout | 8 | 9 | 10 | 11 | 12 | 13 | 14 | Total |
1 | 3048 | 2280 | 1139 | 20 | 1616 | 2 | 917 | 225999 |
2 | 1127 | 224 | 514 | 108 | 243 | 8 | 227 | 62994 |
3 | 855 | 142 | 486 | 67 | 296 | 432 | 1574 | 45659 |
4 | 1625 | 398 | 129 | 17 | 436 | 18 | 187 | 37643 |
5 | 94 | 11 | 816 | 6 | 35 | 0 | 729 | 21295 |
6 | 469 | 82 | 152 | 36 | 606 | 50 | 213 | 86953 |
7 | 69 | 10 | 33 | 0 | 54 | 9 | 14 | 6275 |
8 | 7298 | 425 | 272 | 424 | 1003 | 318 | 40 | 33993 |
9 | 60 | 181 | 14 | 4 | 39 | 0 | 22 | 2561 |
10 | 169 | 17 | 596 | 0 | 15 | 0 | 0 | 1174 |
11 | 13 | 8 | 41 | 89 | 35 | 0 | 12 | 1944 |
12 | 38 | 36 | 37 | 0 | 269 | 0 | 57 | 1510 |
13 | 4 | 1 | 8 | 0 | 2 | 32 | 2 | 142 |
14 | 0 | 0 | 0 | 0 | 0 | 0 | 141 | 202 |
Total | 14869 | 3815 | 4237 | 771 | 4649 | 869 | 4135 | 528344 |
Within Group
The following tables show top 5 reward contributors and beneficianry within each group. So the number of voter column means that an account gave that much rewards to his/her group. And author column means that an account received that amount of rewards from his/her group members.
Group 1
Voter | Amount | Author | Amount |
smooth | 58043 | gavvet | 22004 |
smooth.witness | 10746 | knozaki2015 | 18173 |
steemit200 | 6040 | terrycraft | 17753 |
recursive | 5820 | sirwinchester | 13249 |
satoshifund | 4284 | serejandmyself | 6882 |
Group 2
Voter | Amount | Author | Amount |
ned | 5562.00 | roelandp | 6535 |
dantheman | 4882.00 | dantheman | 3143 |
summon | 3258.00 | officialfuzzy | 1745 |
steempty | 2417.00 | good-karma | 1708 |
riverhead | 1613.00 | someguy123 | 1330 |
Group 3
Voter | Amount | Author | Amount |
berniesanders | 11310 | curie | 6413.00 |
val-a | 2044 | anwenbaumeister | 2577.00 |
nextgencrypto | 1842 | infovore | 2122.00 |
donkeypong | 1578 | kevinwong | 1764.00 |
pharesim | 1160 | the-alien | 1434.00 |
Group 4
Voter | Amount | Author | Amount |
wang | 2316 | alexbeyman | 1369.00 |
rainman | 887 | susanne | 1266.00 |
xeldal | 791 | kaylinart | 597.00 |
enki | 575 | jpiper20 | 563.00 |
witness.svk | 316 | dana-edwards | 489.00 |
Group 5
Voter | Amount | Author | Amount |
jamesc | 5033.000 | tftproject | 1618 |
xeroc | 1006.000 | charlieshrem | 1536 |
dollarvigilante | 468.000 | dollarvigilante | 1440 |
charlieshrem | 218.000 | sterlinluxan | 1028 |
steve-walschot | 96.000 | steemdrive | 603 |
Group 6
Voter | Amount | Author | Amount |
steemed | 23956 | ericvancewalton | 14132 |
itsascam | 22726 | lifeisawesome | 6301 |
complexring | 7583 | ozchartart | 6076 |
kushed | 5268 | calaber24p | 6054 |
steemroller | 2675 | honeyscribe | 5790 |
Group 7
Voter | Amount | Author | Amount |
clayop | 471 | clayop | 306 |
renohq | 118 | jack8831 | 175 |
slowwalker | 39 | woo7739 | 113 |
leesunmoo | 33 | slowwalker | 74 |
publicworker | 27 | publicworker | 40 |
Group 8
Voter | Amount | Author | Amount |
