From 0b0773ff4c42c9037cef7b8f978258c37a4e30d6 Mon Sep 17 00:00:00 2001 From: Adriano Nogueira Date: Sun, 5 Apr 2026 15:27:08 -0400 Subject: [PATCH 1/9] Minor prompt changes --- .../1-extract_transcripts.ipynb | 1251 +++---- .../2-label_text.ipynb | 2910 +++++++++++------ 2 files changed, 2531 insertions(+), 1630 deletions(-) diff --git a/prediction_acquition-youtube/1-extract_transcripts.ipynb b/prediction_acquition-youtube/1-extract_transcripts.ipynb index 5ea2fd5..5db7c2b 100644 --- a/prediction_acquition-youtube/1-extract_transcripts.ipynb +++ b/prediction_acquition-youtube/1-extract_transcripts.ipynb @@ -1490,7 +1490,8 @@ "source": [ "import yt_dlp\n", "from transformers import pipeline\n", - "from typing import Any, Mapping" + "from typing import Any, Mapping\n", + "import math" ] }, { @@ -1534,14 +1535,14 @@ "metadata": {}, "outputs": [], "source": [ - "video_id = \"ZZN7BAYeOtc\" #-rjnvL9LL3U ZZN7BAYeOtc mBK8o5orBbE LXPQrZV4Cfw fUmJAtFEGn8 MTVAkVkkaz4 Z0xP3GNpjkw\n", + "video_id = \"Z0xP3GNpjkw\" #-rjnvL9LL3U ZZN7BAYeOtc mBK8o5orBbE LXPQrZV4Cfw fUmJAtFEGn8 MTVAkVkkaz4 Z0xP3GNpjkw\n", "\n", "outtmpl = os.path.join(save_data_path, f\"{video_id}.webm\")" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 7, "id": "d7fea276", "metadata": {}, "outputs": [ @@ -1566,7 +1567,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "a73f63a2", "metadata": {}, "outputs": [ @@ -1586,7 +1587,7 @@ "\n", "pipe = pipeline(\n", " \"automatic-speech-recognition\",\n", - " model=\"openai/whisper-base\", # change to \"openai/whisper-large-v3\" if more memory is available\n", + " model=\"openai/whisper-large-v3\", # change to \"openai/whisper-large-v3\" if more memory is available (openai/whisper-base, openai/whisper-small, openai/whisper-medium)\n", " return_timestamps=True\n", ")\n", "\n", @@ -1595,17 +1596,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "8e03f911", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "\" We're now 50 hours till Super Bowl 60 that clock will continue to count down. It's going to be here before we know it. And let's continue the conversation around JSN, mean, obviously with the ball in his hands, he's so dynamic. But you've noticed some things when he doesn't even have the ball that you wanted to point out. And I think it's a part of why it was such a deserving offensive player of the year because of the gravity he exerts on the field. One of the stats that I love on throws over 10 yards. When the Seahawks throw to receiver not named JSN, that receiver is twice as likely as your average NFL receiver to be wide open or also significantly more likely to be open period. So if it's Cooper Cup or boat you whenever you want to see I say I'm going to like how is AJ Barnard so damn wide open a lot of the time it is because of the attention paid to JSN. He's also really impactful in the screen game. We've been talking about walkers receiver a couple plays from the ends of the season. This is in the Rams game. So often they run these post over concepts with JSN's as a two-man concept. the Rams defensive. Probably the entire second area follows J.S.S. You get the little throwback screen. You got a numbers advantage, which of course is very helpful. But in addition to the numbers and the blockers, look at all the grass in front of Kenneth Walker. You can even see the defensive when the C.S. Amd Arnold turns back. They assume he's going to throw to J.S.S.S.S. because so often Seattle does. Again, this is two couple weeks later against San Francisco. J.S.S.S.S.S. on the in-breaker. Once again, pulls the safety. Throw the screen. Again, you have the the player. And when the center first down play action, they run him so much on those overs and in breakers. It creates so much space for the other players on the game. I love that tape. It reminds me of a lot of what Andre Johnson used to impact in Houston. Gary Kubiak, Kyle Shanahan. I remember Kyle often talking about install. That was the part of the game where he would move Andre in all these different places. Andre would be in the slot. the motion out to end into how across the formation, bring them back, line them up in the backfield. And I think what you'll see in this game is Clint Kubiak doing that early on. Partly to have success, partly to get information. All right, what are you doing? What's New England's plan? When I moved J.S. in on first down from the slot outside in, what's their call? What's their check? Vice-person, what not. And when you hear Cooper Cup talk about the route running, it reminds me of Isaac Bruce. know with a shoulders never go up or down. They're just kind of steady. There's just no idea from a defensive back of like what's the likeliest route. Yeah, I think what I love about what you both are saying is how great players affect the entire football field. If this was basketball and swag, I'll understand this. If this was basketball, J.S. and Kenneth Walker are constantly in the picking role where they are the focal point, right? Like they can go into the hood and say, I need the ball. But everybody else feeds off of them. And So whether it's play action or their doubling JSN now Cooper Cup gets opportunity. The fact that he lines up in the backfield he plays number one, he plays the slot. And also to me, stacks and condensed splits make it extremely hard to not pay a ton of tension to them because you're always putting him in traffic. When a receiver is in traffic, now you are attracting bodies. And if you look at some of the plays the Cooper Cups make, the tight ends make when they're they are late developing in the play because so much attention has gone to Jackson. Yeah, I think it'd be really interesting just Clint Kubiak. What's the answer? But he's so good in games. You think about the Rams game where JSN really didn't do anything in the first half. And then when you see defense as bracketing in Kubiak is so good to your point about moving him around trying to find ways to get a matchups. And JSN never gets frustrated. Yeah, I think the other piece of it is too though. He understands he's going to get his at some point. Yeah, that's the reason you don't. have to get frustrated. It's not even that we have to have you number one in the progression. We have to make sure we call this play for you. It's eventually through the flow of the offense. You'll have your chance. And when he does, he seems to always capitalize. And like Dan says, every route, the stem, the top of the route, they look the same. That was a moment happens. You separate so much. He's so talented. Adarnals 18 completions or 20 or more area yards to Smith and Jigba are the most this season by any QB wide receiver combo. And we're going to talk about the Patriots answer to this. We continue to break down every angle of the Super Bowl 60. There's a look at sparkling Levi's stadium just about 35 miles down the road. It's going to take you a while to get there though. Just telling you traffic's been a little much here. But we expect that on a Super Bowl week. the Patriots can answer JSN on the other side. Opposing quarterbacks are completing just 39% of their passes with him in coverage this postseason on pace to be the lowest in a single season postseason since NFL next year and began tracking in 2018. He's allowed no touchdowns with an interception. He's just been locked down the best way to describe it right and Dan, we spoke at length about JSN the last block. What can New England try to do defensively to answer that on the other side. Yeah, so one pass off to palms. And this is something we've talked about, JSN and the Crossers start on one side of the field in this play action or crossing concept. New England is notorious for this. They didn't do it a ton this year, but there's a clip in the Denver game. And this is going to be palms, OK? So that linebacker's responsible for what we call the Curl, the Flat Area. This is quarter. So everybody's responsible for a quarter of the field in defense. Those two defenders at the bottom of the screen are playing palms. They're reading that slot receiver. Once that slot receiver outbreaks, it becomes cover two. The corner drives it. The safety plays over the top. So that's one way, will they'll try to have extra bodies on them. The other part is this pass off when a crossing route happens. The man in coverage passes it off to the safety. He cuts it and goes over the top. The palms thing for me is always from the quarterback's thought. I'm always like, it's hard at times for us. But I always know there's a shot down the field if you're not on the same page. I'm trying to think about the amount of times I've seen San Bernard and Seattle take whole shots. The reason that I would love to see palms or love to see two-sake these highs because I always think it's a great defense for condensed splits deep crossers. When you look at teams that have had success against two of Tungalvaloa and Miami dolphins, a lot of times you've seen them in Cover 2 or palms or two buster where you're passing off things with people who can see it from high to that's why it's so difficult in cover 3. I also wonder what you do with Christian Gonzalez if you're ever say okay we got to get it more men and men do you put him on Rashid Shaheed and allow them to be one on one or with Cooper Cup and then you double team where you played the Cloud coverage to J.S.N. And so now you have an I.L.A. Double 11. Yeah, double 11 where you could put hands where you could put hands on him, have someone over the top and I would never play in and out because he's too good of a rope. How does that change so within moving? the