Daily-rollup heat
0.99
Average of volume and reply-density ratios vs baseline.
Volume
0.67×
Recent observed days vs baseline. Quieter.
Reply density
1.30×
Replies remain elevated. The fire is in directed edges.
First-seen edges
100
Recent new relationship edges sampled from rollups.
Daily pulse
Rollup-backed trend
| Date | Tweets | Replies | Reply rate | Reflection |
|---|---|---|---|---|
| 2026-07-10 | 7,898 | 691 | 8.7% | 883.18 |
| 2026-07-11 | 6,886 | 577 | 8.4% | 900.54 |
| 2026-07-12 | 6,509 | 573 | 8.8% | 919.25 |
| 2026-07-13 | 8,423 | 975 | 11.6% | 828.82 |
| 2026-07-14 | 12,213 | 1,626 | 13.3% | 416.99 |
| 2026-07-15 | 12,000 | 1,358 | 11.3% | 206.38 |
| 2026-07-16 | 4,008 | 1,207 | 30.1% | 347.30 |
| 2026-07-17 | 1,134 | 492 | 43.4% | 60.40 |
Reading
The first ad hoc snapshot said “conversation, not broadcast.” The rollups keep that shape: volume is below baseline, but reply density is above it. Latest-day partial data makes the heat index conservative. A dashboard that pretends partial days are complete is how metrics become decorative fog.
Hottest pairs — week
- liquidprismata->id:2025712320
- liquidprismata->id:1961767717
- QiaochuYuan->id:1621598814
- zencephalon->id:1469706114
- mykola->QiaochuYuan13
- QiaochuYuan->visakanv12
- QiaochuYuan->mykola12
- danielbrottman->QiaochuYuan12
- id:70770083->id:1961767712
- QiaochuYuan->id:1527275311
- visakanv->QiaochuYuan11
- liquidprismata->id:1206800611
- liquidprismata->id:1260561411
- zencephalon->chercher_ai11
- zencephalon->RichDecibels11
- visakanv->nosilverv10
- zencephalon->id:1549539210
- QiaochuYuan->bashu_thanks9
- chrislakin->nosilverv9
- leo_guinan->id:148597889
- leo_guinan->id:486069959
- id:17322273->id:146028399
- AskYatharth->QiaochuYuan9
- zencephalon->exgenesis9
Mutual relationships — week
- QiaochuYuan ↔ mykola25
- QiaochuYuan ↔ visakanv23
- QiaochuYuan ↔ danielbrottman18
- id:19617677 ↔ liquidprismata18
- nosilverv ↔ chrislakin16
- QiaochuYuan ↔ michelleakin14
- nosilverv ↔ visakanv14
- chercher_ai ↔ zencephalon14
- QiaochuYuan ↔ AskYatharth13
- QiaochuYuan ↔ bashu_thanks13
- id:12068006 ↔ liquidprismata12
- leo_guinan ↔ id:1485978812
- RichDecibels ↔ zencephalon12
- leo_guinan ↔ id:4860699511
- tasshinfogleman ↔ zencephalon11
- QiaochuYuan ↔ aliceisplaying10
- AaronBergman18 ↔ id:7077008310
- strangestloop ↔ bashu_thanks10
New edges — recent
- id:14859788->id:119759552026-07-17
- forthrighter->id:182743432026-07-17
- sensefulronin->id:163274202026-07-17
- easoncxz->id:836914112026-07-17
- RichDecibels->id:394063382026-07-17
- TheZvi->danielbrottman2026-07-17
- danielbrottman->id:207740722026-07-17
- ElodesNL->id:190717962026-07-17
- sevensix43->id:192308002026-07-17
- nosilverv->id:106813862026-07-17
- archived_videos->id:874802212026-07-17
- strangestloop->id:175642452026-07-17
- chrislakin->id:305915532026-07-17
- id:31369913->id:162336552026-07-17
- id:13972809->id:554051892026-07-17
- liquidprismata->id:110049592026-07-17
- nosilverv->id:160355102026-07-17
- adic_9->id:152664612026-07-17
Most active accounts — week
| Account | Tweets | Reflection | Inbound | Outbound |
|---|---|---|---|---|
| @goblinodds | 1,307 | 62.34 | 15 | 68 |
| @id:70770083 | 1,244 | 13.98 | 36 | 134 |
| @lu_sichu | 883 | 72.07 | 18 | 53 |