blocktrades | 5477 | markrmorrisjr | 4999 |
abit | 1358 | steemrollin | 618 |
laonie | 168 | sweetsssj | 450 |
steemrollin | 90 | laonie | 352 |
somebody | 33 | myfirst | 271 |
Group 9
Voter | Amount | Author | Amount |
neoxian | 57 | halo | 84 |
sean-king | 39 | thecryptofiend | 33 |
will-zewe | 15 | neoxian | 22 |
me-tarzan | 13 | sean-king | 17 |
fabio | 11 | fabio | 9 |
Group 10
Voter | Amount | Author | Amount |
onceuponatime | 372 | kus-knee | 160 |
erath | 70 | kencode | 159 |
marginal | 70 | onceuponatime | 117 |
indominon | 23 | piedpiper | 78 |
piedpiper | 22 | eric-boucher | 46 |
Group 11
Voter | Amount | Author | Amount |
craig-grant | 51 | craig-grant | 64 |
james212 | 24 | crypt0 | 7 |
noaommerrr | 5 | onesunbeingnow | 7 |
paco | 4 | trevonjb | 5 |
crypt0 | 3 | james212 | 3 |
Group 12
Voter | Amount | Author | Amount |
stellabelle | 154 | stellabelle | 163 |
tuck-fheman | 84 | tuck-fheman | 63 |
sigmajin | 12 | williambanks | 19 |
billbutler | 11 | sigmajin | 14 |
amartinezque | 2 | demotruk | 3 |
Group 13
Voter | Amount | Author | Amount |
ramta | 25 | mandibil | 17 |
xpilar | 5 | xpilar | 9 |
mandibil | 1 | ramta | 5 |
tommyhansen | 1 | tommyhansen | 1 |
barbro | 0 | barbro | 0 |
Group 14
Voter | Amount | Author | Amount |
adm | 94 | steemcleaners | 88 |
anyx | 32 | cheetah | 35 |
cheetah | 13 | adm | 11 |
steemcleaners | 2 | anyx | 7 |
NA | NA | NA | NA |
Between Groups
Compared to between group tables, the folling tables present top 5 accounts who get rewards from outside members(Influx), or provide rewards to outside group members(Outflux).
Group 1
Influx | Amount | Outflux | Amount |
gavvet | 5327 | smooth | 42311 |
timsaid | 4427 | steemit200 | 8708 |
knozaki2015 | 4175 | smooth.witness | 7799 |
smailer | 3303 | recursive | 7113 |
sirwinchester | 3280 | au1nethyb1 | 5633 |
Group 2
Influx | Amount | Outflux | Amount |
roelandp | 5884 | riverhead | 11305 |
dantheman | 3637 | dantheman | 10541 |
officialfuzzy | 3347 | steempty | 4434 |
someguy123 | 3016 | summon | 4019 |
jesta | 2620 | ned | 2650 |
Group 3
Influx | Amount | Outflux | Amount |
infovore | 7659 | berniesanders | 10052 |
cryptogee | 5923 | pharesim | 2673 |
curie | 5541 | tombstone | 1871 |
furion | 4838 | nextgencrypto | 1317 |
anwenbaumeister | 3697 | val-a | 731 |
Group 4
Influx | Amount | Outflux | Amount |
jpiper20 | 4116 | wang | 8902 |
pfunk | 2149 | xeldal | 4724 |
jamtaylor | 1671 | enki | 3452 |
dana-edwards | 1349 | rainman | 3362 |
kaylinart | 1054 | recursive3 | 1178 |
Group 5
Influx | Amount | Outflux | Amount |
charlieshrem | 19713 | jamesc | 8355 |
dollarvigilante | 10107 | xeroc | 2182 |
steve-walschot | 4247 | dollarvigilante | 702 |
larkenrose | 3439 | charlieshrem | 486 |
barrycooper | 2961 | steve-walschot | 240 |
Group 6
Influx | Amount | Outflux | Amount |
ericvancewalton | 16110 | complexring | 8653 |