way they change is when he moves is now you can just change the sides. The problem is you're never going to be upset to me in my opinion if Carlton Davis ends up on if Carlton Davis has to end up on Rashid Shaheed or Cooper Cup because it's the change of strength motion. What you never want is for JSN to end up in the man the man that would be the guy that's the second that the second while receiver. So for those who don't know the one double recommendation is really interesting because that's what the Patriots use famously Don't wait they did it with the road So and I think it does make sense it does I do think though Gonzales as great as he is she he can get him with a speed you remember Marvin Mims obviously in the AFC JV to have beat him on the go route And I also think if they end up playing any form of man coverage There's here you see here Gonzo. I mean he just got beat like the game. But that's been there. That shot is on the backside. You can take a shot at the safe. I think this is a little bit more into safety than Gonzo. Why you go get Rishi Jihid when you bring in that speed. Because you've seen this all year, you talked about them cutting the crossers. Teams will do that to JSN. It does create opportunities for the other players. I think with the man, if the Patriots were to play a decent amount of man coverage, which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez, my concern would actually be less JSN, even though I do think he would get his still against Gonzo Revert. And more about the other, yeah, the tight ends, the backs we talk about Walker, if you can get him on the linebackers and the passing game. This is what's scary about this, as much as it flows through JSN, they do have other skill players who can beat you and they can also use them to hunt matchups. That's why the Cooper Cup, bending this game is huge, just the understanding of space and where to go. I wanna get to this new Ian Patre as defense. We talked about them and we haven't really locked in on how good they've been they've been phenomenal as well Now we talk about what the other teams were missing so it kind of dilutes that conversation But there's also within this defensive of Mike Raeble of wanting to keep things in front of him There will be those open holes in this zone There will be these opportunities to find space for Drake May and move this football down the field I'm I'm excuse me. So you look at you look at this defense from New England, right? And you it's about finding where the open spot is. You got this slide on the out route. To me, that's open. To me, that is where your eyes need to get to with an understanding of this is going to be getting the ball out of quick. I mean, of what you're liaing yourself to what you say earlier about this defense. If you can find those opportunities early and downs, sometimes and you notice sometimes the play is called there's an expectation for your first read and if that first read is taken away it's about how fast can you get to those next ones and I think I think New England gives you a lot of those opportunities when they play zone the problem is Milton Williams has been so good at pressing the pocket that you feel some panic before you can find that area that is how they tie in secondary and pass rush. I'm not going to be a big fan of the game. I'm not going to be a big fan of the game. I'm not going to be a big fan of the game. I'm not going to be a big fan of the game. I'm not going to be a big fan of the game. I'm not going to be a big fan of the game. I'm not going to be a big fan of the game. 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Totally are you guys ready for us to make some Super Bowl picks. Yeah that's coming up next. Sunday at 6 30 Eastern these two teams will figure out which one ends up hoisting that lambardi you see them talking about it it's becoming even more real and Marcus when you look at this game, what's one thing that you think will define Super Bowl 60? A young man by the name of the Wayne Carter, aka Lil Wayne, has said what is a goon to a goblin? Who? And Leonard Williams is a goblin. And the other side of that is Milton Williams is a goblin who we haven't talked about enough who's taken over games for the New England Patriots on the interior. He is doing exactly what they paid him to do for as much as we've talked about the Seattle Seahawks defensive line. These two interior guys between Christian Barmore and Milton Williams have impacted games as much as anybody in these playoffs. And I think in order for New England to have a shot at winning this game and winning it straight up those two are who we are going to have to talk about after the game. I don't know if you can talk about pivotal matchups in this game and not mention the name Will Campbell. Yeah. Since returning from injury, Will Campbell has truly been an Achilles heel for this offense and Drake made the pressure that we've seen created from the left side of the offensive line of the New England Patriots. And if you're Mike McDonald, this sea hawk defense, you're going to try to get as many one-on-one matchups as you can with the young rookie and believe me, he is going to be the fish. going to be arguments on the sideline of who gets the lineup on the right side of the defensive line. We've been showing you guys explosive Seattle pass plays all week. Most of them happen on first down, under sender play action. Jackson's was in jigga running deep on the crosser. They average nearly nine yards of pass on first down this season. Second only to new Patriots. Milton, probably Milton Williams versus the interior of the CX offensive line is a mismatch. but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run past conflict. It's when they're the best. Yeah, going last on this one is outstanding. There you go, Dan. Dan, do the short call. I turn over. I said kickers. Who can weather the storm? Both of these teams lead the NFL or tops in the NFL when it comes to first quarter scoring differential. So who comes out and throws the first punch? And then who can kind of punch back? Seattle plus 79. first quarter, outscoring their opponents to New England, plus 45. So what team kind of takes that lead early on, but if that's the case, what team in that first quarter can kind of throw that counter punch back? Dan, this is really interesting, but there was a baby that was still in the show back at where's the baby? Nobody. Nobody. I'll take the baby. This is symbol. You know baby. Oh, Dan. Oh, Dan's got the baby. Dan's not going to give the baby back. baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby I'm glad that wasn't me number 12. All right, let's talk about this game. That's what I'm told in my ear. ESPN Analytics simulated the Super Bowl 10,000 times and the Seahawks were victorious in 60% of those simulations. The average score difference in those 10,000 matchups was the Seahawks by about three and a half points. Currently, Draft King Sportsbook has Seattle as a four and a half point favorite. Swagoo, you first, who you got in this game. I remember being in New England. It was snowing and the Houston Texans were coming in the town. And I was thinking to myself, there is no way you're going to be able to beat the Houston Texans with the way that that defense has played. We've talked about Seattle defense and how good they've been all season long. I'm taking Seattle. I'm taking the Seattle fan. I think that from the team, I think all the fans will show up. All right. We have fans this entire week talking about the matchups, both sides of the ball between these teams. Most of those matchups favor the Seattle Seahawks. Top to bottom, the roster is better. If Sam Darnold protects the football, limits turnovers, I do not see how Seattle loses this game. I'm picking Seattle. Yeah, I think every team has their moment and it feels like the Seattle Seahawks are destined for this moment. the way that this defense has played all year. The story behind Sam Drono, then Jackson Smith and Jigabas, absolute excellence at the position. This is a team under Mike McDonald that knew exactly who they needed to be and they'll be that on Sunday evening. Yeah, I'm taking Seattle. They've been one of the more dominant football teams you've seen in the NFL last 10 years. I think New England's defense can keep them in and out so much respect for Mike Brabel as a coach. Seattle has been with the Rams. The two best teams in football all year. Seattle plays their A game. They control the football game. They win. Budgie, please. We are the FFF danger of the NFL live curse affecting Super Bowl 60, but it's not going to happen. I go with the Patriots. Yeah. You guys love me. I knew you. All right. But here's why. I actually think Drake Man is leg. It's going to be the key factor in this game. I think he's going to step up in huge moments. Yeah. I'm doing it for you. No, seriously, Drake May is going to stand up and it's going to be great and they're going to win and you guys are all going to be wrong. And go with that. On Sunday night, I'll go with my seat you as part of the handoff show, which tune in around 1 a.m. Eastern time. We'll talk about how I'm right and you guys are wrong. And then we'll see you again on Monday in Disney Land. We've got all kinds of great coverage still coming up. Thanks to everybody for being here. Thanks for our incredible staff back in Bristol, Connecticut. We love you guys. So we appreciate everybody for tuning in in Joy's Super Bowl 60s. Forks that are with Matt and Hannah's next. Thank you all, I'm in. The The The The The The