| @liquidprismata | 882 | 57.05 | 11 | 205 |
| @leo_guinan | 753 | 1.51 | 25 | 136 |
| @id:18081334 | 727 | 15.44 | 19 | 52 |
| @Ken67547214 | 713 | 88.68 | 0 | 16 |
| @QiaochuYuan | 681 | 24.67 | 146 | 300 |
| @DanielleFong | 665 | 197.13 | 13 | 33 |
| @aliceisplaying | 585 | 282.43 | 25 | 168 |
| @nosilverv | 572 | 121.98 | 179 | 157 |
| @repligate | 523 | 177.23 | 60 | 92 |
| @mykola | 480 | 113.05 | 28 | 98 |
| @michelleakin | 348 | 5.69 | 24 | 61 |
| @AaronBergman18 | 323 | 111.92 | 10 | 25 |
| @id:17267313 | 304 | 40.37 | 1 | 38 |
| @eigenrobot | 266 | 248.25 | 7 | 19 |
| @id:14859788 | 255 | 10.77 | 25 | 61 |
| @voooooogel | 225 | 54.16 | 28 | 75 |
| @visakanv | 224 | 59.94 | 85 | 73 |
Method and caveats
Source: arc-vps:/root/twitter-energy/cohort.sqlite rollup tables. Grain: daily rollups; latest day may be partial. Public Community Archive / captured tweet data only. Not all of X/Twitter. Recent engagement is a lower bound. Unresolved author IDs appear as numeric prefixes. This page is a state receipt, not a growth prophecy. The latter is how people end up with OKRs and no friends.
Machine receipt
{
"generated_at": "2026-07-17T14:10:09.224664+00:00",
"source": "arc-vps:/root/twitter-energy/cohort.sqlite rollup tables",
"grain": "daily rollups; latest day may be partial",
"max_day": "2026-07-17",
"window": {
"week_start": "2026-07-10",
"two_day_start": "2026-07-15",
"baseline_start": "2026-06-17",
"baseline_days": 28
},
"heat_index": 0.99,
"volume_vs_baseline": 0.67,
"reply_density_vs_baseline": 1.3,
"tweets_recent": 17142,
"replies_recent": 3057,
"daily": [
{
"day": "2026-07-10",
"tweets": 7898,
"replies": 691,
"energy_in": 10345.721428571429,
"energy_out": 9137156.0,
"reply_rate": 0.0875
},
{
"day": "2026-07-11",
"tweets": 6886,
"replies": 577,
"energy_in": 9016.807142857144,
"energy_out": 8119982.0,
"reply_rate": 0.0838
},
{
"day": "2026-07-12",
"tweets": 6509,
"replies": 573,
"energy_in": 8598.75,
"energy_out": 7904437.0,
"reply_rate": 0.088
},
{
"day": "2026-07-13",
"tweets": 8423,
"replies": 975,
"energy_in": 11167.535714285714,
"energy_out": 9255884.0,
"reply_rate": 0.1158
},
{
"day": "2026-07-14",
"tweets": 12213,
"replies": 1626,
"energy_in": 15791.107142857143,
"energy_out": 6584779.0,
"reply_rate": 0.1331
},
{
"day": "2026-07-15",
"tweets": 12000,
"replies": 1358,
"energy_in": 15603.21785714286,
"energy_out": 3220204.0,
"reply_rate": 0.1132
},
{
"day": "2026-07-16",
"tweets": 4008,
"replies": 1207,
"energy_in": 4944.464285714285,
"energy_out": 1717232.0,
"reply_rate": 0.3011
},
{
"day": "2026-07-17",
"tweets": 1134,
"replies": 492,
"energy_in": 1355.567857142857,
"energy_out": 81883.0,
"reply_rate": 0.4339
}
],
"pairs_week": [
{
"src": "liquidprismata",
"dst": "id:20257123",
"pair": "liquidprismata->id:20257123",
"n": 20,
"first_at": "2026-07-10T00:54:38+00:00",
"last_at": "2026-07-16T22:10:21+00:00"
},
{
"src": "liquidprismata",
"dst": "id:19617677",
"pair": "liquidprismata->id:19617677",
"n": 17,
"first_at": "2026-07-10T15:24:58+00:00",
"last_at": "2026-07-16T23:13:13+00:00"
},
{
"src": "QiaochuYuan",
"dst": "id:16215988",
"pair": "QiaochuYuan->id:16215988",
"n": 14,
"first_at": "2026-07-14T16:03:02+00:00",
"last_at": "2026-07-16T18:49:54+00:00"
},
{
"src": "zencephalon",
"dst": "id:14697061",
