{
  "activity_count": 11,
  "callsign": "KG4CDK",
  "confidence": 0.94,
  "first_seen": "2025-07-14T13:43:06+00:00",
  "found": true,
  "id": 2724,
  "is_net_control": false,
  "last_seen": "2026-06-22T00:59:14.725841+00:00",
  "occurrence_count": 10,
  "profile": {
    "confidence": 0.7,
    "counts": {
      "ncs": 0,
      "net": 3,
      "open_qso": 3
    },
    "data_freshness": "2025-12-22T19:47:38",
    "latest_topic": "data mining and privacy concerns",
    "most_topic": "amateur radio trivia",
    "open_vs_net_bias_score": 0.0,
    "personal_summary": "KG4CDK is a friendly and engaging participant who enjoys trivia and occasionally delves into discussions about data mining and privacy.",
    "scores": {
      "civility": 0.9,
      "focus": 0.6,
      "friendly": 0.9,
      "helpful": 0.8,
      "serious": 0.7,
      "technical": 0.5
    },
    "source": "legacy_callsign_profiles",
    "summary": "KG4CDK frequently participates in trivia segments and occasionally discusses data mining and privacy concerns.",
    "topic_coverage": {
      "amateur radio trivia": 0.4,
      "data mining and privacy concerns": 0.6
    },
    "updated_at": "2025-12-24T13:41:06"
  },
  "qrz_status": null,
  "recent_transcripts": [
    {
      "callsign_confidence": 0.94,
      "confidence": 0.7507662950083613,
      "created_at": "2026-06-22T00:59:12.725071+00:00",
      "id": 117096,
      "node_number": "683210",
      "recording_id": 117096,
      "text": "before you leave the house, try to jump on the air for 5 or 10 minutes and make a few contacts. Keep those airways hot on your way. Turn on 5-2-0, call frequency. Listen around. See who you can hear. That's what this is all about. It's nice to know if that was an emergency. And all you have is an HT. Turn that dude on and see who you can hear. Who you're going to be able to contact. Now there's going to be a lot more people on the air Saturday than normal I understand. But there will also be a lot more people on the air than normal in case of a bad emergency. So keep that in mind. Alright, we're taking Kilo calls for the Sunday night dead here in Chattanooga, Tennessee. This is Jim from Mike Popafock's Camp for NPF taking the Kilo call. This is... Kilo Golf 4 Charlie Delta Kilo."
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-12-25T04:32:18+00:00",
      "id": 98040,
      "node_number": "oldsys",
      "recording_id": 98039,
      "text": "All right, so that's what's going on, but again, I'm enjoying having the truck to myself. Now that I've got most of my laziness out of the way, I'm going to start going through the stuff underneath the bunk and sorting it out and getting the stuff that I don't need in the truck ready to bring home next time I get home and trying to get my truck in a usable position where I can pull something out, use it, put it back in, and I don't have to dig 50 things out to get to what I want, and then put everything back in just right, otherwise it won't fit. Working on that. With that, I will pass it back to KJ5-IREQ from and I know a few."
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-12-22T19:46:48+00:00",
      "id": 86798,
      "node_number": "oldsys",
      "recording_id": 86797,
      "text": "And that's yeah, I agree and that's that's the end goal result I I think all these LLM chatbots that everybody's falling in love with and using them and and I'm guilty as everybody else I mean it is quite amazing what you can do with them just on the chat box I'm not even including what you can do on the API side But I firmly believe that all the different types of LLM chat bots are data gathering Softwares that are pulling more data out of us and it's it's going into call it master data central Or whatever you'd like to call it, but it's just mining with its resourcing. It's collecting data for the powers that be It's just another way Danielle my wife and I was actually talking yesterday a lot about how data's how data is is mind She had asked, you know, hey, how do they make money? You know data centers and and what's data mining and she's starting to get pretty interested in it. And so I kind of explained to her, you know, data mining is the act of finding data that's out in the infrareds, whether it be in, you know, whether it be in the dark web or I call it the gray web, the red in between the surface web and the dark web. But then you've got so many layers after that. I mean, people don't realize there's an entire level of the internet that's basically military. All of our medical records, anything you've ever signed digitally or been scanned digitally or any facet of digitally that's ever been loaded into anywhere in the world through a computer system that's connected to the internet now has access to that document. Although we don't have access to it, it's out there and the RAT software, knowing the RAT raised to mind, will find it. Just like if you're setting up an inventory item, when you set up an inventory item, you classifies you give it a bunch of different tags if you will you know if it's a if it's water you know you might put case of water or you know just different tags search for those tags that item comes up that's what data mining does it pulls all this raw data just from everywhere anywhere and everywhere it can gather it and then and then and then it starts sourcing it and and and putting it into two manageable sections and so that's what it finds out for say me, you know, I have my calls on let's say 15 different platforms. Well now I can use that as a classification to start building a roadmap on me based on that call sign. Now imagine you're doing that with your email, your telephone number, your work phone number, any other number of different ways to classify you as an entity that has data that it can mine. That's how data mining works. And so anyhow I went pretty deep into that rabbit hole with my wife yesterday, and she was kind of blown away. Most people don't realize the scope of the Internet. KJ5 IRQ."
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-10-26T18:40:20+00:00",
      "id": 69718,
      "node_number": "oldsys",
      "recording_id": 69717,
      "text": " Thank you very much Joe, Ray. Appreciate y'all. I like those. Those were good ones. That was fun. Alright, does anybody have any questions or comments about anything they heard on the trivia portion of the Sunday Night Net?"