The The The The The The The The The The The The The The The The The The The The The The The\"" + "' Welcome to CBS Sports HQ presented by Heinz. It has to be Heinz and this has to be a good show because it\\'s a Friday of Super Bowl week. I\\'m Jenny Dell. The Super Bowl the day after tomorrow. We are almost there. We\\'ve made it. Let\\'s get through this Friday afternoon together and then we can celebrate Super Bowl weekend. Super Bowl 60 going down on Sunday at Levi\\'s Stadium. Seahawks and the Patriots battling for NFL supremacy. The Patriots 12th the Super Bowl appearance. That\\'s the most of any franchise and of course a rematch of Super Bowl 49 with And hearing about that all week, the Pats, of course, won that one. Fun fact for this, this marks the 10th Super Bowl rematch ever. The previous nine, the team that won the first meeting has gone on to win six times. So history, pressure, the Lombardi Trophy on the line. Damian Harris is holding it down in Santa Clara with our cast and crew. Damian, take it away. Thanks, Jenny. We\\'ve got CBS finest crew here for the final day of Radio Row here at Super Bowl 60. I\\'m Damian Harris. We got Brian McFadden, Kyle Long, the amazing, great Peter Prisco. Fellas, we are two days away from the Super Bowl. The game will be played. A Super Bowl champion will be crowned. What are your final thoughts going into the game? Pete, I\\'ll start with you. Sam Darnold. Uh-oh, it\\'s time. I mean, look, so far he\\'s played very well in the postseason. He hasn\\'t become Sam Darnold of late last year. And this is the moment for him to show everybody that that\\'s all behind. And can he do it? That\\'s the biggest question. On the biggest stage, will he be able to do what he\\'s done so far in the playoffs? And look, the way they scheme things up, Clint Kubiak does a great job of making it easy on him. I think he\\'s going to be able to play some good football in the finest moment and shut people like me up. So you\\'re a believer, Pete? I\\'m not a believer that he\\'s an elite quarterback. I\\'m a believer that he\\'s a good enough quarterback. Okay, Kyle, what about you? The last two Super Bowls I\\'ve watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage. that really being the story of the game. Josh McDaniel\\'s protection plan, that\\'s what I\\'m really keyed in on. How are they going to protect the interior part of that pocket? We know there\\'s issues at the tackle position, and we know Seattle\\'s got guys that can come in waves as rushers. That\\'s the story. In order to protect your quarterback and have success, you need to win the line of scrimmage, particularly the A and the B gaps. For me, you guys gave great stories. I have the story, the status of Nick Emanwuri. Hearing the ankle injury that he sustained Wednesday, he did not practice at all yesterday, even though the team came out and made a statement that they expect him to play, but to what level? Because we know when you\\'re a guy like Nick Emanwuri, the ability to impact a ball game can come in a multitude of ways because of the versatility, but if he\\'s not at his best, their defense won\\'t be at their best. You know what I mean? So when you look at his impact, like I said, he is the Kyle Hamilton for their defense and how Mike McDonald utilizes him in run support, in the blitz concept, and most importantly, in the coverage end of things as well. Remember what he was doing against Puka Nakua in the championship game and Devontae? You don\\'t oftentimes see guys 6\\'3\", 220-plus, cover like he can cover. So waiting to see his status I think is very, very important for their overall team success on the defensive side. And when you look at what Nick Emanwuri does, I mean, Seattle\\'s defense, they don\\'t pressure a lot. But whenever they do pressure, it\\'s usually with Nick Emanwuri. Pete, I know that this Seattle Seahawks defense, they get to the quarterback a lot. And they\\'re going against an offensive line that doesn\\'t protect very well. Even if Nick Emanwuri isn\\'t 100%, do you think the Seattle Seahawks defense has enough to get to Drake May early and often and make him uncomfortable? With four. With four. They don\\'t need Nick Emanwuri to brush the passer. That\\'s the key to winning in the Super Bowl, like you said. is the key to winning for all time. If you go back in history, anybody who could rush with four is going to win Super Bowls. Go back to the Jimmy Johnson Cowboys. They all rushed with four, and they dominated. When the Giants upset the Patriots, how did they do it? By rushing with four. And this team can rush with four. And when you rush with four, that puts an awful lot of pressure on the quarterback, the young quarterback, to decipher what\\'s going on behind him. And we\\'ve seen him have struggles. I mean, that\\'s the story that not a lot of people are talking about. Drake May is completing under 60% of his passes in the playoffs. He\\'s been sacked 15 times. His eye level has come down. This is a big moment for Drake May, too. I\\'m glad he pointed out the pressure in the postseason and his response to pressure, Drake May, because there was nobody better during the regular season at taking on pressure and turning into explosives. So to your point, I mean, get in his grill, find a way to get his eye level down. And I think the way that they handled, they fought fire with fire in Denver. They ran the football almost 30 times in the second half. Damian, that\\'s like our fantasy. You know what I\\'m saying? I don\\'t have to drop back and pass protect ever. We can just run the football behind 61 and when you, I believe his name is, he\\'s about two humans wide. Just give the ball to your running backs and make those defensive linemen have to play the rush. That\\'s how I think they can fight fire with fire. No, Pete, you said something that was very, very intriguing, that there\\'s a lot of pressure on Drake May, which I don\\'t disagree with. But I think there\\'s even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback because there\\'s a significant drop-off in their points that they\\'ve averaged. In regular season play, they averaged 28 points. In the playoff games, they only averaged 15 because they haven\\'t been able to protect their quarterback. So Josh McDaniels, if I\\'m not mistaken, who will be coaching his 10th Super Bowl? Wow. His 10th Super Bowl, we need to see that experience being put forth in terms of the scheme, the strategy that he plans on using to help his offensive line, especially the left side. Well, it\\'s interesting, and I wanted to ask you this because you were a running back and you played on the offensive line. They go to a lot of jumbo formations. They bring that extra tackle in. Yes. Mumford comes in there. Mumford comes in. He comes in and plays right tackle. Huh? When he comes in, is that when you\\'re running the ball behind the jumbo package, is that a big advantage for you as a back? You\\'re damn right. I mean, knowing you\\'ve got an extra Kyle Long in front of you to at least just say, cover a guy up, and then if you get the ability to collect and climb to the second level, that\\'s just more big people on more small people. I mean, like you say, Seattle\\'s got four great defensive linemen, but when you\\'ve got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta\\'s second level, which we\\'ve seen, if it\\'s Travion Henderson, even Ramondre Stevenson, if they get to the second level, they can make those big explosive runs that make the key differences in the game. But speaking of those Patriots running backs, I do want to talk about X factors because when you look through the history of the Super Bowl, some of the greatest moments haven\\'t been made by the superstars of the team. It\\'s been the X factors. Sometimes it\\'s James White for the New England Patriots or Julian Edelman. If you guys have an X factor for who\\'s going to determine the outcome of tonight\\'s game, Kyle Long, I\\'ll start with you. Who do you think? I think it\\'s got to be the kicking game. I mean, look, I was there at the AFC championship, and you talked about the points per game. While I agree with you, the defenses they were playing against were great, and they couldn\\'t even see where the ball was going to be thrown. That\\'s how white out of a condition it was. But the kicking game is what that game came down to pretty much, and that\\'s what I think this one will come down to as well. There will be a 50-plus yarder at some point in the game. Who\\'s going to make it? Pete? Well, I think an X factor for the Patriots, I don\\'t think they\\'re going to win the game, but I think the X factor for the Patriots is Hunter Henry. And the reason I say that is Seattle has been awful against tight ends this year. They\\'re giving up an average of over six catches per game to the tight end position. And that\\'s a problem when you play a team, because they can get Hunter Henry in the middle of the field, get the ball out of Drake May\\'s hands. And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards. I like that. And they have to get the ball. And if Iman Worry isn\\'t in the game, then it becomes that much more of a factor. because I think if he\\'s not there, and he missed time this year, they might move Witherspoon inside to play the slot corner. Remember, Witherspoon used to play the slot for them as well. Correct, but you don\\'t want him playing in there, but he can do it, but then that weakens you on the outside a little bit because I think you get other guys on the field. Job gets on the field