"pair": "zencephalon->id:14697061",
"n": 14,
"first_at": "2026-07-13T19:37:09+00:00",
"last_at": "2026-07-16T00:29:30+00:00"
},
{
"src": "mykola",
"dst": "QiaochuYuan",
"pair": "mykola->QiaochuYuan",
"n": 13,
"first_at": "2026-07-10T14:55:35+00:00",
"last_at": "2026-07-16T18:55:06+00:00"
},
{
"src": "QiaochuYuan",
"dst": "visakanv",
"pair": "QiaochuYuan->visakanv",
"n": 12,
"first_at": "2026-07-10T16:48:52+00:00",
"last_at": "2026-07-17T03:44:33+00:00"
},
{
"src": "QiaochuYuan",
"dst": "mykola",
"pair": "QiaochuYuan->mykola",
"n": 12,
"first_at": "2026-07-11T23:59:13+00:00",
"last_at": "2026-07-16T05:39:41+00:00"
},
{
"src": "danielbrottman",
"dst": "QiaochuYuan",
"pair": "danielbrottman->QiaochuYuan",
"n": 12,
"first_at": "2026-07-10T22:45:53+00:00",
"last_at": "2026-07-17T04:07:29+00:00"
},
{
"src": "id:70770083",
"dst": "id:19617677",
"pair": "id:70770083->id:19617677",
"n": 12,
"first_at": "2026-07-10T14:52:41+00:00",
"last_at": "2026-07-16T21:09:56+00:00"
},
{
"src": "QiaochuYuan",
"dst": "id:15272753",
"pair": "QiaochuYuan->id:15272753",
"n": 11,
"first_at": "2026-07-10T19:05:26+00:00",
"last_at": "2026-07-17T04:06:50+00:00"
},
{
"src": "visakanv",
"dst": "QiaochuYuan",
"pair": "visakanv->QiaochuYuan",
"n": 11,
"first_at": "2026-07-12T19:25:43+00:00",
"last_at": "2026-07-17T03:39:02+00:00"
},
{
"src": "liquidprismata",
"dst": "id:12068006",
"pair": "liquidprismata->id:12068006",
"n": 11,
"first_at": "2026-07-11T06:20:30+00:00",
"last_at": "2026-07-17T06:54:36+00:00"
},
{
"src": "liquidprismata",
"dst": "id:12605614",
"pair": "liquidprismata->id:12605614",
"n": 11,
"first_at": "2026-07-13T16:01:12+00:00",
"last_at": "2026-07-17T05:46:57+00:00"
},
{
"src": "zencephalon",
"dst": "chercher_ai",
"pair": "zencephalon->chercher_ai",
"n": 11,
"first_at": "2026-07-12T18:53:09+00:00",
"last_at": "2026-07-16T02:59:17+00:00"
},
{
"src": "zencephalon",
"dst": "RichDecibels",
"pair": "zencephalon->RichDecibels",
"n": 11,
"first_at": "2026-07-13T20:53:11+00:00",
"last_at": "2026-07-16T03:20:07+00:00"
},
{
"src": "visakanv",
"dst": "nosilverv",
"pair": "visakanv->nosilverv",
"n": 10,
"first_at": "2026-07-10T14:54:21+00:00",
"last_at": "2026-07-17T09:31:21+00:00"
},
{
"src": "zencephalon",
"dst": "id:15495392",
"pair": "zencephalon->id:15495392",
"n": 10,
"first_at": "2026-07-12T16:16:30+00:00",
"last_at": "2026-07-16T00:24:16+00:00"
},
{
"src": "QiaochuYuan",
"dst": "bashu_thanks",
"pair": "QiaochuYuan->bashu_thanks",
"n": 9,
"first_at": "2026-07-14T18:32:50+00:00",
"last_at": "2026-07-15T20:26:09+00:00"
},
{
"src": "chrislakin",
"dst": "nosilverv",
"pair": "chrislakin->nosilverv",
"n": 9,
"first_at": "2026-07-13T14:06:51+00:00",
"last_at": "2026-07-17T06:54:33+00:00"
},
{
"src": "leo_guinan",
"dst": "id:14859788",
"pair": "leo_guinan->id:14859788",
"n": 9,
"first_at": "2026-07-10T21:13:44+00:00",
"last_at": "2026-07-15T09:17:01+00:00"
},
{
"src": "leo_guinan",
"dst": "id:48606995",
"pair": "leo_guinan->id:48606995",
"n": 9,
"first_at": "2026-07-11T19:39:52+00:00",
"last_at": "2026-07-17T12:39:14+00:00"
},
{
"src": "id:17322273",
"dst": "id:14602839",
"pair": "id:17322273->id:14602839",
"n": 9,
"first_at": "2026-07-11T03:31:00+00:00",
"last_at": "2026-07-15T03:45:18+00:00"
},
{
"src": "AskYatharth",
"dst": "QiaochuYuan",
