Daily-rollup heat
0.80
Average of volume and reply-density ratios vs baseline.
Volume
0.71×
Recent observed days vs baseline. Quieter.
Reply density
0.88×
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 |
|---|---|---|---|---|
| 2026-07-17 | 9,984 | 1,189 | 11.9% | 669.67 |
| 2026-07-18 | 7,828 | 634 | 8.1% | 939.86 |
| 2026-07-19 | 8,196 | 793 | 9.7% | 1344.36 |
| 2026-07-20 | 9,271 | 935 | 10.1% | 944.93 |
| 2026-07-21 | 8,865 | 779 | 8.8% | 772.76 |
| 2026-07-22 | 8,580 | 925 | 10.8% | 858.60 |
| 2026-07-23 | 7,956 | 765 | 9.6% | 309.05 |
| 2026-07-24 | 2,229 | 525 | 23.6% | 232.68 |
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
- id:70770083->id:1275841423
- liquidprismata->id:1961767715
- zencephalon->tasshinfogleman14
- QiaochuYuan->id:1549539213
- aliceisplaying->id:1891132612
- id:18911326->aliceisplaying12
- tasshinfogleman->zencephalon12
- QiaochuYuan->RichDecibels11
- Lari_island->repligate11
- janbamjan->voooooogel11
- QiaochuYuan->visakanv10
- QiaochuYuan->id:5002038110
- aliceisplaying->m_ashcroft10
- anthrupad->id:1252277510
- pachabelcanon->nosilverv10
- janbamjan->id:1763797510
- forthrighter->nosilverv9
- id:13464077->id:101231999
- QiaochuYuan->nosilverv8
- QiaochuYuan->id:159988238
- danielbrottman->tasshinfogleman8
- id:14859788->nosilverv8
- sevensix43->id:167114858
- AskYatharth->id:154953928
Mutual relationships — week
- tasshinfogleman ↔ zencephalon26
- id:12758414 ↔ id:7077008324
- aliceisplaying ↔ id:1891132624
- aliceisplaying ↔ m_ashcroft18
- QiaochuYuan ↔ visakanv17
- QiaochuYuan ↔ RichDecibels17
- nosilverv ↔ pachabelcanon16
- voooooogel ↔ janbamjan15
- repligate ↔ Lari_island14
- QiaochuYuan ↔ danielbrottman13
- leo_guinan ↔ mykola13
- QiaochuYuan ↔ nosilverv12
- danielbrottman ↔ tasshinfogleman12
- nosilverv ↔ forthrighter12
- QiaochuYuan ↔ id:5002038111
- nosilverv ↔ cxgonzalez11
- Prigoose ↔ RichDecibels11
- Prigoose ↔ id:7077008311
New edges — recent
- id:21812706->id:328915332026-07-24
- chrislakin->id:190322892026-07-24
- AlexKrusz->id:172593302026-07-24
- id:30437919->id:358545912026-07-24
- id:17146196->id:707700832026-07-24
- id:70770083->id:200248122026-07-24
- id:96170582->id:122112252026-07-24
- id:70770083->id:171461962026-07-24
- id:15341480->id:331520512026-07-24
- danallison->id:142485142026-07-24
- janbamjan->id:157843622026-07-24
- id:19394784->id:136204982026-07-24
- lu_sichu->id:191000842026-07-24
- id:31753124->id:178678382026-07-24
- id:12450814->id:450679542026-07-24
- id:14859788->id:736113702026-07-24
- leo_guinan->id:977003802026-07-24
- NunoSempere->id:333209112026-07-24
Most active accounts — week
| Account | Tweets | Reflection | Inbound | Outbound |
|---|---|---|---|---|
| @id:70770083 | 1,399 | 13.62 | 27 | 115 |
| @id:18081334 | 1,090 | 15.26 | 13 | 51 |
| @goblinodds | 1,082 | 20.74 | 7 | 33 |
| @lu_sichu | 1,027 | 158.38 | 25 | 43 |
| @Ken67547214 | 845 | 126.22 | 1 | 21 |
| @DanielleFong | 729 | 306.75 | 9 | 24 |
| @leo_guinan | 664 | 1.21 | 21 | 101 |
| @aliceisplaying | 637 | 337.78 | 30 | 158 |
| @nosilverv | 569 | 48.23 | 183 | 188 |
| @liquidprismata | 568 | 19.29 | 8 | 123 |