more, Wolin gets on the field more, and I think that weakens them on defense. And their dime package has been very, very influential because you now have Nick Emanwary playing the dime, you have Spoon playing the nickel, two guys that are very, very relentless in terms of tackling, and they play with their hair on fire. So if they don\\'t have that status in terms of their sub packages, who knows? But for me, I know we\\'ve highlighted Seattle, talking about Sam. What about the Patriots and their game plan for JSN? So my X factor that I\\'m watching and looking to see the impact is the two corners, right? Carlton Davis and Christian Gonzalez. Both guys have been lock down this playoff stretch. Christian Gonzalez, guys, in the playoffs, he\\'s allowed a zero passer rating in the fourth quarter. Zero passing rating. He\\'s been playing his best football in the more critical moments to close out ball games to be able to get to this point. And JSN has been the most prolific wide receiver this season. And when Sam is thrown to JSN, he is a much better quarterback. So what\\'s the game plan on number 11? Did you see what Carlton Davis said yesterday? He said that Christian Gonzalez is going to spend most of the time on JSA. And see, I\\'m a bit surprised that he made that known now. I agree. Because oftentimes. He\\'s got to work through all that trash going across the field. I don\\'t like that at all, by the way. With all the stuff they do with JSA and getting Sam on the outside. But what I\\'m saying with this, Kyle and Damian, when you basically kind of gave an insight on the game plan. I don\\'t like that. I don\\'t like that either. Well, here\\'s the thing. Or did he? Smoke screen. But here\\'s the thing, though. Here\\'s the thing, gentlemen, gentlemen. We live in the era of you have to play the game within a game. This is media week. We talked about this how many times about now is the time more than ever to limit distractions. And why not give somebody a distraction? Hey, guess what we\\'re going to do when we\\'re not going to do that? Do you think they\\'re going to do it? I don\\'t think that they\\'re going to do that. Seattle, I don\\'t think they\\'re going to do it. So you think you gave away the game plan? The reason why I don\\'t think that they would do it is because that\\'s not who Seattle has been. They are a zone defense who likes to have eyes on the Patriots. The Patriots. Oh, yeah, yeah, yeah. Yeah, they\\'re playing for JSN. I think that, yes, they will follow. Yes, they will follow. For some reason, I thought the Seahawks were covering JSN. But, yes, I think Gonzalez will absolutely travel with JSN. So why would he get that away? Because... He got caught up in the moment? He got caught up in the moment. This is the Super Bowl. Again, we\\'re talking about distraction. He\\'s right to right. We\\'re talking about media. The lights are bright and the microphones are hot. But I will say, one guy that has gone under the radar, even through his success in the end of the regular season, end of the postseason, my X-Factor is going to be Ramondre Stevenson. And I\\'ll even say this, because I like to follow storylines when it comes to games like this. A very interesting storyline for me is what Mondre Stevenson has gone through off the field. The loss of his father this season. The motivation that he\\'s played with through the fumbling issues and still having to deal with that off the field. And how has he responded in the second half of the season? He\\'s been one of the more reliable players, not only in the run game, not only pass protection and protecting Drake May, but as a receiver as well. So I think if the Patriots are going to have a good offensive game plan, run or pass, it will start with Ramon Tisner. And if I\\'m not mistaken, he hasn\\'t fumbled since October. So he\\'s due for one. He has not, no. Well, listen, before Pete starts jinxing more people and putting bad juju out there, let\\'s just get a final score prediction. Pete, we\\'ll start with you. 27-10 Seattle. I think the defense is suffocating. I think that offensive line is a problem. And I think Drake May hasn\\'t played well. I think Seattle dominates this game. 24-17 Seattle Seahawks. Am I the lone wolf? Are you getting the pick? Do it. He\\'s a Patriot. I know he\\'s a homer. But my initial prediction when the playoffs were set, I had the New England Patriots beating Seattle. I had this matchup. So I\\'m sticking with my guns with this one. I had the Patriots 23-20. You told me you were wavering. I\\'m not wavering. Fellas, the best part about being the point guard is I just dish it out. I don\\'t need to make a pick. You already know who I\\'m rocking with. We appreciate y\\'all. Final day already. Our real Super Bowl coming up in two days. Thank y\\'all. We appreciate y\\'all.'" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1616,643 +1617,434 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "8cd88e10", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[{'timestamp': (0.0, 4.88),\n", - " 'text': \" We're now 50 hours till Super Bowl 60 that clock will continue to count down.\"},\n", - " {'timestamp': (4.88, 6.32),\n", - " 'text': \" It's going to be here before we know it.\"},\n", - " {'timestamp': (6.32, 10.64),\n", - " 'text': \" And let's continue the conversation around JSN, mean, obviously with the ball in his hands,\"},\n", - " {'timestamp': (10.64, 11.44), 'text': \" he's so dynamic.\"},\n", - " {'timestamp': (11.44, 14.4),\n", - " 'text': \" But you've noticed some things when he doesn't even have the ball that you wanted to point out.\"},\n", - " {'timestamp': (14.4, 17.12),\n", - " 'text': \" And I think it's a part of why it was such a deserving offensive player of the year\"},\n", - " {'timestamp': (17.12, 20.04),\n", - " 'text': ' because of the gravity he exerts on the field.'},\n", - " {'timestamp': (20.24, 23.92),\n", - " 'text': ' One of the stats that I love on throws over 10 yards.'},\n", - " {'timestamp': (24.16, 28.36),\n", - " 'text': ' When the Seahawks throw to receiver not named JSN,'},\n", - " {'timestamp': (28.72, 0.0), 'text': ''},\n", - " {'timestamp': (5.7, 10.16),\n", - " 'text': \" that receiver is twice as likely as your average NFL receiver to be wide open or also significantly more likely to be open period. So if it's Cooper Cup or\"},\n", - " {'timestamp': (10.16, 12.76),\n", - " 'text': \" boat you whenever you want to see I say I'm going to like how is AJ Barnard so\"},\n", - " {'timestamp': (12.76, 17.1),\n", - " 'text': ' damn wide open a lot of the time it is because of the attention paid to JSN.'},\n", - " {'timestamp': (17.1, 21.1),\n", - " 'text': \" He's also really impactful in the screen game. We've been talking about walkers\"},\n", - " {'timestamp': (21.1, 24.44),\n", - " 'text': ' receiver a couple plays from the ends of the season. This is in the Rams game.'},\n", - " {'timestamp': (24.44, 29.3),\n", - " 'text': \" So often they run these post over concepts with JSN's as a two-man concept.\"},\n", - " {'timestamp': (29.3, 0.0), 'text': ''},\n", - " {'timestamp': (1.0, 2.0), 'text': ' the Rams defensive.'},\n", - " {'timestamp': (2.0, 3.0), 'text': ' Probably the entire second'},\n", - " {'timestamp': (3.0, 4.0), 'text': ' area follows J.S.S.'},\n", - " {'timestamp': (4.0, 5.0), 'text': ' You get the little throwback'},\n", - " {'timestamp': (5.0, 6.0), 'text': ' screen.'},\n", - " {'timestamp': (6.0, 7.0), 'text': ' You got a numbers'},\n", - " {'timestamp': (7.0, 8.0), 'text': ' advantage, which of course'},\n", - " {'timestamp': (8.0, 9.0), 'text': ' is very helpful.'},\n", - " {'timestamp': (9.0, 10.0), 'text': ' But in addition to the'},\n", - " {'timestamp': (10.0, 11.0), 'text': ' numbers and the blockers,'},\n", - " {'timestamp': (11.0, 12.0), 'text': ' look at all the grass in'},\n", - " {'timestamp': (12.0, 13.0), 'text': ' front of Kenneth Walker.'},\n", - " {'timestamp': (13.0, 14.0), 'text': ' You can even see the'},\n", - " {'timestamp': (14.0, 15.0), 'text': ' defensive when the C.S.'},\n", - " {'timestamp': (15.0, 16.0), 'text': ' Amd Arnold turns back.'},\n", - " {'timestamp': (16.0, 17.0), 'text': \" They assume he's going to\"},\n", - " {'timestamp': (17.0, 18.0), 'text': ' throw to J.S.S.S.S.'},\n", - " {'timestamp': (18.0, 19.0), 'text': ' because so often Seattle'},\n", - " {'timestamp': (19.0, 20.0), 'text': ' does.'},\n", - " {'timestamp': (20.0, 21.0), 'text': ' Again, this is two'},\n", - " {'timestamp': (21.0, 22.0), 'text': ' couple weeks later against'},\n", - " {'timestamp': (22.0, 23.0), 'text': ' San Francisco.'},\n", - " {'timestamp': (23.0, 24.0), 'text': ' J.S.S.S.S.S.'},\n", - " {'timestamp': (24.0, 25.0), 'text': ' on the in-breaker.'},\n", - " {'timestamp': (25.0, 26.0), 'text': ' Once again, pulls the'},\n", - " {'timestamp': (26.0, 27.0), 'text': ' safety.'},\n", - " {'timestamp': (27.0, 28.0), 'text': ' Throw the screen.'},\n", - " {'timestamp': (28.0, 29.0), 'text': ' Again, you have the'},\n", - " {'timestamp': (29.0, 0.0), 'text': ''},\n", - " {'timestamp': (1.9, 2.9), 'text': ' the player.'},\n", - " {'timestamp': (2.9, 4.64), 'text': ' And when the'},\n", - " {'timestamp': (4.64, 6.0), 'text': ' center first down play'},\n", - " {'timestamp': (6.0, 7.6), 'text': ' action, they run him so much'},\n", - " {'timestamp': (7.6, 8.8), 'text': ' on those overs and in'},\n", - " {'timestamp': (8.8, 9.8), 'text': ' breakers.'},\n", - " {'timestamp': (9.8, 10.8), 'text': ' It creates so much space for'},\n", - " {'timestamp': (10.8, 11.8), 'text': ' the other players on the'},\n", - " {'timestamp': (11.8, 12.8), 'text': ' game.'