"pair": "AskYatharth->QiaochuYuan",
"n": 9,
"first_at": "2026-07-10T15:08:56+00:00",
"last_at": "2026-07-16T19:26:26+00:00"
},
{
"src": "zencephalon",
"dst": "exgenesis",
"pair": "zencephalon->exgenesis",
"n": 9,
"first_at": "2026-07-12T18:50:40+00:00",
"last_at": "2026-07-17T03:23:43+00:00"
},
{
"src": "QiaochuYuan",
"dst": "id:15495392",
"pair": "QiaochuYuan->id:15495392",
"n": 8,
"first_at": "2026-07-12T17:58:47+00:00",
"last_at": "2026-07-14T21:55:33+00:00"
},
{
"src": "NathanpmYoung",
"dst": "id:85225861",
"pair": "NathanpmYoung->id:85225861",
"n": 8,
"first_at": "2026-07-13T05:59:38+00:00",
"last_at": "2026-07-15T03:31:59+00:00"
},
{
"src": "liquidprismata",
"dst": "id:22244431",
"pair": "liquidprismata->id:22244431",
"n": 8,
"first_at": "2026-07-14T20:39:35+00:00",
"last_at": "2026-07-15T17:44:43+00:00"
},
{
"src": "QiaochuYuan",
"dst": "id:10993263",
"pair": "QiaochuYuan->id:10993263",
"n": 7,
"first_at": "2026-07-14T15:21:22+00:00",
"last_at": "2026-07-16T18:02:46+00:00"
},
{
"src": "QiaochuYuan",
"dst": "michelleakin",
"pair": "QiaochuYuan->michelleakin",
"n": 7,
"first_at": "2026-07-14T15:51:29+00:00",
"last_at": "2026-07-17T01:44:22+00:00"
},
{
"src": "nosilverv",
"dst": "chrislakin",
"pair": "nosilverv->chrislakin",
"n": 7,
"first_at": "2026-07-12T07:53:42+00:00",
"last_at": "2026-07-16T06:47:17+00:00"
},
{
"src": "strangestloop",
"dst": "id:11613792",
"pair": "strangestloop->id:11613792",
"n": 7,
"first_at": "2026-07-13T00:44:40+00:00",
"last_at": "2026-07-15T18:19:14+00:00"
},
{
"src": "strangestloop",
"dst": "bashu_thanks",
"pair": "strangestloop->bashu_thanks",
"n": 7,
"first_at": "2026-07-10T20:04:44+00:00",
"last_at": "2026-07-15T04:02:21+00:00"
},
{
"src": "aliceisplaying",
"dst": "QiaochuYuan",
"pair": "aliceisplaying->QiaochuYuan",
"n": 7,
"first_at": "2026-07-14T21:34:28+00:00",
"last_at": "2026-07-16T20:11:30+00:00"
},
{
"src": "repligate",
"dst": "id:14295790",
"pair": "repligate->id:14295790",
"n": 7,
"first_at": "2026-07-11T18:29:19+00:00",
"last_at": "2026-07-15T20:58:49+00:00"
},
{
"src": "repligate",
"dst": "id:16235125",
"pair": "repligate->id:16235125",
"n": 7,
"first_at": "2026-07-14T08:26:53+00:00",
"last_at": "2026-07-14T10:55:44+00:00"
},
{
"src": "id:14859788",
"dst": "id:15904393",
"pair": "id:14859788->id:15904393",
"n": 7,
"first_at": "2026-07-10T03:24:25+00:00",
"last_at": "2026-07-15T22:45:35+00:00"
},
{
"src": "sanjehorah",
"dst": "id:39406338",
"pair": "sanjehorah->id:39406338",
"n": 7,
"first_at": "2026-07-14T13:53:39+00:00",
"last_at": "2026-07-14T14:43:47+00:00"
},
{
"src": "sevensix43",
"dst": "id:16711485",
"pair": "sevensix43->id:16711485",
"n": 7,
"first_at": "2026-07-11T19:46:24+00:00",
"last_at": "2026-07-15T05:18:11+00:00"
},
{
"src": "latentjuice",
"dst": "id:12758414",
"pair": "latentjuice->id:12758414",
"n": 7,
"first_at": "2026-07-15T14:34:37+00:00",
"last_at": "2026-07-15T23:44:19+00:00"
},
{
"src": "id:17322273",
"dst": "nosilverv",
"pair": "id:17322273->nosilverv",
"n": 7,
"first_at": "2026-07-10T07:55:02+00:00",
"last_at": "2026-07-15T13:29:11+00:00"
},
{
"src": "michelleakin",
"dst": "QiaochuYuan",
"pair": "michelleakin->QiaochuYuan",
"n": 7,
"first_at": "2026-07-14T16:00:58+00:00",
"last_at": "2026-07-17T02:02:24+00:00"
},
{
"src": "voooooogel",
