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              "pubdate": "2023-09-22T22:16:00+00:00",
              "duration_sec": 8167,
              "has_transcript": false,
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            {
              "pubdate_raw": "Tue, 19 Sep 2023 07:00:00 -0000",
              "pubdate": "2023-09-19T07:00:00+00:00",
              "duration_sec": 5029,
              "has_transcript": false,
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              "pubdate": "2023-09-14T22:56:00+00:00",
              "duration_sec": 5459,
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              "pubdate_raw": "Tue, 12 Sep 2023 23:12:00 -0000",
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              "duration_sec": 9208,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 07 Sep 2023 07:00:00 -0000",
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              "duration_sec": 3448,
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            {
              "pubdate_raw": "Tue, 05 Sep 2023 07:00:00 -0000",
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              "duration_sec": 4844,
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              "pubdate_raw": "Thu, 31 Aug 2023 18:35:00 -0000",
              "pubdate": "2023-08-31T18:35:00+00:00",
              "duration_sec": 3707,
              "has_transcript": false,
              "description_length": 2870
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            {
              "pubdate_raw": "Tue, 29 Aug 2023 07:00:00 -0000",
              "pubdate": "2023-08-29T07:00:00+00:00",
              "duration_sec": 3346,
              "has_transcript": false,
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              "pubdate": "2023-08-25T07:00:00+00:00",
              "duration_sec": 3206,
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              "pubdate_raw": "Wed, 23 Aug 2023 07:00:00 -0000",
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              "duration_sec": 4975,
              "has_transcript": false,
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              "pubdate_raw": "Thu, 17 Aug 2023 14:08:00 -0000",
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              "pubdate_raw": "Tue, 15 Aug 2023 07:00:00 -0000",
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              "pubdate_raw": "Thu, 10 Aug 2023 07:25:00 -0000",
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              "duration_sec": 2365,
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              "pubdate_raw": "Tue, 08 Aug 2023 23:34:00 -0000",
              "pubdate": "2023-08-08T23:34:00+00:00",
              "duration_sec": 6016,
              "has_transcript": false,
              "description_length": 3615
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              "pubdate_raw": "Fri, 04 Aug 2023 12:29:00 -0000",
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              "duration_sec": 6570,
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              "pubdate_raw": "Wed, 02 Aug 2023 07:00:00 -0000",
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              "duration_sec": 10801,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 27 Jul 2023 14:43:00 -0000",
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              "duration_sec": 8050,
              "has_transcript": false,
              "description_length": 3999
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              "pubdate_raw": "Tue, 25 Jul 2023 14:50:00 -0000",
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            {
              "pubdate_raw": "Wed, 19 Jul 2023 07:24:00 -0000",
              "pubdate": "2023-07-19T07:24:00+00:00",
              "duration_sec": 213,
              "has_transcript": false,
              "description_length": 3215
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            {
              "pubdate_raw": "Thu, 13 Jul 2023 14:43:00 -0000",
              "pubdate": "2023-07-13T14:43:00+00:00",
              "duration_sec": 3709,
              "has_transcript": false,
              "description_length": 3705
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            {
              "pubdate_raw": "Tue, 11 Jul 2023 16:21:00 -0000",
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              "duration_sec": 9892,
              "has_transcript": false,
              "description_length": 3658
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            {
              "pubdate_raw": "Thu, 06 Jul 2023 16:46:00 -0000",
              "pubdate": "2023-07-06T16:46:00+00:00",
              "duration_sec": 395,
              "has_transcript": false,
              "description_length": 2832
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            {
              "pubdate_raw": "Tue, 04 Jul 2023 07:00:00 -0000",
              "pubdate": "2023-07-04T07:00:00+00:00",
              "duration_sec": 6136,
              "has_transcript": false,
              "description_length": 3730
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            {
              "pubdate_raw": "Sat, 01 Jul 2023 07:00:00 -0000",
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              "duration_sec": 4558,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 29 Jun 2023 17:41:00 -0000",
              "pubdate": "2023-06-29T17:41:00+00:00",
              "duration_sec": 5702,
              "has_transcript": false,
              "description_length": 3473
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            {
              "pubdate_raw": "Tue, 27 Jun 2023 16:49:00 -0000",
              "pubdate": "2023-06-27T16:49:00+00:00",
              "duration_sec": 6895,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 22 Jun 2023 07:00:00 -0000",
              "pubdate": "2023-06-22T07:00:00+00:00",
              "duration_sec": 3906,
              "has_transcript": false,
              "description_length": 3896
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            {