},\n", - " {'timestamp': (12.8, 13.8), 'text': ' I love that tape.'},\n", - " {'timestamp': (13.8, 14.8), 'text': ' It reminds me of a lot of'},\n", - " {'timestamp': (14.8, 15.8), 'text': ' what Andre Johnson used to'},\n", - " {'timestamp': (15.8, 17.8), 'text': ' impact in Houston.'},\n", - " {'timestamp': (17.8, 19.8), 'text': ' Gary Kubiak, Kyle Shanahan.'},\n", - " {'timestamp': (19.8, 20.8), 'text': ' I remember Kyle often'},\n", - " {'timestamp': (20.8, 22.8), 'text': ' talking about install.'},\n", - " {'timestamp': (22.8, 23.8), 'text': ' That was the part of the'},\n", - " {'timestamp': (23.8, 24.8), 'text': ' game where he would move'},\n", - " {'timestamp': (24.8, 25.8), 'text': ' Andre in all these'},\n", - " {'timestamp': (25.8, 26.8), 'text': ' different places.'},\n", - " {'timestamp': (26.8, 27.8), 'text': ' Andre would be in the'},\n", - " {'timestamp': (27.8, 28.8), 'text': ' slot.'},\n", - " {'timestamp': (28.8, 0.0), 'text': ''},\n", - " {'timestamp': (3.16, 5.68),\n", - " 'text': ' the motion out to end into how across the formation, bring them back, line them up in the backfield.'},\n", - " {'timestamp': (5.68, 7.48),\n", - " 'text': \" And I think what you'll see in this game\"},\n", - " {'timestamp': (7.48, 10.48), 'text': ' is Clint Kubiak doing that early on.'},\n", - " {'timestamp': (10.48, 13.72),\n", - " 'text': ' Partly to have success, partly to get information.'},\n", - " {'timestamp': (13.72, 14.84), 'text': ' All right, what are you doing?'},\n", - " {'timestamp': (14.84, 16.08), 'text': \" What's New England's plan?\"},\n", - " {'timestamp': (16.08, 19.44),\n", - " 'text': ' When I moved J.S. in on first down from the slot outside in,'},\n", - " {'timestamp': (19.44, 20.28), 'text': \" what's their call?\"},\n", - " {'timestamp': (20.28, 21.32), 'text': \" What's their check?\"},\n", - " {'timestamp': (21.32, 22.72), 'text': ' Vice-person, what not.'},\n", - " {'timestamp': (22.72, 25.92),\n", - " 'text': ' And when you hear Cooper Cup talk about the route running,'},\n", - " {'timestamp': (25.92, 28.04), 'text': ' it reminds me of Isaac Bruce.'},\n", - " {'timestamp': (28.04, 0.0), 'text': ''},\n", - " {'timestamp': (5.44, 10.16),\n", - " 'text': \" know with a shoulders never go up or down. They're just kind of steady. There's just no idea from a defensive back of like what's the likeliest route. Yeah, I think what I love\"},\n", - " {'timestamp': (10.16, 15.56),\n", - " 'text': ' about what you both are saying is how great players affect the entire football field.'},\n", - " {'timestamp': (15.56, 20.52),\n", - " 'text': \" If this was basketball and swag, I'll understand this. If this was basketball, J.S. and Kenneth\"},\n", - " {'timestamp': (20.52, 24.16),\n", - " 'text': ' Walker are constantly in the picking role where they are the focal point, right? Like they'},\n", - " {'timestamp': (24.16, 28.92),\n", - " 'text': ' can go into the hood and say, I need the ball. But everybody else feeds off of them. And'},\n", - " {'timestamp': (28.92, 0.0), 'text': ''},\n", - " {'timestamp': (5.2, 8.96),\n", - " 'text': \" So whether it's play action or their doubling JSN now Cooper Cup gets opportunity. The fact that he lines up in the backfield he plays number one, he plays the slot.\"},\n", - " {'timestamp': (8.96, 14.72),\n", - " 'text': ' And also to me, stacks and condensed splits make it extremely hard to not pay a ton of'},\n", - " {'timestamp': (14.72, 17.52),\n", - " 'text': \" tension to them because you're always putting him in traffic.\"},\n", - " {'timestamp': (17.52, 21.36),\n", - " 'text': ' When a receiver is in traffic, now you are attracting bodies.'},\n", - " {'timestamp': (21.36, 25.88),\n", - " 'text': \" And if you look at some of the plays the Cooper Cups make, the tight ends make when they're\"},\n", - " {'timestamp': (25.88, 0.0), 'text': ''},\n", - " {'timestamp': (5.1, 8.26),\n", - " 'text': \" they are late developing in the play because so much attention has gone to Jackson. Yeah, I think it'd be really interesting just Clint Kubiak.\"},\n", - " {'timestamp': (8.26, 9.26), 'text': \" What's the answer?\"},\n", - " {'timestamp': (9.26, 11.26), 'text': \" But he's so good in games.\"},\n", - " {'timestamp': (11.26, 14.86),\n", - " 'text': \" You think about the Rams game where JSN really didn't do anything in the first half.\"},\n", - " {'timestamp': (14.86, 18.76),\n", - " 'text': ' And then when you see defense as bracketing in Kubiak is so good to your point about moving'},\n", - " {'timestamp': (18.76, 20.78),\n", - " 'text': ' him around trying to find ways to get a matchups.'},\n", - " {'timestamp': (20.78, 22.46), 'text': ' And JSN never gets frustrated.'},\n", - " {'timestamp': (22.46, 25.7),\n", - " 'text': ' Yeah, I think the other piece of it is too though.'},\n", - " {'timestamp': (25.7, 28.3),\n", - " 'text': \" He understands he's going to get his at some point.\"},\n", - " {'timestamp': (28.3, 29.98), 'text': \" Yeah, that's the reason you don't.\"},\n", + "[{'timestamp': (0.0, 29.98),\n", + " 'text': \" Welcome to CBS Sports HQ presented by Heinz. It has to be Heinz and this has to be a good show because it's a Friday of Super Bowl week. I'm Jenny Dell. The Super Bowl the day after tomorrow. We are almost there. We've made it. Let's get through this Friday afternoon together and then we can celebrate Super Bowl weekend. Super Bowl 60 going down on Sunday at Levi's Stadium. Seahawks and the Patriots battling for NFL supremacy. The Patriots 12th the Super Bowl appearance. That's the most of any franchise and of course a rematch of Super Bowl 49 with\"},\n", " {'timestamp': (29.98, 0.0), 'text': ''},\n", - " {'timestamp': (4.24, 7.92),\n", - " 'text': \" have to get frustrated. It's not even that we have to have you number one in the progression. We have to make sure we call this play for you. It's eventually\"},\n", - " {'timestamp': (7.92, 12.28),\n", - " 'text': \" through the flow of the offense. You'll have your chance. And when he does, he\"},\n", - " {'timestamp': (12.28, 17.34),\n", - " 'text': ' seems to always capitalize. And like Dan says, every route, the stem, the top'},\n", - " {'timestamp': (17.34, 22.2),\n", - " 'text': ' of the route, they look the same. That was a moment happens. You separate so much.'},\n", - " {'timestamp': (22.2, 25.56),\n", - " 'text': \" He's so talented. Adarnals 18 completions or 20 or more\"},\n", - " {'timestamp': (25.56, 0.0), 'text': ''},\n", - " {'timestamp': (2.0, 4.0),\n", - " 'text': ' area yards to Smith and Jigba are the most this season'},\n", - " {'timestamp': (4.0, 6.0), 'text': ' by any QB wide receiver combo.'},\n", - " {'timestamp': (6.0, 8.0), 'text': \" And we're going to talk about the\"},\n", - " {'timestamp': (8.0, 10.0), 'text': ' Patriots answer to this.'},\n", - " {'timestamp': (10.0, 12.0), 'text': ' We continue to break down every'},\n", - " {'timestamp': (12.0, 14.0), 'text': ' angle of the Super Bowl 60.'},\n", - " {'timestamp': (14.0, 16.0), 'text': \" There's a look at sparkling\"},\n", - " {'timestamp': (16.0, 18.0), 'text': \" Levi's stadium just about 35\"},\n", - " {'timestamp': (18.0, 20.0), 'text': \" miles down the road. It's going to\"},\n", - " {'timestamp': (20.0, 22.0), 'text': ' take you a while to get there though.'},\n", - " {'timestamp': (22.0, 24.0), 'text': \" Just telling you traffic's been a\"},\n", - " {'timestamp': (24.0, 26.0), 'text': ' little much here. But we expect'},\n", - " {'timestamp': (26.0, 28.0), 'text': ' that on a Super Bowl week.'},\n", - " {'timestamp': (28.0, 0.0), 'text': ''},\n", - " {'timestamp': (6.56, 11.12),\n", - " 'text': ' the Patriots can answer JSN on the other side. Opposing quarterbacks are completing just 39% of their passes with him in coverage this postseason on pace to be the lowest in a single'},\n", - " {'timestamp': (11.12, 17.68),\n", - " 'text': \" season postseason since NFL next year and began tracking in 2018. He's allowed no touchdowns\"},\n", - " {'timestamp': (17.68, 21.2),\n", - " 'text': \" with an interception. He's just been locked down the best way to describe it right and\"},\n", - " {'timestamp': (21.2, 27.52),\n", - " 'text': ' Dan, we spoke at length about JSN the last block. What can New England try to do defensively'},\n", - " {'timestamp': (27.52, 0.0), 'text': ''},\n", - " {'timestamp': (1.84, 4.84),\n", - " 'text': ' to answer that on the other side. Yeah, so one pass off to palms.'},\n", - " {'timestamp': (4.84, 8.16),\n", - " 'text': \" And this is something we've talked about, JSN and the Crossers\"},\n", - " {'timestamp': (8.16, 10.88),\n", - " 'text': ' start on one side of the field in this play action'},\n", - " {'timestamp': (10.88, 12.32), 'text': ' or crossing concept.'},\n", - " {'timestamp': (12.32, 14.4), 'text': ' New England is notorious for this.'},\n", - " {'timestamp': (14.4, 15.96), 'text': \" They didn't do it a ton this year,\"},\n", - " {'timestamp': (15.96, 17.92),\n", - " 'text': \" but there's a clip in the Denver game.\"},\n", - " {'timestamp': (17.92, 19.28), 'text': ' And this is going to be palms, OK?'},\n", - " {'timestamp': (19.28, 22.6),\n", - " 'text': \" So that linebacker's responsible for what we call the Curl,\"},\n", - " {'timestamp': (22.6, 23.2), 'text': ' the Flat Area.'},\n", - " {'timestamp': (23.2, 24.0), 'text': ' This is quarter.'},\n", - " {'timestamp': (24.0, 26.04),\n", - " 'text': \" So everybody's responsible for a quarter of the field\"},\n", - " {'timestamp': (26.04, 27.0), 'text': ' in defense.'