"dst": "id:97719894",
"pair": "voooooogel->id:97719894",
"n": 7,
"first_at": "2026-07-12T18:13:48+00:00",
"last_at": "2026-07-16T19:49:58+00:00"
},
{
"src": "liquidprismata",
"dst": "id:20176654",
"pair": "liquidprismata->id:20176654",
"n": 7,
"first_at": "2026-07-12T19:06:51+00:00",
"last_at": "2026-07-16T23:12:18+00:00"
},
{
"src": "id:33317144",
"dst": "nosilverv",
"pair": "id:33317144->nosilverv",
"n": 7,
"first_at": "2026-07-14T09:36:35+00:00",
"last_at": "2026-07-17T10:52:48+00:00"
},
{
"src": "zencephalon",
"dst": "id:14558163",
"pair": "zencephalon->id:14558163",
"n": 7,
"first_at": "2026-07-14T02:23:07+00:00",
"last_at": "2026-07-17T00:55:30+00:00"
},
{
"src": "zencephalon",
"dst": "tasshinfogleman",
"pair": "zencephalon->tasshinfogleman",
"n": 7,
"first_at": "2026-07-15T23:08:11+00:00",
"last_at": "2026-07-17T13:29:13+00:00"
},
{
"src": "zencephalon",
"dst": "id:24552536",
"pair": "zencephalon->id:24552536",
"n": 7,
"first_at": "2026-07-13T19:46:14+00:00",
"last_at": "2026-07-16T14:59:34+00:00"
},
{
"src": "janbamjan",
"dst": "voooooogel",
"pair": "janbamjan->voooooogel",
"n": 7,
"first_at": "2026-07-10T01:21:21+00:00",
"last_at": "2026-07-17T09:55:34+00:00"
},
{
"src": "QiaochuYuan",
"dst": "danielbrottman",
"pair": "QiaochuYuan->danielbrottman",
"n": 6,
"first_at": "2026-07-13T02:04:24+00:00",
"last_at": "2026-07-17T03:17:10+00:00"
},
{
"src": "QiaochuYuan",
"dst": "RichDecibels",
"pair": "QiaochuYuan->RichDecibels",
"n": 6,
"first_at": "2026-07-13T07:08:20+00:00",
"last_at": "2026-07-15T13:18:00+00:00"
}
],
"mutual_week": [
{
"a": "QiaochuYuan",
"b": "mykola",
"ab": 12,
"ba": 13,
"n": 25
},
{
"a": "QiaochuYuan",
"b": "visakanv",
"ab": 12,
"ba": 11,
"n": 23
},
{
"a": "QiaochuYuan",
"b": "danielbrottman",
"ab": 6,
"ba": 12,
"n": 18
},
{
"a": "id:19617677",
"b": "liquidprismata",
"ab": 1,
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{
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{
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{
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},
{
"src": "DanielleFong",
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"pair": "DanielleFong->id:14542663",
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},
{
"src": "id:16530002",
"dst": "lu_sichu",
"pair": "id:16530002->lu_sichu",
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},
{
"src": "id:11376017",
"dst": "id:17307723",
"pair": "id:11376017->id:17307723",
"first_at": "2026-07-16T19:31:06+00:00",
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}
],
"rollup_receipt": {
"built_at": "2026-07-17 14:09:18",
"source_min_created_at": "2002-02-04T17:47:12+00:00",
"source_max_created_at": "2026-07-17T13:44:14+00:00",
"source_tweets": "14249611",
"author_accounts": "475580",
"account_day_rows": "3895779",
"account_month_rows": "1358582",
"edge_day_rows": "4402064",
"edge_first_seen_rows": "2119713"
},
"caveats": [
"Public Community Archive / captured tweet data only; not all of X/Twitter.",
"Engagement counts can lag live platform capture time; reflection is a lower bound for recent posts.",
"Many author IDs from live captures are unresolved to handles; unresolved accounts are displayed as id:<prefix>.",
"Heat is computed from daily rollups, not exact rolling-hour windows."
]
}