              "pubdate_raw": "Tue, 20 Jun 2023 15:35:00 -0000",
              "pubdate": "2023-06-20T15:35:00+00:00",
              "duration_sec": 4827,
              "has_transcript": false,
              "description_length": 3791
            },
            {
              "pubdate_raw": "Fri, 16 Jun 2023 16:54:00 -0000",
              "pubdate": "2023-06-16T16:54:00+00:00",
              "duration_sec": 3696,
              "has_transcript": false,
              "description_length": 3899
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            {
              "pubdate_raw": "Tue, 13 Jun 2023 16:21:00 -0000",
              "pubdate": "2023-06-13T16:21:00+00:00",
              "duration_sec": 4045,
              "has_transcript": false,
              "description_length": 3721
            },
            {
              "pubdate_raw": "Fri, 09 Jun 2023 16:47:00 -0000",
              "pubdate": "2023-06-09T16:47:00+00:00",
              "duration_sec": 5554,
              "has_transcript": false,
              "description_length": 3798
            },
            {
              "pubdate_raw": "Tue, 06 Jun 2023 16:18:00 -0000",
              "pubdate": "2023-06-06T16:18:00+00:00",
              "duration_sec": 7284,
              "has_transcript": false,
              "description_length": 3887
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            {
              "pubdate_raw": "Sat, 03 Jun 2023 10:00:00 -0000",
              "pubdate": "2023-06-03T10:00:00+00:00",
              "duration_sec": 1330,
              "has_transcript": false,
              "description_length": 2583
            },
            {
              "pubdate_raw": "Thu, 01 Jun 2023 10:00:00 -0000",
              "pubdate": "2023-06-01T10:00:00+00:00",
              "duration_sec": 5318,
              "has_transcript": false,
              "description_length": 3448
            },
            {
              "pubdate_raw": "Tue, 30 May 2023 10:00:00 -0000",
              "pubdate": "2023-05-30T10:00:00+00:00",
              "duration_sec": 6154,
              "has_transcript": false,
              "description_length": 3709
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            {
              "pubdate_raw": "Thu, 25 May 2023 16:50:00 -0000",
              "pubdate": "2023-05-25T16:50:00+00:00",
              "duration_sec": 4838,
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            {
              "pubdate_raw": "Tue, 23 May 2023 15:15:00 -0000",
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              "duration_sec": 5700,
              "has_transcript": false,
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              "pubdate_raw": "Sun, 21 May 2023 10:00:00 -0000",
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              "pubdate_raw": "Fri, 19 May 2023 16:05:00 -0000",
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              "duration_sec": 6067,
              "has_transcript": false,
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            {
              "pubdate_raw": "Tue, 16 May 2023 10:00:00 -0000",
              "pubdate": "2023-05-16T10:00:00+00:00",
              "duration_sec": 5392,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 11 May 2023 16:10:00 -0000",
              "pubdate": "2023-05-11T16:10:00+00:00",
              "duration_sec": 3572,
              "has_transcript": false,
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            {
              "pubdate_raw": "Tue, 09 May 2023 18:22:00 -0000",
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            {
              "pubdate_raw": "Thu, 04 May 2023 10:00:00 -0000",
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              "duration_sec": 4279,
              "has_transcript": false,
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            {
              "pubdate_raw": "Tue, 02 May 2023 16:07:00 -0000",
              "pubdate": "2023-05-02T16:07:00+00:00",
              "duration_sec": 3639,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 27 Apr 2023 16:46:00 -0000",
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              "duration_sec": 4994,
              "has_transcript": false,
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            {
              "pubdate_raw": "Tue, 25 Apr 2023 16:06:00 -0000",
              "pubdate": "2023-04-25T16:06:00+00:00",
              "duration_sec": 3635,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 20 Apr 2023 15:30:00 -0000",
              "pubdate": "2023-04-20T15:30:00+00:00",
              "duration_sec": 5468,
              "has_transcript": false,
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            {
              "pubdate_raw": "Tue, 18 Apr 2023 15:58:00 -0000",
              "pubdate": "2023-04-18T15:58:00+00:00",
              "duration_sec": 7100,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 13 Apr 2023 10:30:00 -0000",
              "pubdate": "2023-04-13T10:30:00+00:00",
              "duration_sec": 6272,
              "has_transcript": false,
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            {
              "pubdate_raw": "Tue, 11 Apr 2023 10:00:00 -0000",
              "pubdate": "2023-04-11T10:00:00+00:00",
              "duration_sec": 4358,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 06 Apr 2023 17:20:00 -0000",
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              "duration_sec": 7141,
              "has_transcript": false,
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            {
              "pubdate_raw": "Tue, 04 Apr 2023 10:00:00 -0000",
              "pubdate": "2023-04-04T10:00:00+00:00",
              "duration_sec": 5733,
              "has_transcript": false,
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            {
              "pubdate_raw": "Thu, 30 Mar 2023 10:08:00 -0000",
              "pubdate": "2023-03-30T10:08:00+00:00",
              "duration_sec": 5476,
              "has_transcript": false,
              "description_length": 3918