calaber24p | 8841 | steemed | 2671 |
jamielefay | 6799 | itsascam | 2514 |
ozchartart | 4902 | kushed | 1952 |
sascha | 3848 | silversteem | 1819 |
Group 7
Influx | Amount | Outflux | Amount |
clayop | 981 | renohq | 2253 |
jack8831 | 50 | slowwalker | 1875 |
woo7739 | 14 | clayop | 851 |
slowwalker | 2 | leesunmoo | 180 |
abdullar | 0 | vip | 160 |
Group 8
Influx | Amount | Outflux | Amount |
markrmorrisjr | 2474 | blocktrades | 20499 |
sweetsssj | 2187 | laonie | 2862 |
steemrollin | 901 | steemrollin | 1236 |
neilstrauss | 683 | somebody | 501 |
sisterholics | 352 | kimziv | 424 |
Group 9
Influx | Amount | Outflux | Amount |
halo | 1683 | neoxian | 515 |
thecryptofiend | 1442 | will-zewe | 435 |
movievertigo | 197 | asmolokalo | 323 |
fabio | 131 | sean-king | 290 |
sean-king | 103 | knircky | 206 |
Group 10
Influx | Amount | Outflux | Amount |
kencode | 2301 | onceuponatime | 449 |
piedpiper | 1108 | eric-boucher | 36 |
kus-knee | 224 | marginal | 24 |
eric-boucher | 5 | erath | 16 |
onceuponatime | 3 | kencode | 15 |
Group 11
Influx | Amount | Outflux | Amount |
onesunbeingnow | 333 | james212 | 997 |
crypt0 | 158 | craig-grant | 351 |
trevonjb | 97 | noaommerrr | 326 |
craig-grant | 68 | paco | 101 |
steemit-life | 23 | steemit-life | 30 |
Group 12
Influx | Amount | Outflux | Amount |
williambanks | 1644 | tuck-fheman | 669 |
stellabelle | 1259 | stellabelle | 368 |
mynameisbrian | 871 | billbutler | 87 |
sigmajin | 396 | demotruk | 53 |
tuck-fheman | 204 | sigmajin | 37 |
Group 13
Influx | Amount | Outflux | Amount |
mandibil | 837 | mandibil | 44 |
ramta | 0 | ramta | 33 |
NA | NA | xpilar | 32 |
NA | NA | tommyhansen | 1 |
NA | NA | barbro | 0 |
Group 14
Influx | Amount | Outflux | Amount |
steemcleaners | 2794 | anyx | 39 |
anyx | 1051 | adm | 22 |
cheetah | 147 | steemcleaners | 0 |
adm | 2 | NA | NA |
NA | NA | NA | NA |
Other Stats
I produced some other stats in addition to the descriptive statistics. Avg. Votes means average voting counts that a group member casted, meanwhile Avg. Voted means the average number of votes a group member received (Rewards and Rewarded are similar). Within/Influx is a ratio between payouts within group and influx, which imply self-sustainability, while Without/Outflux measures exclusiveness.
Group | Size | MVESTS | Avg.MVESTS | Avg.Votes | Avg.Voted | Avg.Rewards | Avg.Rewarded | Within/Influx | Within/Outflux |
1 | 103 | 26306 | 255 | 383 | 369 | 2194 | 1510 | 2.81 | 1.03 |
2 | 103 | 39480 | 383 | 95 | 129 | 612 | 507 | 0.80 | 0.58 |
3 | 84 | 29053 | 346 | 180 | 210 | 544 | 802 | 0.50 | 0.97 |
4 | 65 | 14151 | 218 | 293 | 198 | 579 | 326 | 0.44 | 0.21 |
5 | 63 | 9405 | 149 | 212 | 243 | 338 | 1102 | 0.12 | 0.57 |
6 | 45 | 13095 | 291 | 244 | 372 | 1932 | 2833 | 1.08 | 3.18 |
7 | 27 | 3500 | 130 | 145 | 55 | 232 | 68 | 0.75 | 0.14 |