| @QiaochuYuan | 536 | 54.59 | 94 | 224 |
| @repligate | 393 | 156.33 | 56 | 41 |
| @id:16849584 | 368 | 46.79 | 5 | 50 |
| @id:17267313 | 350 | 5.46 | 1 | 23 |
| @mykola | 347 | 422.45 | 23 | 57 |
| @id:13464077 | 304 | 2.13 | 16 | 34 |
| @id:70300335 | 289 | 528.92 | 5 | 5 |
| @NathanpmYoung | 283 | 81.69 | 13 | 30 |
| @id:16847984 | 281 | 152.91 | 7 | 13 |
| @michelleakin | 280 | 8.13 | 10 | 34 |
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": "2026-07-24T20:55:11.743845+00:00",
"source": "arc-vps:/root/twitter-energy/cohort.sqlite rollup tables",
"grain": "daily rollups; latest day may be partial",
"max_day": "2026-07-24",
"window": {
"week_start": "2026-07-17",
"two_day_start": "2026-07-22",
"baseline_start": "2026-06-24",
"baseline_days": 28
},
"heat_index": 0.8,
"volume_vs_baseline": 0.71,
"reply_density_vs_baseline": 0.88,
"tweets_recent": 18765,
"replies_recent": 2215,
"daily": [
{
"day": "2026-07-17",
"tweets": 9984,
"replies": 1189,
"energy_in": 13011.764285714286,
"energy_out": 8713589.0,
"reply_rate": 0.1191
},
{
"day": "2026-07-18",
"tweets": 7828,
"replies": 634,
"energy_in": 10281.375,
"energy_out": 9663046.0,
"reply_rate": 0.081
},
{
"day": "2026-07-19",
"tweets": 8196,
"replies": 793,
"energy_in": 10734.217857142858,
"energy_out": 14430644.0,
"reply_rate": 0.0968
},
{
"day": "2026-07-20",
"tweets": 9271,
"replies": 935,
"energy_in": 12292.367857142857,
"energy_out": 11615475.0,
"reply_rate": 0.1009
},
{
"day": "2026-07-21",
"tweets": 8865,
"replies": 779,
"energy_in": 11552.421428571428,
"energy_out": 8927276.0,
"reply_rate": 0.0879
},
{
"day": "2026-07-22",
"tweets": 8580,
"replies": 925,
"energy_in": 11339.685714285713,
"energy_out": 9736253.0,
"reply_rate": 0.1078
},
{
"day": "2026-07-23",
"tweets": 7956,
"replies": 765,
"energy_in": 10435.207142857143,
"energy_out": 3225008.0,
"reply_rate": 0.0962
},
{
"day": "2026-07-24",
"tweets": 2229,
"replies": 525,
"energy_in": 2732.739285714286,
"energy_out": 635857.0,
"reply_rate": 0.2355
}
],
"pairs_week": [
{
"src": "id:70770083",
"dst": "id:12758414",
"pair": "id:70770083->id:12758414",
"n": 23,
"first_at": "2026-07-18T23:53:17+00:00",
"last_at": "2026-07-22T19:20:05+00:00"
},
{
"src": "liquidprismata",
"dst": "id:19617677",
"pair": "liquidprismata->id:19617677",
"n": 15,
"first_at": "2026-07-19T06:36:49+00:00",
"last_at": "2026-07-23T17:31:43+00:00"
},
{
"src": "zencephalon",
"dst": "tasshinfogleman",
"pair": "zencephalon->tasshinfogleman",
"n": 14,
"first_at": "2026-07-17T00:55:20+00:00",
"last_at": "2026-07-24T18:48:14+00:00"
},
{
"src": "QiaochuYuan",
"dst": "id:15495392",
"pair": "QiaochuYuan->id:15495392",
"n": 13,
"first_at": "2026-07-18T17:46:06+00:00",
"last_at": "2026-07-23T21:37:44+00:00"
},
{
"src": "aliceisplaying",
"dst": "id:18911326",
"pair": "aliceisplaying->id:18911326",
"n": 12,
"first_at": "2026-07-18T09:23:47+00:00",
"last_at": "2026-07-24T13:50:44+00:00"
},
{
"src": "id:18911326",
"dst": "aliceisplaying",
"pair": "id:18911326->aliceisplaying",
"n": 12,
"first_at": "2026-07-18T08:34:14+00:00",
"last_at": "2026-07-24T13:52:15+00:00"
},
{
"src": "tasshinfogleman",