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            {
              "pubdate_raw": "Tue, 28 Mar 2023 20:15:00 -0000",
              "pubdate": "2023-03-28T20:15:00+00:00",
              "duration_sec": 5082,
              "has_transcript": false,
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              "pubdate": "2023-03-24T18:01:00+00:00",
              "duration_sec": 4959,
              "has_transcript": false,
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            {
              "pubdate_raw": "Wed, 22 Mar 2023 15:57:00 -0000",
              "pubdate": "2023-03-22T15:57:00+00:00",
              "duration_sec": 3931,
              "has_transcript": false,
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            {
              "pubdate_raw": "Fri, 17 Mar 2023 11:30:00 -0000",
              "pubdate": "2023-03-17T11:30:00+00:00",
              "duration_sec": 5137,
              "has_transcript": false,
              "description_length": 3426
            },
            {
              "pubdate_raw": "Tue, 14 Mar 2023 15:50:00 -0000",
              "pubdate": "2023-03-14T15:50:00+00:00",
              "duration_sec": 6364,
              "has_transcript": false,
              "description_length": 3546
            },
            {
              "pubdate_raw": "Thu, 09 Mar 2023 11:30:00 -0000",
              "pubdate": "2023-03-09T11:30:00+00:00",
              "duration_sec": 4985,
              "has_transcript": false,
              "description_length": 3550
            },
            {
              "pubdate_raw": "Thu, 02 Mar 2023 13:30:00 -0000",
              "pubdate": "2023-03-02T13:30:00+00:00",
              "duration_sec": 5284,
              "has_transcript": false,
              "description_length": 3840
            },
            {
              "pubdate_raw": "Thu, 23 Feb 2023 12:00:00 -0000",
              "pubdate": "2023-02-23T12:00:00+00:00",
              "duration_sec": 2132,
              "has_transcript": false,
              "description_length": 3662
            },
            {
              "pubdate_raw": "Fri, 17 Feb 2023 11:00:00 -0000",
              "pubdate": "2023-02-17T11:00:00+00:00",
              "duration_sec": 6215,
              "has_transcript": false,
              "description_length": 3644
            },
            {
              "pubdate_raw": "Fri, 10 Feb 2023 21:15:00 -0000",
              "pubdate": "2023-02-10T21:15:00+00:00",
              "duration_sec": 4857,
              "has_transcript": false,
              "description_length": 3352
            },
            {
              "pubdate_raw": "Fri, 03 Feb 2023 19:44:00 -0000",
              "pubdate": "2023-02-03T19:44:00+00:00",
              "duration_sec": 4992,
              "has_transcript": false,
              "description_length": 3377
            }
          ]
        }
      },
      "sources_meta": {
        "apple": {
          "fetched_at": "2026-06-11T07:26:39Z",
          "ok": true
        },
        "podcastindex": {
          "fetched_at": "2026-06-11T07:26:39Z",
          "ok": false
        },
        "rss": {
          "fetched_at": "2026-06-11T07:26:39Z",
          "ok": true
        }
      },
      "metrics": {
        "apple_rating_count": null,
        "apple_avg_rating": null,
        "catalog_episodes": 349,
        "cadence_per_month": 8.03,
        "cadence_in_window": 49,
        "cadence_window_truncated": false,
        "avg_duration_min": 98.0,
        "transcript_pct": 0.0,
        "days_since_last_episode": 0,
        "hygiene": {
          "artwork": true,
          "categories": true,
          "funding_tag": false,
          "locked_tag": false
        },
        "hygiene_score": 2,
        "feed_items_seen": 349
      },
      "warnings": [
        "[The Cognitive Revolution] apple: ratings not exposed by public API for id 1669813431 (expected)",
        "[The Cognitive Revolution] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)"
      ]
    }
  ],
  "warnings": [
    "[Chain of Thought] apple: ratings not exposed by public API for id 1776879655 (expected)",
    "[Chain of Thought] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)",
    "[Latent Space] apple: ratings not exposed by public API for id 1674008350 (expected)",
    "[Latent Space] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)",
    "[Practical AI] apple: ratings not exposed by public API for id 1406537385 (expected)",
    "[Practical AI] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)",
    "[The TWIML AI Podcast] apple: ratings not exposed by public API for id 1116303051 (expected)",
    "[The TWIML AI Podcast] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)",
    "[Gradient Dissent] apple: ratings not exposed by public API for id 1504567418 (expected)",
    "[Gradient Dissent] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)",
    "[AI Engineering Podcast] apple: ratings not exposed by public API for id 1626358243 (expected)",
    "[AI Engineering Podcast] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)",
    "[No Priors] apple: ratings not exposed by public API for id 1668002688 (expected)",
    "[No Priors] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)",
    "[The Cognitive Revolution] apple: ratings not exposed by public API for id 1669813431 (expected)",
    "[The Cognitive Revolution] podcastindex: skipped (PODCASTINDEX_API_KEY / PODCASTINDEX_API_SECRET unset)"
  ],
  "methodology": {
    "sources": [
      "Apple iTunes lookup API (https://itunes.apple.com/lookup)",
      "Podcast Index API (https://api.podcastindex.org)",
      "Direct RSS feed fetch"
    ],
    "cadence_window_days": 183,
    "notes": [
      "Apple's public lookup API does not expose ratings; rating fields are N/A unless Apple restores them.",
      "Cadence, duration, and transcript percentages are computed from the episodes present in the live RSS feed window.",
      "Catalog depth uses Apple trackCount, falling back to Podcast Index episodeCount.",
      "Downloads and chart positions are private/ToS-restricted and are deliberately not collected."
    ]
  }
}