8 | 22 | 10553 | 480 | 446 | 311 | 1545 | 676 | 0.96 | 0.27 |
9 | 21 | 1042 | 50 | 294 | 175 | 122 | 182 | 0.05 | 0.08 |
10 | 14 | 1353 | 97 | 94 | 152 | 84 | 303 | 0.16 | 1.03 |
11 | 14 | 630 | 45 | 187 | 141 | 139 | 55 | 0.13 | 0.05 |
12 | 12 | 904 | 75 | 167 | 279 | 126 | 387 | 0.06 | 0.22 |
13 | 5 | 336 | 67 | 145 | 75 | 28 | 174 | 0.04 | 0.29 |
14 | 4 | 654 | 163 | 368 | 540 | 51 | 1034 | 0.04 | 2.31 |
Appendix: Account List of Groups
Group 1
Account | MVESTS |
smooth | 6166.6 |
firstclass | 1464.2 |
skywalker | 1401.3 |
smooth.witness | 1255.5 |
steemit200 | 1200.6 |
freedom | 1172.9 |
bitcoin2016 | 934.1 |
au1nethyb1 | 930 |
paladin | 853.6 |
satoshifund | 774.9 |
recursive | 657.8 |
badassmother | 546.4 |
joseph | 540.5 |
simpson | 502.1 |
elixir | 491.1 |
hr1 | 455.7 |
bmw | 407.6 |
steemychicken1 | 350.4 |
fantasy | 345 |
cryptoctopus | 339.6 |
disney | 336.3 |
galaxy | 322.7 |
rossco99 | 318.4 |
gavvet | 305.3 |
moment | 267.1 |
cyber | 239.6 |
boombastic | 208.2 |
nanzo-scoop | 204.8 |
rok-sivante | 193.3 |
masteryoda | 165.6 |
boatymcboatface | 162.3 |
eeks | 150.4 |
barrie | 137.1 |
eternity | 133.7 |
knozaki2015 | 126.1 |
andrarchy | 115.1 |
panadacoin | 102 |
void | 86.7 |
taoteh1221 | 80.8 |
sirwinchester | 80.3 |
jackkang | 79.5 |
heiditravels | 78.7 |
nabilov | 77.7 |
hisnameisolllie | 67.2 |
terrycraft | 67.2 |
asksisk | 64.5 |
trogdor | 56.4 |
streemian | 51.8 |
serejandmyself | 48.3 |
mummyimperfect | 46.1 |
opheliafu | 43.7 |
dragonslayer109 | 43.5 |
guerrint | 43.4 |
johnsmith | 43.4 |
domino | 42.1 |
bridgetbunchy | 41.2 |
doudou252666 | 40.2 |
jacor | 37.5 |
highasfuck | 34.9 |
katecloud | 33.2 |
gabbans | 32.5 |
corbettreport | 32.5 |
timsaid | 31.7 |
dragonho | 30.9 |
mrs.agsexplorer | 28 |
icfiedler | 27.8 |
asch | 27.1 |
joele | 26.9 |
krishtopa | 22.9 |
rubybian | 21.9 |
crazymumzysa | 21.5 |
marius19 | 21.1 |
alexandra-renee | 20.6 |
stephencurry | 18.7 |
theshell | 17.8 |
acidsun | 17.7 |
emily-cook | 17.5 |
smailer | 17.3 |
ethereums1 | 16.3 |
hr002 | 15 |
sponge-bob | 14.9 |
brains | 14.9 |
lukewearechange | 14.7 |
malaiandrueth | 14.3 |
jasonmcz | 14.2 |
lehard | 14 |
tomino | 13.9 |
ak2020 | 13.4 |
celebr1ty | 13.1 |
mikemiziner | 13.1 |
ratel | 13.1 |
hannixx42 | 12 |
anonymint | 11.1 |
daxon | 10.5 |
sextusempiricus | 10.3 |
jaewoocho | 10.2 |
gvargas123 | 10 |
creemej | 10 |
capitalism | 9.5 |
mraytekin | 9.3 |
tsugimoto | 9.2 |
honeythief | 9.2 |
zahnspange | 9 |
Group 2
Account | MVESTS |
ned | 12189.1 |
dantheman | 5401.7 |
summon | 2723.2 |
blackjack | 2217.9 |
riverhead | 1616.8 |
steempty | 1578.1 |
arhag | 1483.7 |
proskynneo | 1320.6 |
fuzzyvest | 1241.3 |
datasecuritynode | 1113.3 |
alphabet | 726.4 |
excalibur | 701.3 |
bhuz | 480.7 |
diaphanous | 455.4 |
fminerten | 428.8 |
books | 365 |
klm | 323.2 |
butterfly | 304.2 |
anonymous | 292.1 |