},\n", - " {'timestamp': (27.0, 28.6),\n", - " 'text': ' Those two defenders at the bottom of the screen'},\n", - " {'timestamp': (28.6, 29.32), 'text': ' are playing palms.'},\n", - " {'timestamp': (29.32, 0.0), 'text': ''},\n", - " {'timestamp': (1.84, 5.72),\n", - " 'text': \" They're reading that slot receiver. Once that slot receiver outbreaks, it becomes cover two.\"},\n", - " {'timestamp': (5.72, 7.0), 'text': ' The corner drives it.'},\n", - " {'timestamp': (7.0, 8.44), 'text': ' The safety plays over the top.'},\n", - " {'timestamp': (8.44, 11.08),\n", - " 'text': \" So that's one way, will they'll try to have extra bodies\"},\n", - " {'timestamp': (11.08, 11.68), 'text': ' on them.'},\n", - " {'timestamp': (11.68, 14.56),\n", - " 'text': ' The other part is this pass off when a crossing route'},\n", - " {'timestamp': (14.56, 15.08), 'text': ' happens.'},\n", - " {'timestamp': (15.08, 17.72),\n", - " 'text': ' The man in coverage passes it off to the safety.'},\n", - " {'timestamp': (17.72, 19.96), 'text': ' He cuts it and goes over the top.'},\n", - " {'timestamp': (19.96, 22.6),\n", - " 'text': \" The palms thing for me is always from the quarterback's\"},\n", - " {'timestamp': (22.6, 22.8), 'text': ' thought.'},\n", - " {'timestamp': (22.8, 25.48),\n", - " 'text': \" I'm always like, it's hard at times for us.\"},\n", - " {'timestamp': (25.48, 28.52),\n", - " 'text': \" But I always know there's a shot down the field if you're\"},\n", - " {'timestamp': (28.52, 29.4), 'text': ' not on the same page.'},\n", - " {'timestamp': (29.4, 0.0), 'text': ''},\n", - " {'timestamp': (4.0, 7.0),\n", - " 'text': \" I'm trying to think about the amount of times I've seen San Bernard and Seattle take whole shots.\"},\n", - " {'timestamp': (7.0, 11.0),\n", - " 'text': ' The reason that I would love to see palms or love to see'},\n", - " {'timestamp': (11.0, 14.0),\n", - " 'text': \" two-sake these highs because I always think it's a great\"},\n", - " {'timestamp': (14.0, 17.0),\n", - " 'text': ' defense for condensed splits deep crossers.'},\n", - " {'timestamp': (17.0, 19.0),\n", - " 'text': ' When you look at teams that have had success against two'},\n", - " {'timestamp': (19.0, 22.0),\n", - " 'text': \" of Tungalvaloa and Miami dolphins, a lot of times you've\"},\n", - " {'timestamp': (22.0, 26.0),\n", - " 'text': \" seen them in Cover 2 or palms or two buster where you're\"},\n", - " {'timestamp': (26.0, 29.0),\n", - " 'text': ' passing off things with people who can see it from high to'},\n", - " {'timestamp': (29.0, 0.0), 'text': ''},\n", - " {'timestamp': (3.0, 6.0),\n", - " 'text': \" that's why it's so difficult in cover 3. I also wonder what you do with Christian Gonzalez\"},\n", - " {'timestamp': (6.0, 9.0),\n", - " 'text': \" if you're ever say okay we got to get it more men and men\"},\n", - " {'timestamp': (9.0, 12.0),\n", - " 'text': ' do you put him on Rashid Shaheed and allow them to be'},\n", - " {'timestamp': (12.0, 15.0),\n", - " 'text': ' one on one or with Cooper Cup and then you double team'},\n", - " {'timestamp': (15.0, 18.0),\n", - " 'text': ' where you played the Cloud coverage to J.S.N.'},\n", - " {'timestamp': (18.0, 20.0), 'text': ' And so now you have an I.L.A.'},\n", - " {'timestamp': (20.0, 21.0), 'text': ' Double 11.'},\n", - " {'timestamp': (21.0, 23.0),\n", - " 'text': ' Yeah, double 11 where you could put hands where you could'},\n", - " {'timestamp': (23.0, 25.0),\n", - " 'text': ' put hands on him, have someone over the top and I would'},\n", - " {'timestamp': (25.0, 28.0),\n", - " 'text': \" never play in and out because he's too good of a rope.\"},\n", - " {'timestamp': (28.0, 29.0),\n", - " 'text': ' How does that change so within moving?'},\n", - " {'timestamp': (29.0, 0.0), 'text': ''},\n", - " {'timestamp': (7.76, 15.52),\n", - " 'text': \" the way they change is when he moves is now you can just change the sides. The problem is you're never going to be upset to me in my opinion if Carlton Davis ends up on if Carlton Davis has to end up on Rashid Shaheed or Cooper Cup because it's the change of strength motion.\"},\n", - " {'timestamp': (15.52, 23.28),\n", - " 'text': \" What you never want is for JSN to end up in the man the man that would be the guy that's the second that the second while receiver.\"},\n", - " {'timestamp': (23.28, 0.0), 'text': ''},\n", - " {'timestamp': (6.14, 7.64),\n", - " 'text': \" So for those who don't know the one double recommendation is really interesting because that's what the Patriots use famously Don't wait they did it with the road\"},\n", - " {'timestamp': (7.64, 12.92),\n", - " 'text': ' So and I think it does make sense it does I do think though'},\n", - " {'timestamp': (13.68, 18.88),\n", - " 'text': ' Gonzales as great as he is she he can get him with a speed you remember Marvin Mims obviously in the AFC'},\n", - " {'timestamp': (18.88, 20.4), 'text': ' JV to have beat him on the go route'},\n", - " {'timestamp': (20.4, 24.06),\n", - " 'text': ' And I also think if they end up playing any form of man coverage'},\n", - " {'timestamp': (24.32, 28.18),\n", - " 'text': \" There's here you see here Gonzo. I mean he just got beat like\"},\n", - " {'timestamp': (28.8, 0.0), 'text': ''},\n", - " {'timestamp': (1.0, 2.0), 'text': \" the game. But that's been there.\"},\n", - " {'timestamp': (2.0, 3.0), 'text': ' That shot is on the backside.'},\n", - " {'timestamp': (3.0, 5.0), 'text': ' You can take a shot at the safe.'},\n", - " {'timestamp': (5.0, 8.0),\n", - " 'text': ' I think this is a little bit more into safety than Gonzo.'},\n", - " {'timestamp': (8.0, 12.0),\n", - " 'text': ' Why you go get Rishi Jihid when you bring in that speed.'},\n", - " {'timestamp': (12.0, 15.0),\n", - " 'text': \" Because you've seen this all year, you talked about them cutting the crossers.\"},\n", - " {'timestamp': (15.0, 16.0), 'text': ' Teams will do that to JSN.'},\n", - " {'timestamp': (16.0, 18.0),\n", - " 'text': ' It does create opportunities for the other players.'},\n", - " {'timestamp': (18.0, 21.0),\n", - " 'text': ' I think with the man, if the Patriots were to play a decent amount of man coverage,'},\n", - " {'timestamp': (21.0, 26.0),\n", - " 'text': \" which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez,\"},\n", - " {'timestamp': (26.0, 0.0), 'text': ''},\n", - " {'timestamp': (2.1, 3.68),\n", - " 'text': ' my concern would actually be less JSN, even though I do think he would get his still'},\n", - " {'timestamp': (3.68, 5.0), 'text': ' against Gonzo Revert.'},\n", - " {'timestamp': (5.0, 7.4),\n", - " 'text': ' And more about the other, yeah, the tight ends,'},\n", - " {'timestamp': (7.4, 8.84), 'text': ' the backs we talk about Walker,'},\n", - " {'timestamp': (8.84, 10.52),\n", - " 'text': ' if you can get him on the linebackers'},\n", - " {'timestamp': (10.52, 11.76), 'text': ' and the passing game.'},\n", - " {'timestamp': (11.76, 13.0), 'text': \" This is what's scary about this,\"},\n", - " {'timestamp': (13.0, 15.56), 'text': ' as much as it flows through JSN,'},\n", - " {'timestamp': (15.56, 17.88),\n", - " 'text': ' they do have other skill players who can beat you'},\n", - " {'timestamp': (17.88, 19.88),\n", - " 'text': ' and they can also use them to hunt matchups.'},\n", - " {'timestamp': (19.88, 21.72), 'text': \" That's why the Cooper Cup,\"},\n", - " {'timestamp': (21.72, 23.96), 'text': ' bending this game is huge,'},\n", - " {'timestamp': (23.96, 26.8),\n", - " 'text': ' just the understanding of space and where to go.'},\n", - " {'timestamp': (26.8, 29.04),\n", - " 'text': ' I wanna get to this new Ian Patre as defense.'},\n", - " {'timestamp': (29.04, 0.0), 'text': ''},\n", - " {'timestamp': (5.94, 10.26),\n", - " 'text': \" We talked about them and we haven't really locked in on how good they've been they've been phenomenal as well Now we talk about what the other teams were missing so it kind of dilutes that conversation\"},\n", - " {'timestamp': (10.26, 15.2),\n", - " 'text': \" But there's also within this defensive of Mike Raeble of wanting to keep things in front of him\"},\n", - " {'timestamp': (15.3, 18.94),\n", - " 'text': ' There will be those open holes in this zone'},\n", - " {'timestamp': (18.94, 25.74),\n", - " 'text': ' There will be these opportunities to find space for Drake May and move this football down the field'},\n", - " {'timestamp': (25.74, 0.0), 'text': ''},\n", - " {'timestamp': (4.16, 9.48),\n", - " 'text': \" I'm I'm excuse me. So you look at you look at this defense from New England, right? And you it's about finding where the open spot is. You got this slide on\"},\n", - " {'timestamp': (9.48, 14.2),\n", - " 'text': \" the out route. To me, that's open. To me, that is where your eyes need to get to\"},\n", - " {'timestamp': (14.2, 17.48),\n", - " 'text': ' with an understanding of this is going to be getting the ball out of'},\n", - " {'timestamp': (17.48, 20.72),\n", - " 'text': \" quick. I mean, of what you're liaing yourself to what you say earlier about this\"},\n", - " {'timestamp': (20.72, 25.72),\n", - " 'text': ' defense. If you can find those opportunities early and downs, sometimes and'},\n", - " {'timestamp': (25.72, 0.0), 'text': ''},\n", - " {'timestamp': (4.94, 9.3),\n", - " 'text': \" you notice sometimes the play is called there's an expectation for your first read and if that first read is taken away it's about how fast can you get to\"},\n", - " {'timestamp': (9.3, 13.92),\n", - " 'text': ' those next ones and I think I think New England gives you a lot of those'},\n", - " {'timestamp': (13.92, 18.42),\n", - " 'text': ' opportunities when they play zone the problem is Milton Williams has been so'},\n", - " {'timestamp': (18.42, 23.22),\n", - " 'text': ' good at pressing the pocket that you feel some panic before you can find that'},\n", - " {'timestamp': (23.22, 26.96),\n", - " 'text': ' area that is how they tie in secondary and pass rush.'