"dst": "zencephalon",
"pair": "tasshinfogleman->zencephalon",
"n": 12,
"first_at": "2026-07-17T01:06:20+00:00",
"last_at": "2026-07-24T18:49:10+00:00"
},
{
"src": "QiaochuYuan",
"dst": "RichDecibels",
"pair": "QiaochuYuan->RichDecibels",
"n": 11,
"first_at": "2026-07-17T15:01:36+00:00",
"last_at": "2026-07-23T21:36:27+00:00"
},
{
"src": "Lari_island",
"dst": "repligate",
"pair": "Lari_island->repligate",
"n": 11,
"first_at": "2026-07-18T13:13:15+00:00",
"last_at": "2026-07-23T21:38:02+00:00"
},
{
"src": "janbamjan",
"dst": "voooooogel",
"pair": "janbamjan->voooooogel",
"n": 11,
"first_at": "2026-07-17T09:44:45+00:00",
"last_at": "2026-07-24T06:12:36+00:00"
},
{
"src": "QiaochuYuan",
"dst": "visakanv",
"pair": "QiaochuYuan->visakanv",
"n": 10,
"first_at": "2026-07-17T03:32:42+00:00",
"last_at": "2026-07-22T23:40:18+00:00"
},
{
"src": "QiaochuYuan",
"dst": "id:50020381",
"pair": "QiaochuYuan->id:50020381",
"n": 10,
"first_at": "2026-07-17T20:41:03+00:00",
"last_at": "2026-07-23T03:24:39+00:00"
},
{
"src": "aliceisplaying",
"dst": "m_ashcroft",
"pair": "aliceisplaying->m_ashcroft",
"n": 10,
"first_at": "2026-07-18T07:47:04+00:00",
"last_at": "2026-07-24T13:56:10+00:00"
},
{
"src": "anthrupad",
"dst": "id:12522775",
"pair": "anthrupad->id:12522775",
"n": 10,
"first_at": "2026-07-21T09:26:36+00:00",
"last_at": "2026-07-21T10:37:43+00:00"
},
{
"src": "pachabelcanon",
"dst": "nosilverv",
"pair": "pachabelcanon->nosilverv",
"n": 10,
"first_at": "2026-07-17T13:29:45+00:00",
"last_at": "2026-07-24T11:39:24+00:00"
},
{
"src": "janbamjan",
"dst": "id:17637975",
"pair": "janbamjan->id:17637975",
"n": 10,
"first_at": "2026-07-17T06:48:41+00:00",
"last_at": "2026-07-24T07:08:44+00:00"
},
{
"src": "forthrighter",
"dst": "nosilverv",
"pair": "forthrighter->nosilverv",
"n": 9,
"first_at": "2026-07-17T12:25:56+00:00",
"last_at": "2026-07-23T14:36:52+00:00"
},
{
"src": "id:13464077",
"dst": "id:10123199",
"pair": "id:13464077->id:10123199",
"n": 9,
"first_at": "2026-07-19T09:11:27+00:00",
"last_at": "2026-07-23T20:03:14+00:00"
},
{
"src": "QiaochuYuan",
"dst": "nosilverv",
"pair": "QiaochuYuan->nosilverv",
"n": 8,
"first_at": "2026-07-17T15:04:06+00:00",
"last_at": "2026-07-22T19:21:11+00:00"
},
{
"src": "QiaochuYuan",
"dst": "id:15998823",
"pair": "QiaochuYuan->id:15998823",
"n": 8,
"first_at": "2026-07-17T01:33:09+00:00",
"last_at": "2026-07-24T17:52:37+00:00"
},
{
"src": "danielbrottman",
"dst": "tasshinfogleman",
"pair": "danielbrottman->tasshinfogleman",
"n": 8,
"first_at": "2026-07-17T12:54:38+00:00",
"last_at": "2026-07-24T18:11:18+00:00"
},
{
"src": "id:14859788",
"dst": "nosilverv",
"pair": "id:14859788->nosilverv",
"n": 8,
"first_at": "2026-07-19T12:00:38+00:00",
"last_at": "2026-07-22T13:28:26+00:00"
},
{
"src": "sevensix43",
"dst": "id:16711485",
"pair": "sevensix43->id:16711485",
"n": 8,
"first_at": "2026-07-19T07:04:04+00:00",
"last_at": "2026-07-24T02:51:40+00:00"
},
{
"src": "AskYatharth",
"dst": "id:15495392",
"pair": "AskYatharth->id:15495392",
"n": 8,
"first_at": "2026-07-20T21:18:54+00:00",
"last_at": "2026-07-22T15:58:44+00:00"
},
{
"src": "tasshinfogleman",