commedy | 288.2 |
steempower | 269.7 |
cass | 247.7 |
ihashfury | 244.3 |
liondani | 239.1 |
fyrstikken | 201 |
jesta | 190 |
hermes-miner | 163.2 |
hermes | 135 |
neogen1 | 128.1 |
roelandp | 116.8 |
modprobe | 108.2 |
officialfuzzy | 101.3 |
ajvest | 97.6 |
bunkermining | 96.5 |
thorium1 | 93 |
thorium2 | 81.5 |
ash | 68 |
oldtimer | 66.3 |
vortac | 63.3 |
robrigo | 53.6 |
gtg | 52.6 |
freeyourmind | 52.5 |
lovejoy | 50.3 |
steem-id | 48.8 |
pheonike | 47.9 |
fmooo | 46.8 |
hephaestus | 45.6 |
mauricemikkers | 45.1 |
greenman | 42.3 |
bitshares.org | 41.6 |
abderus | 41.2 |
peerplays | 39.7 |
pkattera | 34.1 |
flyingmind | 31.5 |
vato | 31 |
albensilverberg | 30.2 |
aphrodite | 28.6 |
chris4210 | 28.2 |
blockchainbunker | 27.5 |
faddat | 25 |
someguy123 | 24.9 |
stan | 24.3 |
linouxis9 | 24 |
driv3n | 23.7 |
beervangeer | 23.5 |
aquarius.com | 22.9 |
sandra | 22.8 |
good-karma | 22 |
forrestwillie | 21.1 |
fund.com | 20.5 |
testz | 20.2 |
inertia | 20 |
igl00 | 19.8 |
krnel | 19.4 |
tosch | 16.8 |
kingscrown | 16.7 |
nicknick | 16.7 |
rabbitminer | 16.6 |
kennyrowe | 16 |
jwest40 | 15.7 |
dorit-israeli | 15.7 |
ingenesist | 14.1 |
streetstyle | 13.2 |
simba | 13 |
suika | 12.9 |
picokernel | 12.8 |
bangking | 12.7 |
oaldamster | 12.6 |
poteshnik83 | 12.3 |
klye | 12 |
jacobcards | 11.8 |
jimmco | 11.7 |
nonlinearone | 11.7 |
noisy | 11.1 |
zantel555 | 10.9 |
windsok | 10.8 |
minosman | 10 |
blocktech | 9.9 |
proctologic | 9.9 |
martin-wichmann | 9.9 |
karnal | 9.5 |
creationlayer | 9.5 |
intelliguy | 9.1 |
Group 3
Account | MVESTS |
berniesanders | 6357.3 |
val-a | 6005.9 |
tombstone | 4135.8 |
val-b | 3137.4 |
pharesim | 1970.7 |
roadscape | 1565.3 |
nextgencrypto | 1101.4 |
donkeypong | 570.5 |
silver | 401.6 |
hipster | 201.4 |
yan-kovalenko | 198.6 |
creat0r | 197.7 |
cryptogee | 191.1 |
anwenbaumeister | 179 |
steemship | 166.5 |
katyakov | 160.8 |
kevinwong | 155.4 |
justin | 150.2 |
infovore | 141.3 |
clains | 127.8 |
steemservices | 110.2 |
the-alien | 109 |
blakemiles84 | 86.3 |
liberosist | 71.2 |
curie | 69.3 |
teamsteem | 68.1 |
thecyclist | 65.4 |
innuendo | 63.6 |
lukestokes | 61.6 |
theoretical | 61.3 |
furion | 48.7 |
wingz | 46.4 |
shaka | 45.6 |
nextgenwitness | 45 |
blueorgy | 44.5 |
derekareith | 43.5 |
camilla | 43 |
gardenlady | 39.4 |
marina | 36.5 |
samuel-stone | 36.5 |
pairmike | 34.5 |
victor-lucas | 32.8 |
coinbitgold | 30 |
shenanigator | 29.4 |
itsjoeco | 28.7 |
team | 27.1 |
schro | 26.6 |
psylains | 25.6 |
justtryme90 | 23.7 |
anotherjoe | 22.6 |
djleo | 22.5 |
razvanelulmarin | 21.1 |
cryptos | 18.9 |
limitless | 18.4 |
bitcalm | 18.1 |
pmartynov | 17.4 |
ntomaino | 16.8 |
lizik | 15.4 |
noganoo | 15.3 |
ilanaakoundi | 15.2 |
jacobt | 15.1 |
technology | 14.9 |
allasyummyfood | 14.6 |
norbu | 14.6 |
beerbloke | 14.1 |
sauravrungta | 13.5 |
meerkat | 13.3 |