},\n", - " {'timestamp': (26.96, 0.0), 'text': ''},\n", - " {'timestamp': (2.0, 4.0),\n", - " 'text': \" I'm not going to be a big fan of the game.\"},\n", - " {'timestamp': (4.0, 6.0), 'text': \" I'm not going to be a big fan\"},\n", - " {'timestamp': (6.0, 8.0), 'text': ' of the game.'},\n", - " {'timestamp': (8.0, 10.0), 'text': \" I'm not going to be a big fan of\"},\n", - " {'timestamp': (10.0, 12.0), 'text': ' the game.'},\n", - " {'timestamp': (12.0, 14.0), 'text': \" I'm not going to be a big fan of\"},\n", - " {'timestamp': (14.0, 16.0), 'text': ' the game.'},\n", - " {'timestamp': (16.0, 18.0), 'text': \" I'm not going to be a big fan of\"},\n", - " {'timestamp': (18.0, 20.0), 'text': ' the game.'},\n", - " {'timestamp': (20.0, 22.0), 'text': \" I'm not going to be a big fan of\"},\n", - " {'timestamp': (22.0, 24.0), 'text': ' the game.'},\n", - " {'timestamp': (24.0, 26.0), 'text': \" I'm not going to be a big fan of\"},\n", - " {'timestamp': (26.0, 28.0), 'text': ' the game.'},\n", - " {'timestamp': (28.0, 0.0), 'text': ''},\n", - " {'timestamp': (1.9, 2.9),\n", - " 'text': \" I think that's the reason why I think that's why I think\"},\n", - " {'timestamp': (2.9, 3.9), 'text': \" that's why I think that's the\"},\n", - " {'timestamp': (3.9, 4.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (4.9, 5.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (5.9, 6.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (6.9, 7.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (7.9, 8.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (8.9, 9.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (9.9, 10.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (10.9, 11.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (11.9, 12.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (12.9, 13.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (13.9, 14.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (14.9, 15.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (15.9, 16.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (16.9, 17.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (17.9, 18.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (18.9, 19.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (19.9, 20.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (20.9, 21.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (21.9, 22.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (22.9, 23.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (23.9, 24.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (24.9, 25.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (25.9, 26.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (26.9, 27.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (27.9, 28.9), 'text': \" reason why I think that's the\"},\n", - " {'timestamp': (28.9, 0.0), 'text': ''},\n", - " {'timestamp': (2.94, 3.04),\n", - " 'text': \" the right it's roll behind the guard roll behind the\"},\n", - " {'timestamp': (5.58, 5.68),\n", - " 'text': \" attack like I think that's the challenging thing that\"},\n", - " {'timestamp': (8.78, 8.88),\n", - " 'text': ' person is always give him so many answers first down I'},\n", - " {'timestamp': (10.78, 10.88),\n", - " 'text': \" think where you see what you're talking about come to play\"},\n", - " {'timestamp': (14.02, 14.12),\n", - " 'text': \" is if it gets to third down that's where you start to\"},\n", - " {'timestamp': (14.72, 14.82), 'text': ' worry about.'},\n", + " {'timestamp': (3.14, 3.5),\n", + " 'text': ' And hearing about that all week, the Pats, of course, won that one.'},\n", + " {'timestamp': (6.6, 6.8),\n", + " 'text': ' Fun fact for this, this marks the 10th Super Bowl rematch ever.'},\n", + " {'timestamp': (10.98, 11.1),\n", + " 'text': ' The previous nine, the team that won the first meeting has gone on to win six times.'},\n", + " {'timestamp': (14.26, 14.36),\n", + " 'text': ' So history, pressure, the Lombardi Trophy on the line.'},\n", " {'timestamp': (17.06, 17.16),\n", - " 'text': ' Totally are you guys ready for us to make some Super Bowl'},\n", - " {'timestamp': (17.62, 17.72), 'text': ' picks.'},\n", - " {'timestamp': (19.76, 20.86), 'text': \" Yeah that's coming up next.\"},\n", - " {'timestamp': (24.36, 24.46),\n", - " 'text': ' Sunday at 6 30 Eastern these two teams will figure out'},\n", - " {'timestamp': (26.96, 27.06),\n", - " 'text': ' which one ends up hoisting that lambardi you see them'},\n", - " {'timestamp': (29.94, 0.0),\n", - " 'text': \" talking about it it's becoming even more real and Marcus\"},\n", - " {'timestamp': (5.36, 7.36),\n", - " 'text': \" when you look at this game, what's one thing that you think will define Super Bowl 60?\"},\n", - " {'timestamp': (15.2, 15.7),\n", - " 'text': ' A young man by the name of the Wayne Carter, aka Lil Wayne, has said what is a goon to a goblin? Who?'},\n", - " {'timestamp': (15.7, 17.68), 'text': ' And Leonard Williams is a goblin.'},\n", - " {'timestamp': (17.68, 24.48),\n", - " 'text': \" And the other side of that is Milton Williams is a goblin who we haven't talked about enough\"},\n", - " {'timestamp': (24.48, 0.0), 'text': ''},\n", - " {'timestamp': (3.64, 7.88),\n", - " 'text': \" who's taken over games for the New England Patriots on the interior. He is doing exactly what they paid him to do for as much as\"},\n", - " {'timestamp': (7.88, 11.84),\n", - " 'text': \" we've talked about the Seattle Seahawks defensive line. These two\"},\n", - " {'timestamp': (11.84, 15.92),\n", - " 'text': ' interior guys between Christian Barmore and Milton Williams have'},\n", - " {'timestamp': (15.92, 20.44),\n", - " 'text': ' impacted games as much as anybody in these playoffs. And I think in'},\n", - " {'timestamp': (20.44, 24.0),\n", - " 'text': ' order for New England to have a shot at winning this game and winning'},\n", - " {'timestamp': (24.0, 27.44),\n", - " 'text': ' it straight up those two are who we are going to have to talk about'},\n", - " {'timestamp': (27.44, 28.12), 'text': ' after the game.'},\n", - " {'timestamp': (28.12, 0.0), 'text': ''},\n", - " {'timestamp': (3.74, 4.74),\n", - " 'text': \" I don't know if you can talk about pivotal matchups in this game and not mention the name Will Campbell.\"},\n", - " {'timestamp': (4.74, 5.74), 'text': ' Yeah.'},\n", - " {'timestamp': (5.74, 10.56),\n", - " 'text': ' Since returning from injury, Will Campbell has truly been an Achilles heel for this offense'},\n", - " {'timestamp': (10.56, 15.5),\n", - " 'text': \" and Drake made the pressure that we've seen created from the left side of the offensive\"},\n", - " {'timestamp': (15.5, 16.98), 'text': ' line of the New England Patriots.'},\n", - " {'timestamp': (16.98, 21.44),\n", - " 'text': \" And if you're Mike McDonald, this sea hawk defense, you're going to try to get as many\"},\n", - " {'timestamp': (21.44, 26.44),\n", - " 'text': ' one-on-one matchups as you can with the young rookie and believe me, he is going to be'},\n", - " {'timestamp': (26.44, 27.44), 'text': ' the fish.'},\n", - " {'timestamp': (27.44, 0.0), 'text': ''},\n", - " {'timestamp': (5.44, 9.24),\n", - " 'text': \" going to be arguments on the sideline of who gets the lineup on the right side of the defensive line. We've been showing you guys explosive Seattle pass plays all week.\"},\n", - " {'timestamp': (9.24, 13.44),\n", - " 'text': ' Most of them happen on first down, under sender play action.'},\n", - " {'timestamp': (13.44, 15.76),\n", - " 'text': \" Jackson's was in jigga running deep on the crosser.\"},\n", - " {'timestamp': (15.76, 19.68),\n", - " 'text': ' They average nearly nine yards of pass on first down this season.'},\n", - " {'timestamp': (19.68, 21.44), 'text': ' Second only to new Patriots.'},\n", - " {'timestamp': (21.44, 26.84),\n", - " 'text': ' Milton, probably Milton Williams versus the interior of the CX offensive line is a mismatch.'},\n", - " {'timestamp': (26.84, 0.0), 'text': ''},\n", - " {'timestamp': (3.2, 6.04),\n", - " 'text': ' but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down'},\n", - " {'timestamp': (6.04, 7.64),\n", - " 'text': ' when they can create that run past conflict.'},\n", - " {'timestamp': (7.64, 8.64), 'text': \" It's when they're the best.\"},\n", - " {'timestamp': (8.64, 10.4),\n", - " 'text': ' Yeah, going last on this one is outstanding.'},\n", - " {'timestamp': (10.4, 12.0), 'text': ' There you go, Dan.'},\n", - " {'timestamp': (12.0, 13.0), 'text': ' Dan, do the short call.'},\n", - " {'timestamp': (13.0, 14.0), 'text': ' I turn over.'},\n", - " {'timestamp': (14.0, 15.28), 'text': ' I said kickers.'},\n", - " {'timestamp': (15.28, 16.48), 'text': ' Who can weather the storm?'},\n", - " {'timestamp': (16.48, 19.68),\n", - " 'text': ' Both of these teams lead the NFL or tops in the NFL'},\n", - " {'timestamp': (19.68, 22.76),\n", - " 'text': ' when it comes to first quarter scoring differential.'},\n", - " {'timestamp': (22.76, 25.48),\n", - " 'text': ' So who comes out and throws the first punch?'},\n", - " {'timestamp': (25.48, 27.08),\n", - " 'text': ' And then who can kind of punch back?'},\n", - " {'timestamp': (27.08, 29.76), 'text': ' Seattle plus 79.'