{
 "meta": {
  "dataset": "Subscriber history — @machinelearningall",
  "channel": "https://tgregister.com/channel/machinelearningall",
  "retrieved_at": "2026-09-07T10:03:46.728Z",
  "licence": "CC BY 4.0 — attribute to tgregister.com",
  "n_readings": 28,
  "window": {
   "from": "2026-08-07T11:56:08.839Z",
   "to": "2026-09-06T12:37:33.989Z"
  },
  "columns": {
   "ts": "when this reading was taken, UTC",
   "subscribers": "the count read (or, for source 3, carried over) — see source below",
   "source": {
    "0": "sweep.py — t.me/<name> profile page",
    "1": "promote.py — Bot API getChat",
    "2": "resolve.py — MTProto",
    "3": "spromote.py — t.me/s/<name> post preview (figure carried over from an earlier profile read, not the preview’s own rounded header)",
    "4": "remeasure.py — t.me/<name> profile page, re-read on a schedule"
   }
  },
  "note": "Snapshots are written only when a reading changes: a gap in ts means \"no change observed between readings\", never \"not measured\" and never \"interpolated\". Readings from different sources are separate lineages that do not confirm one another — subtracting across them can attribute a change to a period nothing was actually read in. Full method: https://tgregister.com/methodology#measuring"
 },
 "rows": [
  {
   "ts": "2026-08-07T11:56:08.839Z",
   "subscribers": 40161,
   "source": 0
  },
  {
   "ts": "2026-08-07T12:00:20.215Z",
   "subscribers": 40161,
   "source": 3
  },
  {
   "ts": "2026-08-07T21:28:14.019Z",
   "subscribers": 40207,
   "source": 4
  },
  {
   "ts": "2026-08-08T23:02:21.119Z",
   "subscribers": 40232,
   "source": 4
  },
  {
   "ts": "2026-08-09T22:15:36.621Z",
   "subscribers": 40248,
   "source": 4
  },
  {
   "ts": "2026-08-11T00:34:21.885Z",
   "subscribers": 40295,
   "source": 4
  },
  {
   "ts": "2026-08-11T23:54:56.904Z",
   "subscribers": 40323,
   "source": 4
  },
  {
   "ts": "2026-08-12T21:58:55.708Z",
   "subscribers": 40327,
   "source": 4
  },
  {
   "ts": "2026-08-14T08:07:35.081Z",
   "subscribers": 40328,
   "source": 4
  },
  {
   "ts": "2026-08-15T17:22:34.694Z",
   "subscribers": 40366,
   "source": 4
  },
  {
   "ts": "2026-08-16T22:15:51.666Z",
   "subscribers": 40479,
   "source": 4
  },
  {
   "ts": "2026-08-17T21:54:50.416Z",
   "subscribers": 40566,
   "source": 4
  },
  {
   "ts": "2026-08-19T00:53:49.844Z",
   "subscribers": 40677,
   "source": 4
  },
  {
   "ts": "2026-08-19T23:03:00.549Z",
   "subscribers": 40785,
   "source": 4
  },
  {
   "ts": "2026-08-20T19:34:21.693Z",
   "subscribers": 40920,
   "source": 4
  },
  {
   "ts": "2026-08-21T23:37:54.542Z",
   "subscribers": 41002,
   "source": 4
  },
  {
   "ts": "2026-08-23T08:38:31.935Z",
   "subscribers": 41044,
   "source": 4
  },
  {
   "ts": "2026-08-25T00:05:14.073Z",
   "subscribers": 41104,
   "source": 4
  },
  {
   "ts": "2026-08-26T03:36:55.240Z",
   "subscribers": 41308,
   "source": 4
  },
  {
   "ts": "2026-08-27T02:24:07.841Z",
   "subscribers": 41375,
   "source": 4
  },
  {
   "ts": "2026-08-28T05:56:40.911Z",
   "subscribers": 41385,
   "source": 4
  },
  {
   "ts": "2026-08-29T09:26:15.615Z",
   "subscribers": 41450,
   "source": 4
  },
  {
   "ts": "2026-08-30T10:35:28.288Z",
   "subscribers": 41496,
   "source": 4
  },
  {
   "ts": "2026-08-31T11:55:42.608Z",
   "subscribers": 41518,
   "source": 4
  },
  {
   "ts": "2026-09-01T13:57:16.373Z",
   "subscribers": 41537,
   "source": 4
  },
  {
   "ts": "2026-09-02T14:49:33.688Z",
   "subscribers": 41576,
   "source": 4
  },
  {
   "ts": "2026-09-04T03:15:16.610Z",
   "subscribers": 41722,
   "source": 4
  },
  {
   "ts": "2026-09-06T12:37:33.989Z",
   "subscribers": 41893,
   "source": 4
  }
 ]
}