pnc | 13.3 |
luminousvisions | 12.6 |
papa-pepper | 12.2 |
avarice | 11.9 |
jasonstaggers | 11.8 |
goldmatters | 11.6 |
arcurus | 11.1 |
luke-crowley | 10.9 |
royaltiffany | 10.9 |
daut44 | 10.6 |
dwinblood | 9.9 |
mrwang | 9.9 |
firepower | 9.6 |
tshering-tamang | 9.4 |
nphacker | 8.8 |
biophil | 8.7 |
team-leibniz | 8.5 |
Group 4
Account | MVESTS |
rainman | 3213 |
xeldal | 1575.2 |
wang | 1457.5 |
wackou | 1449.3 |
witness.svk | 1272.3 |
enki | 1168.8 |
lafona-miner | 589.8 |
samupaha | 448.4 |
delegate.lafona | 318.7 |
benjojo | 292.5 |
pfunk | 176.5 |
cyrano.witness | 164.2 |
juneaugoldbuyer | 133.9 |
bue | 115 |
jl777 | 108.7 |
lafona | 105.2 |
dana-edwards | 103.6 |
glitterfart | 100 |
kaylinart | 95.5 |
recursive2 | 94.2 |
recursive3 | 93.4 |
cyrano | 82 |
chitty | 65.3 |
thylbom | 59.5 |
lafona5 | 59.4 |
pal | 58.2 |
originate | 55.5 |
jamtaylor | 46.3 |
svk | 37 |
friend2 | 36.5 |
ikigai | 34.4 |
gbert | 30.5 |
chhaylin | 28.2 |
alexbeyman | 27.3 |
miacats | 23.1 |
kenny-crane | 22.8 |
penambang | 22.7 |
irina-ari | 21.8 |
roy2016 | 21.4 |
midnas-howler | 19.3 |
mctiller | 19.1 |
william-noe | 18.4 |
funny | 18 |
jpiper20 | 17.9 |
susanne | 17.8 |
manthostsakirid | 17.5 |
soulsistashakti | 17 |
albertogm | 15.1 |
lauralemons | 15.1 |
claudiop63 | 14.4 |
steemingnow | 13.5 |
robsteady | 11.6 |
milestone | 11.5 |
ftlian | 11.4 |
shark | 11.3 |
alexgr | 11.2 |
k471 | 10.3 |
r4fken | 9.8 |
orm | 9.6 |
rampant | 9.5 |
treeshaface | 8.9 |
jay-kopinski | 8.8 |
proto | 8.8 |
hitmeasap | 8.7 |
lindee-hamner | 8.5 |
Group 5
Account | MVESTS |
jamesc | 6983.2 |
xeroc | 407.3 |
charlieshrem | 228.5 |
dollarvigilante | 203.2 |
steve-walschot | 96.2 |
steemitblog | 91.7 |
chryspano | 82.4 |
helikopterben | 78.6 |
robinhoodwhale | 72 |
bobbylee | 68.4 |
salva82 | 62.8 |
churdtzu | 55.4 |
leon-fu | 55.2 |
smooth-e | 46.9 |
steemdrive | 40.3 |
alexc | 39.8 |
mexbit | 35.7 |
thedashguy | 34.9 |
repholder | 34.3 |
bravenewcoin | 32.1 |
falkvinge | 31.6 |
vitaly-lvov | 30.7 |
larkenrose | 29 |
charleshosk | 27.9 |
sterlinluxan | 26.7 |
barrycooper | 24.7 |
steemsports | 23.2 |
cdubendo | 21.2 |
coindup | 20.1 |
juanlibertad | 19.2 |
venuspcs | 17.5 |
bacchist | 17.3 |
tracemayer | 17.3 |
ramblin-bob | 16.9 |
thecryptodrive | 16.6 |
tatianamoroz | 15.7 |
gomeravibz | 15.7 |
easteagle13 | 15.1 |
tim-johnston | 14.9 |
squirrellywrath | 13.6 |
dragonanarchist | 13.2 |
scrawl | 12.3 |
jason | 12.1 |
isteemit | 12 |
kanoptx | 11.9 |
krypto | 11.5 |
rossulbricht | 11.3 |
tftproject | 10.9 |
skum | 10.7 |
acidyo | 10.6 |
hilarski | 10.6 |
exploretraveler | 10.5 |
condra | 10.2 |
menta | 10.1 |
kyriacos | 9.9 |
emancipatedhuman | 9.9 |
marketingmonk | 9.7 |
cryptoiskey | 9.7 |
brandonp | 9.7 |
ranko-k | 8.9 |
mattclarke | 8.8 |
clement | 8.6 |
michaelx | 8.5 |
Group 6
Account | MVESTS |
steemed | 3480.7 |