"dst": "Prigoose",
"pair": "tasshinfogleman->Prigoose",
"n": 8,
"first_at": "2026-07-17T02:20:48+00:00",
"last_at": "2026-07-20T17:26:36+00:00"
},
{
"src": "m_ashcroft",
"dst": "aliceisplaying",
"pair": "m_ashcroft->aliceisplaying",
"n": 8,
"first_at": "2026-07-18T07:53:03+00:00",
"last_at": "2026-07-24T13:29:27+00:00"
},
{
"src": "liquidprismata",
"dst": "id:11930187",
"pair": "liquidprismata->id:11930187",
"n": 8,
"first_at": "2026-07-17T04:37:54+00:00",
"last_at": "2026-07-22T16:06:06+00:00"
},
{
"src": "RichDecibels",
"dst": "Prigoose",
"pair": "RichDecibels->Prigoose",
"n": 8,
"first_at": "2026-07-17T20:07:12+00:00",
"last_at": "2026-07-23T20:03:42+00:00"
},
{
"src": "id:70770083",
"dst": "id:15495392",
"pair": "id:70770083->id:15495392",
"n": 8,
"first_at": "2026-07-18T23:06:17+00:00",
"last_at": "2026-07-23T23:02:42+00:00"
},
{
"src": "id:70770083",
"dst": "Prigoose",
"pair": "id:70770083->Prigoose",
"n": 8,
"first_at": "2026-07-17T11:18:24+00:00",
"last_at": "2026-07-24T12:15:56+00:00"
},
{
"src": "danielbrottman",
"dst": "QiaochuYuan",
"pair": "danielbrottman->QiaochuYuan",
"n": 7,
"first_at": "2026-07-17T03:13:04+00:00",
"last_at": "2026-07-23T23:32:32+00:00"
},
{
"src": "NathanpmYoung",
"dst": "id:90865448",
"pair": "NathanpmYoung->id:90865448",
"n": 7,
"first_at": "2026-07-17T01:33:03+00:00",
"last_at": "2026-07-17T03:37:57+00:00"
},
{
"src": "leo_guinan",
"dst": "mykola",
"pair": "leo_guinan->mykola",
"n": 7,
"first_at": "2026-07-17T13:11:21+00:00",
"last_at": "2026-07-23T12:41:49+00:00"
},
{
"src": "visakanv",
"dst": "QiaochuYuan",
"pair": "visakanv->QiaochuYuan",
"n": 7,
"first_at": "2026-07-17T03:30:45+00:00",
"last_at": "2026-07-23T13:51:45+00:00"
},
{
"src": "RichDecibels",
"dst": "id:15495392",
"pair": "RichDecibels->id:15495392",
"n": 7,
"first_at": "2026-07-19T08:26:22+00:00",
"last_at": "2026-07-23T15:41:53+00:00"
},
{
"src": "connerdelights",
"dst": "m_ashcroft",
"pair": "connerdelights->m_ashcroft",
"n": 7,
"first_at": "2026-07-18T21:26:05+00:00",
"last_at": "2026-07-21T17:05:08+00:00"
},
{
"src": "QiaochuYuan",
"dst": "danielbrottman",
"pair": "QiaochuYuan->danielbrottman",
"n": 6,
"first_at": "2026-07-17T03:17:10+00:00",
"last_at": "2026-07-23T23:25:35+00:00"
},
{
"src": "nosilverv",
"dst": "pachabelcanon",
"pair": "nosilverv->pachabelcanon",
"n": 6,
"first_at": "2026-07-19T11:19:28+00:00",
"last_at": "2026-07-24T11:05:47+00:00"
},
{
"src": "nosilverv",
"dst": "cxgonzalez",
"pair": "nosilverv->cxgonzalez",
"n": 6,
"first_at": "2026-07-17T05:41:18+00:00",
"last_at": "2026-07-19T07:20:40+00:00"
},
{
"src": "aliceisplaying",
"dst": "id:17706608",
"pair": "aliceisplaying->id:17706608",
"n": 6,
"first_at": "2026-07-20T21:24:18+00:00",
"last_at": "2026-07-20T22:07:10+00:00"
},
{
"src": "Paul_Melman",
"dst": "id:48865188",
"pair": "Paul_Melman->id:48865188",
"n": 6,
"first_at": "2026-07-23T14:15:18+00:00",
"last_at": "2026-07-24T14:22:08+00:00"
},
{
"src": "sevensix43",
"dst": "lu_sichu",
"pair": "sevensix43->lu_sichu",
"n": 6,
"first_at": "2026-07-22T00:32:57+00:00",
"last_at": "2026-07-22T19:42:51+00:00"
},
{
"src": "sevensix43",
"dst": "id:92030804",