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-10-19T18:14:22+00:00",
      "id": 64511,
      "node_number": "oldsys",
      "recording_id": 64510,
      "text": " This is."
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-08-24T17:40:43+00:00",
      "id": 23756,
      "node_number": "oldsys",
      "recording_id": 23755,
      "text": " This is? KG4 CDK Kilo Golf 4 Charlie Delta Kilo Larry and Nordshed Nuka coming in on the 7-9 machine. Good evening everyone on the net. This is? Kilo Yankee 4 Foxtrot Hotel KY4FH David on Signal Mountain coming in on the 7-9 machine. This is? This is? KO4 ILY Kilo Watt Ocean 4 I Love Yachting Doug in Lookout Valley coming in on the 7-9 over Peter. Good evening Jim and everyone on the net. This is?"
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-08-17T18:57:13+00:00",
      "id": 18307,
      "node_number": "oldsys",
      "recording_id": 18306,
      "text": " Alrighty, that was trivia folks. I hope you learned something, I know I did. I learned that I didn't watch anywhere near as much cartoons as I thought in the 80's. So, hehehe, um, some of those through me, some of those through me. Thanks again Mr. Ray, AA4EC for those questions and uh, folks, by all means, send yours in. Max, let you know how and thanks to Mr. Max for reading those for me. That gives me a second to break, try to clear some frogs out. But, uh, thanks to him for doing that and to Ray for coming up with the questions. So, let's see if we might have picked up some calls during trivia."
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-08-10T18:00:40+00:00",
      "id": 15936,
      "node_number": "oldsys",
      "recording_id": 15935,
      "text": " And you never know how many alpha-calls we're going to get. There's quite a few of them out there. You know, life's like a box of chocolates. You just never know what you're going to get. All right, but I can bet you one thing. When we call these kilo calls, they're going to come out. Thank you, Ray. I'm out before Echo Zulu for checking in with us. And as you know, you were already on the log. We appreciate you, Ray, very much for all that you do. All right. Kilo calls. Kilo calls. Kilo calls only. We should check into the Sunday night net. I hear one of my puppies hollering in the background. And we're going to start with the KK4 UIQ John in downtown Chattanooga. Leave the bank, John. Here it is. It's KK4 UIQ. Kilo, Kilo 4, uniform. Here you come back. John, beautiful. downtown Chattanooga on the 7-9. Good evening, gentlemen. Gene. Glad to have you back. I have it to the usual suspects. This is Kilo Echo 4 Oscar Lima Echo KE4 OLE. Jeff and H coming in on 146.79. Good evening to you, Jim and Nat. Jim, this is Lynn. Say hello. This is? This is Kilo Mike 4 Lima Victor X-ray. That's KM4 LVX. Single mountain on the 7-9. KQ4 RSG Kilo Quebec 4 Romeo X-ray cost Santa Jim and Friday Daisy on the 9-0. This is? This is? This is KQ4 WAF Kilo Quebec 4 Whiskey Alpha Foxtrot. Jimmy and Friday Daisy. Glad to have you back tonight, Jim. This is? This is KE4 RP Kilo Echo 4 Romeo Popa. That's in red bank on the 7-9. This is? Kilo Oscar 4 Zulu Hotel Quebec KO4 H.G. Larry Armstrong Ferry on H-G 7-9. This is? This is Kilo Oscar 4 Tango Whiskey Oscar KO4 TWO Tony and Hickson on the 7-9-0. This is? This is Foxtrot Hotel KY4FH David on signal mountain coming in on the 7-9 machine. This is KE4 IDF Kilo Echo 4 India Delta Foxtrot. Tom in Dayton, Tennessee on the 7-9 repeater. This is KR4 FGP Kilo Romeo 4 Foxtrot Golf Papa Matt and E. Frainerd coming in on the 7-9. This is? Kilo November 4 Bravo Yankee uniform. John and Luke Walsh from the match. This is? Kilo Quebec 4 Yankee Hotel India, Yankee 4 YHI Sean and Harrison on the 9-9-2-0. This is? This is Mike KX4 MRK Kilo X-Ray 4 Mexico India Kilo mobile on lookout mountain going to the 443 565. This is? This is Kilo Whiskey 4 CI Alpha Mike KW4 SAM Sam and Ringo coming through the 7-9. This is? This is Kilo 1 Hotel Alpha Romeo K1HAR Charlie Russell Georgia on the 7-9-0. Jim, thanks for bringing some cooler weather back with you."
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-07-20T17:53:26+00:00",
      "id": 8723,
      "node_number": "oldsys",
      "recording_id": 8722,
      "text": " This is... This is Kilo Romeo 4, Bravo Romeo, uniform KR4 BRU. Jonathan, Hickson, Tennessee, coming in under 146790."
    },
    {
      "callsign_confidence": 0.85,
      "confidence": null,
      "created_at": "2025-07-13T19:20:01+00:00",
      "id": 7007,
      "node_number": "oldsys",
      "recording_id": 7006,
      "text": " When I do, if that's on, I'm watching it. Yeah, it's the Big Bang Theory. A prequel spinoff, Young Sheldon, started in 2017. Big Bang Theory premiered in 2007. And the science is always checked before going on air. And most people know that one of the characters actually is a neurobiologist, a neuroscientist. And that was Amy Farrah Fowler played by M. Blay Bialik. She really is, does hold a doctorate in neuroscience. At any rate, good job, sir."
    }
  ]
}