{
 "meta": {
  "dataset": "Subscriber history — @machinelearning_deeplearning",
  "channel": "https://tgregister.com/channel/machinelearning_deeplearning",
  "retrieved_at": "2026-09-06T03:22:27.475Z",
  "licence": "CC BY 4.0 — attribute to tgregister.com",
  "n_readings": 28,
  "window": {
   "from": "2026-08-06T14:46:52.428Z",
   "to": "2026-09-04T08:17:52.605Z"
  },
  "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": "2026-08-06T14:46:52.428Z",
   "subscribers": 54860,
   "source": 3
  },
  {
   "ts": "2026-08-06T22:51:28.145Z",
   "subscribers": 54852,
   "source": 4
  },
  {
   "ts": "2026-08-07T22:51:44.761Z",
   "subscribers": 54872,
   "source": 4
  },
  {
   "ts": "2026-08-08T22:20:46.827Z",
   "subscribers": 54902,
   "source": 4
  },
  {
   "ts": "2026-08-09T20:12:26.723Z",
   "subscribers": 54908,
   "source": 4
  },
  {
   "ts": "2026-08-10T16:53:06.964Z",
   "subscribers": 54943,
   "source": 4
  },
  {
   "ts": "2026-08-11T16:52:17.792Z",
   "subscribers": 54949,
   "source": 4
  },
  {
   "ts": "2026-08-12T20:13:28.366Z",
   "subscribers": 54968,
   "source": 4
  },
  {
   "ts": "2026-08-13T18:16:51.199Z",
   "subscribers": 54993,
   "source": 4
  },
  {
   "ts": "2026-08-15T01:37:07.446Z",
   "subscribers": 55039,
   "source": 4
  },
  {
   "ts": "2026-08-16T15:27:44.305Z",
   "subscribers": 55061,
   "source": 4
  },
  {
   "ts": "2026-08-17T19:46:51.098Z",
   "subscribers": 55103,
   "source": 4
  },
  {
   "ts": "2026-08-18T22:24:21.195Z",
   "subscribers": 55122,
   "source": 4
  },
  {
   "ts": "2026-08-20T00:17:23.168Z",
   "subscribers": 55142,
   "source": 4
  },
  {
   "ts": "2026-08-20T23:54:57.249Z",
   "subscribers": 55164,
   "source": 4
  },
  {
   "ts": "2026-08-22T06:35:03.588Z",
   "subscribers": 55195,
   "source": 4
  },
  {
   "ts": "2026-08-23T17:08:56.712Z",
   "subscribers": 55228,
   "source": 4
  },
  {
   "ts": "2026-08-25T03:15:18.631Z",
   "subscribers": 55240,
   "source": 4
  },
  {
   "ts": "2026-08-26T03:53:18.170Z",
   "subscribers": 55270,
   "source": 4
  },
  {
   "ts": "2026-08-27T01:24:16.428Z",
   "subscribers": 55277,
   "source": 4
  },
  {
   "ts": "2026-08-28T02:48:07.787Z",
   "subscribers": 55288,
   "source": 4
  },
  {
   "ts": "2026-08-29T02:25:45.527Z",
   "subscribers": 55314,
   "source": 4
  },
  {
   "ts": "2026-08-30T04:38:59.438Z",
   "subscribers": 55343,
   "source": 4
  },
  {
   "ts": "2026-08-31T01:37:55.136Z",
   "subscribers": 55378,
   "source": 4
  },
  {
   "ts": "2026-08-31T22:37:51.074Z",
   "subscribers": 55411,
   "source": 4
  },
  {
   "ts": "2026-09-01T23:46:19.260Z",
   "subscribers": 55433,
   "source": 4
  },
  {
   "ts": "2026-09-02T23:55:37.659Z",
   "subscribers": 55460,
   "source": 4
  },
  {
   "ts": "2026-09-04T08:17:52.605Z",
   "subscribers": 55494,
   "source": 4
  }
 ]
}