"pair": "sevensix43->id:92030804",
"n": 6,
"first_at": "2026-07-17T02:24:42+00:00",
"last_at": "2026-07-24T06:03:40+00:00"
},
{
"src": "univrsw3th4rt",
"dst": "RichDecibels",
"pair": "univrsw3th4rt->RichDecibels",
"n": 6,
"first_at": "2026-07-17T17:16:44+00:00",
"last_at": "2026-07-23T17:29:32+00:00"
},
{
"src": "id:18081334",
"dst": "RichDecibels",
"pair": "id:18081334->RichDecibels",
"n": 6,
"first_at": "2026-07-17T13:03:24+00:00",
"last_at": "2026-07-22T21:58:23+00:00"
},
{
"src": "m_ashcroft",
"dst": "id:15495392",
"pair": "m_ashcroft->id:15495392",
"n": 6,
"first_at": "2026-07-17T15:07:24+00:00",
"last_at": "2026-07-23T12:46:24+00:00"
},
{
"src": "m_ashcroft",
"dst": "visakanv",
"pair": "m_ashcroft->visakanv",
"n": 6,
"first_at": "2026-07-18T11:27:15+00:00",
"last_at": "2026-07-20T08:43:07+00:00"
},
{
"src": "voooooogel",
"dst": "lu_sichu",
"pair": "voooooogel->lu_sichu",
"n": 6,
"first_at": "2026-07-20T21:34:27+00:00",
"last_at": "2026-07-24T05:20:40+00:00"
},
{
"src": "voooooogel",
"dst": "id:97719894",
"pair": "voooooogel->id:97719894",
"n": 6,
"first_at": "2026-07-21T04:56:05+00:00",
"last_at": "2026-07-21T19:41:32+00:00"
},
{
"src": "liquidprismata",
"dst": "id:16124657",
"pair": "liquidprismata->id:16124657",
"n": 6,
"first_at": "2026-07-17T06:07:06+00:00",
"last_at": "2026-07-20T23:28:38+00:00"
}
],
"mutual_week": [
{
"a": "tasshinfogleman",
"b": "zencephalon",
"ab": 12,
"ba": 14,
"n": 26
},
{
"a": "id:12758414",
"b": "id:70770083",
"ab": 1,
"ba": 23,
"n": 24
},
{
"a": "aliceisplaying",
"b": "id:18911326",
"ab": 12,
"ba": 12,
"n": 24
},
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{
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{
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{
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{
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{
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{
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{
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{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
"src": "id:36398684",
"dst": "id:14959857",
"pair": "id:36398684->id:14959857",
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},
{
"src": "nosilverv",
"dst": "id:18028812",
"pair": "nosilverv->id:18028812",
"first_at": "2026-07-23T19:26:33+00:00",
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},
{
"src": "id:38190233",
"dst": "id:31273702",
"pair": "id:38190233->id:31273702",
"first_at": "2026-07-23T19:25:39+00:00",
"total_replies": 1
},
{
"src": "nosilverv",
"dst": "id:18812738",
"pair": "nosilverv->id:18812738",
"first_at": "2026-07-23T19:24:51+00:00",
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}
],
"rollup_receipt": {
"built_at": "2026-07-24 20:54:01",
"source_min_created_at": "2002-02-04T17:47:12+00:00",
"source_max_created_at": "2026-07-24T19:58:10+00:00",
"source_tweets": "14318370",
"author_accounts": "477935",
"account_day_rows": "3918004",
"account_month_rows": "1365659",
"edge_day_rows": "4405795",
"edge_first_seen_rows": "2120625"
},
"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."
]
}