itsascam | 3222.9 |
complexring | 1582.6 |
kushed | 1088.7 |
silversteem | 982.8 |
apple | 390.8 |
steemroller | 378.2 |
testdrive | 282 |
ericvancewalton | 163.2 |
microsoft | 125.3 |
calaber24p | 99.4 |
stone1 | 95.2 |
hedge-x | 88.5 |
berkah | 74.5 |
ozchartart | 74.1 |
fairytalelife | 66.7 |
cornerstone | 65.5 |
jamielefay | 60.5 |
a48 | 53.9 |
b0y2k | 48.5 |
sascha | 46.4 |
lifeisawesome | 44.1 |
tomkirkham | 43.2 |
alex90342fastn1 | 41.2 |
geoffrey | 40.6 |
aizensou | 35.7 |
ozmaster | 34.2 |
honeyscribe | 31.7 |
fminer05 | 31.4 |
edgeland | 31.2 |
dashpaymag | 31 |
thisisbenbrick | 29.9 |
mibenkito | 29 |
msgivings | 28.8 |
eneismijmich | 28.2 |
bonapartist | 21.2 |
natureofbeing | 16.8 |
healthyrecipes | 14.9 |
richman | 14.9 |
donaldtrump | 14.7 |
justinlaak | 14.5 |
tinfoilfedora | 14 |
juanmiguelsalas | 11.9 |
lovelace | 11.8 |
stoner19 | 9.9 |
Group 7
Account | MVESTS |
clayop | 1294.7 |
renohq | 478.5 |
thisvsthis | 316.2 |
slowwalker | 200.7 |
arama | 161.1 |
ioc | 148.4 |
publicworker | 135.1 |
leesunmoo | 114.3 |
inchonbitcoin | 81.5 |
woo7739 | 79.5 |
abdullar | 72 |
lighthil | 66.6 |
skt | 61.3 |
signalandnoise | 31.6 |
ssm1810 | 28.5 |
killerstorm | 28 |
vip | 27.8 |
booja | 25.9 |
sunsallo | 22 |
dubi | 21.8 |
kdj | 19.5 |
jyp | 19.4 |
jack8831 | 16.1 |
cyan91 | 15.1 |
sonzweil | 15 |
yongyoon | 11.4 |
rednetkjh | 8.4 |
Group 8
Account | MVESTS |
blocktrades | 8052.9 |
abit | 1550.2 |
laonie | 317.8 |
steemrollin | 166.5 |
somebody | 66.4 |
kimziv | 52.5 |
xiaohui | 38.5 |
dan-bn | 36 |
bonface | 29.6 |
vattle.com | 26.8 |
markrmorrisjr | 23.6 |
rea | 22.9 |
neilstrauss | 21 |
jchch | 20 |
ezzy | 19.9 |
btshuang | 19.5 |
sweetsssj | 18.7 |
cnfund | 18.6 |
midnightoil | 14.2 |
myfirst | 14 |
deanliu | 13.3 |
sisterholics | 10.2 |
Group 9
Account | MVESTS |
sean-king | 292.5 |
neoxian | 129.7 |
toxic | 117.8 |
fabio | 78.4 |
asmolokalo | 59.7 |
twinner | 47.5 |
knircky | 45.7 |
will-zewe | 44.5 |
thecryptofiend | 41.1 |
unosuke | 19.8 |
me-tarzan | 19.3 |
herzmeister | 19.2 |
movievertigo | 17.6 |
halo | 17 |
neptun | 16.8 |
leta-blake | 16.4 |
otisbrown | 14.8 |
steemit.academy | 12 |
persianqueen | 11.6 |
redpalestino | 11.4 |
sbq777t | 8.8 |
Group 10
Account | MVESTS |
onceuponatime | 678 |
piedpiper | 146.3 |
marginal | 131.9 |
erath | 131.7 |
kencode | 111 |
indominon | 49.7 |
eric-boucher | 20.2 |
friend5 | 16.4 |
vault | 13.9 |
idealist | 13.5 |
kus-knee | 11.6 |
full-steem-ahead | 10.8 |
twiceuponatime | 9.5 |
steem-samiam | 8.9 |
Group 11
Account | MVESTS |
james212 | 212.4 |
craig-grant | 102.7 |
noaommerrr | 96.4 |
joshbreslauer | 31.6 |
paco | 27.2 |
steemit-life | 25.3 |
sephiroth | 24.8 |
crypt0 | 22.4 |
trevonjb | 18.1 |
freedomengineer | 16.7 |
blocktalk | 16.6 |
nenad-ristic | 14.4 |
onesunbeingnow | 12.7 |
marco-delsalto | 8.6 |
Group 12
Account | MVESTS |
stellabelle | 453.3 |
tuck-fheman | 226.7 |
billbutler | 53.3 |
demotruk | 40.1 |
chhayll | 25.8 |
sigmajin | 25.2 |
amartinezque | 21 |
williambanks | 17 |
business | 11.2 |
aenor | 10.6 |
mynameisbrian | 10.3 |
alyssas | 9.7 |
Group 13
Account | MVESTS |
ramta | 203.7 |
xpilar | 66 |
barbro | 36.8 |
mandibil | 17.3 |
tommyhansen | 11.9 |
Group 14
Account | MVESTS |
adm | 501.6 |
anyx | 115.3 |
steemcleaners | 23.3 |
cheetah | 13.5 |
Interesting. I'd like to see the code you used become open-sourced to verify algorithmic correctness (as that is the whole point of OS!) and perhaps used to put together a more visually aesthetic representation.
Some columns are not shown. My apologies. I will update the tables in few hours.Updated and now all data are shown.
To Korean community
여기서 kr 커뮤니티는 Group 7 입니다 ^^ 본인 계정 확인해보세요~ (리치리스트 1000등에 들 경우에만 해당됩니다)
Very interesting research. I wonder how much time you've spent on this.
And why you have covered only the period up to 2016/9/28?
Are you going to publish these on weekly basis?
I spent about 20 hours for this because I had no idea about SNA. The two missing days are due to my server's fault (memory shortage) I missed some data of these two days so I removed them. (yeah too lazy...😋)
I think your notion of allocating rewards to individual voters is inherently invalid. Rewards are awarded by the collaborative process of all voters (including both up and downvotes) working together. This even includes voters on other posts that occur at the same time. Interesting research though. Upvoted.
EDIT: Also questionable is stability of the results over time. My two accounts show two different authors yet the accounts have voted in an identical manner (automated to behave as a single account) since July if not earlier. Only in the initial period was there any difference (second account was generally not voting at all). I have no idea to what extent this carries over to the rest of the data but given massive changes in usage since the start, and concentration of rewards during the peak market price period of July-August, I think significant.
That's true, so I used voting counts to cluster communities. Instead of payout(vshares), rshares is more accurate measurement, but payout still have practical implication because it shows usage and allocation of resources (rewards)
In practice what it shows is mostly what happened during July and August. With 95% price (reward pool) decline (and similarly much lower price earlier), the weighting is extreme, and largely excludes most platform usage. Good that clustering is done using rshares.
IMO, clustering by rshares less makes sense because the variance is very high and as a result all whales can be into the same group. (that is, it make big stakeholders closer). But when I have a change, I can do it. Thanks for your feedback!