},\n", - " {'timestamp': (29.76, 0.0), 'text': ''},\n", - " {'timestamp': (3.64, 8.64),\n", - " 'text': \" first quarter, outscoring their opponents to New England, plus 45. So what team kind of takes that lead early on, but if that's the case, what team in that\"},\n", - " {'timestamp': (8.64, 10.92),\n", - " 'text': ' first quarter can kind of throw that counter punch back?'},\n", - " {'timestamp': (10.92, 14.14),\n", - " 'text': ' Dan, this is really interesting, but there was a baby that was still in the show back'},\n", - " {'timestamp': (14.14, 15.14), 'text': \" at where's the baby?\"},\n", - " {'timestamp': (15.14, 16.14), 'text': ' Nobody.'},\n", - " {'timestamp': (16.14, 17.14), 'text': ' Nobody.'},\n", - " {'timestamp': (17.14, 19.14), 'text': \" I'll take the baby.\"},\n", - " {'timestamp': (19.14, 20.14), 'text': ' This is symbol.'},\n", - " {'timestamp': (20.14, 21.14), 'text': ' You know baby.'},\n", - " {'timestamp': (21.14, 22.14), 'text': ' Oh, Dan.'},\n", - " {'timestamp': (22.14, 25.64), 'text': \" Oh, Dan's got the baby.\"},\n", - " {'timestamp': (25.64, 29.56),\n", - " 'text': \" Dan's not going to give the baby back.\"},\n", - " {'timestamp': (29.56, 0.0), 'text': ''},\n", - " {'timestamp': (0.0, 4.0),\n", - " 'text': \" baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby baby I'm glad that wasn't me number 12.\"},\n", - " {'timestamp': (4.0, 6.0), 'text': \" All right, let's talk about this game.\"},\n", - " {'timestamp': (6.0, 8.0), 'text': \" That's what I'm told in my ear.\"},\n", - " {'timestamp': (8.0, 12.0),\n", - " 'text': ' ESPN Analytics simulated the Super Bowl 10,000 times'},\n", - " {'timestamp': (12.0, 16.0),\n", - " 'text': ' and the Seahawks were victorious in 60% of those simulations.'},\n", - " {'timestamp': (16.0, 20.0),\n", - " 'text': ' The average score difference in those 10,000 matchups was the Seahawks'},\n", - " {'timestamp': (20.0, 22.0), 'text': ' by about three and a half points.'},\n", - " {'timestamp': (22.0, 26.0),\n", - " 'text': ' Currently, Draft King Sportsbook has Seattle as a four and a half point favorite.'},\n", - " {'timestamp': (26.0, 28.0),\n", - " 'text': ' Swagoo, you first, who you got in this game.'},\n", - " {'timestamp': (28.0, 0.0), 'text': ''},\n", - " {'timestamp': (4.0, 7.88),\n", - " 'text': ' I remember being in New England. It was snowing and the Houston Texans were coming in the town.'},\n", - " {'timestamp': (7.88, 13.0),\n", - " 'text': \" And I was thinking to myself, there is no way you're going to be able to beat the Houston\"},\n", - " {'timestamp': (13.0, 16.0),\n", - " 'text': ' Texans with the way that that defense has played.'},\n", - " {'timestamp': (16.0, 20.92),\n", - " 'text': \" We've talked about Seattle defense and how good they've been all season long.\"},\n", - " {'timestamp': (20.92, 21.92), 'text': \" I'm taking Seattle.\"},\n", - " {'timestamp': (21.92, 22.92), 'text': \" I'm taking the Seattle fan.\"},\n", - " {'timestamp': (22.92, 27.52),\n", - " 'text': ' I think that from the team, I think all the fans will show up.'},\n", - " {'timestamp': (27.52, 0.0), 'text': ''},\n", - " {'timestamp': (1.0, 5.2),\n", - " 'text': ' All right. We have fans this entire week talking about the matchups, both sides of the ball between'},\n", - " {'timestamp': (5.2, 6.7), 'text': ' these teams.'},\n", - " {'timestamp': (6.7, 9.56),\n", - " 'text': ' Most of those matchups favor the Seattle Seahawks.'},\n", - " {'timestamp': (9.56, 11.88), 'text': ' Top to bottom, the roster is better.'},\n", - " {'timestamp': (11.88, 16.88),\n", - " 'text': ' If Sam Darnold protects the football, limits turnovers, I do not see how Seattle loses this'},\n", - " {'timestamp': (16.88, 17.88), 'text': ' game.'},\n", - " {'timestamp': (17.88, 18.88), 'text': \" I'm picking Seattle.\"},\n", - " {'timestamp': (18.88, 23.8),\n", - " 'text': ' Yeah, I think every team has their moment and it feels like the Seattle Seahawks are'},\n", - " {'timestamp': (23.8, 25.76), 'text': ' destined for this moment.'},\n", - " {'timestamp': (25.76, 0.0), 'text': ''},\n", - " {'timestamp': (2.36, 7.92),\n", - " 'text': ' the way that this defense has played all year. The story behind Sam Drono, then Jackson Smith and Jigabas, absolute excellence at the'},\n", - " {'timestamp': (7.92, 8.92), 'text': ' position.'},\n", - " {'timestamp': (8.92, 13.48),\n", - " 'text': \" This is a team under Mike McDonald that knew exactly who they needed to be and they'll\"},\n", - " {'timestamp': (13.48, 14.48), 'text': ' be that on Sunday evening.'},\n", - " {'timestamp': (14.48, 15.48), 'text': \" Yeah, I'm taking Seattle.\"},\n", - " {'timestamp': (15.48, 20.28),\n", - " 'text': \" They've been one of the more dominant football teams you've seen in the NFL last 10 years.\"},\n", - " {'timestamp': (20.28, 24.8),\n", - " 'text': \" I think New England's defense can keep them in and out so much respect for Mike Brabel\"},\n", - " {'timestamp': (24.8, 26.24), 'text': ' as a coach.'},\n", - " {'timestamp': (26.24, 0.0), 'text': ''},\n", - " {'timestamp': (2.54, 4.74),\n", - " 'text': ' Seattle has been with the Rams. The two best teams in football all year.'},\n", - " {'timestamp': (4.74, 6.14), 'text': ' Seattle plays their A game.'},\n", - " {'timestamp': (6.14, 7.28), 'text': ' They control the football game.'},\n", - " {'timestamp': (7.28, 7.78), 'text': ' They win.'},\n", - " {'timestamp': (7.78, 8.48), 'text': ' Budgie, please.'},\n", - " {'timestamp': (8.48, 13.84),\n", - " 'text': ' We are the FFF danger of the NFL live curse affecting Super'},\n", - " {'timestamp': (13.84, 15.88),\n", - " 'text': \" Bowl 60, but it's not going to happen.\"},\n", - " {'timestamp': (15.88, 16.96), 'text': ' I go with the Patriots.'},\n", - " {'timestamp': (16.96, 17.96), 'text': ' Yeah.'},\n", - " {'timestamp': (17.96, 18.96), 'text': ' You guys love me.'},\n", - " {'timestamp': (18.96, 19.96), 'text': ' I knew you.'},\n", - " {'timestamp': (19.96, 20.96), 'text': ' All right.'},\n", - " {'timestamp': (20.96, 21.96), 'text': \" But here's why.\"},\n", - " {'timestamp': (21.96, 23.68), 'text': ' I actually think Drake Man is leg.'},\n", - " {'timestamp': (23.68, 25.44),\n", - " 'text': \" It's going to be the key factor in this game.\"},\n", - " {'timestamp': (25.44, 28.04),\n", - " 'text': \" I think he's going to step up in huge moments.\"},\n", - " {'timestamp': (28.04, 29.04), 'text': ' Yeah.'},\n", - " {'timestamp': (29.04, 0.0), 'text': ''},\n", - " {'timestamp': (2.0, 6.32),\n", - " 'text': \" I'm doing it for you. No, seriously, Drake May is going to stand up and it's going to be great and they're\"},\n", - " {'timestamp': (6.32, 8.32),\n", - " 'text': ' going to win and you guys are all going to be wrong.'},\n", - " {'timestamp': (8.32, 9.32), 'text': ' And go with that.'},\n", - " {'timestamp': (9.32, 12.68),\n", - " 'text': \" On Sunday night, I'll go with my seat you as part of the handoff show, which tune in\"},\n", - " {'timestamp': (12.68, 14.96), 'text': ' around 1 a.m. Eastern time.'},\n", - " {'timestamp': (14.96, 16.96),\n", - " 'text': \" We'll talk about how I'm right and you guys are wrong.\"},\n", - " {'timestamp': (16.96, 21.0),\n", - " 'text': \" And then we'll see you again on Monday in Disney Land.\"},\n", - " {'timestamp': (21.0, 23.64),\n", - " 'text': \" We've got all kinds of great coverage still coming up.\"},\n", - " {'timestamp': (23.64, 25.24), 'text': ' Thanks to everybody for being here.'},\n", - " {'timestamp': (25.24, 28.16),\n", - " 'text': ' Thanks for our incredible staff back in Bristol, Connecticut.'},\n", - " {'timestamp': (28.16, 29.16), 'text': ' We love you guys.'},\n", - " {'timestamp': (29.16, 0.0), 'text': ''},\n", - " {'timestamp': (3.44, 5.44),\n", - " 'text': \" So we appreciate everybody for tuning in in Joy's Super Bowl 60s. Forks that are with Matt and Hannah's next.\"},\n", - " {'timestamp': (5.44, 6.44), 'text': \" Thank you all, I'm in.\"},\n", - " {'timestamp': (6.44, 0.0), 'text': ''},\n", - " {'timestamp': (1.0, 2.0), 'text': ' The The'},\n", - " {'timestamp': (2.0, 3.0), 'text': ' The'},\n", - " {'timestamp': (3.0, 4.0), 'text': ' The'},\n", - " {'timestamp': (4.0, 5.0), 'text': ' The'},\n", - " {'timestamp': (5.0, 6.0), 'text': ' The'},\n", - " {'timestamp': (6.0, 7.0), 'text': ' The'},\n", - " {'timestamp': (7.0, 8.0), 'text': ' The'},\n", - " {'timestamp': (8.0, 9.0), 'text': ' The'},\n", - " {'timestamp': (9.0, 10.0), 'text': ' The'},\n", - " {'timestamp': (10.0, 11.0), 'text': ' The'},\n", - " {'timestamp': (11.0, 12.0), 'text': ' The'},\n", - " {'timestamp': (12.0, 13.0), 'text': ' The'},\n", - " {'timestamp': (13.0, 14.0), 'text': ' The'},\n", - " {'timestamp': (14.0, 15.0), 'text': ' The'},\n", - " {'timestamp': (15.0, 16.0), 'text': ' The'},\n", - " {'timestamp': (16.0, 17.0), 'text': ' The'},\n", - " {'timestamp': (17.0, 18.0), 'text': ' The'},\n", - " {'timestamp': (18.0, 19.0), 'text': ' The'},\n", - " {'timestamp': (19.0, 20.0), 'text': ' The'},\n", - " {'timestamp': (20.0, 21.0), 'text': ' The'},\n", - " {'timestamp': (21.0, 22.0), 'text': ' The'},\n", - " {'timestamp': (22.0, 23.0), 'text': ' The'},\n", - " {'timestamp': (23.0, 24.0), 'text': ' The'},\n", - " {'timestamp': (24.0, 25.0), 'text': ' The'},\n", - " {'timestamp': (25.0, 26.0), 'text': ' The'},\n", - " {'timestamp': (26.0, 27.0), 'text': ' The'},\n", - " {'timestamp': (27.0, 28.0), 'text': ' The'},\n", - " {'timestamp': (28.0, 29.0), 'text': ' The'}]" + " 'text': ' Damian Harris is holding it down in Santa Clara with our cast and crew.'},\n", + " {'timestamp': (18.38, 21.06), 'text': ' Damian, take it away.'},\n", + " {'timestamp': (21.74, 27.16),\n", + " 'text': \" Thanks, Jenny. We've got CBS finest crew here for the final day of Radio Row here at Super Bowl 60.\"},\n", + " {'timestamp': (27.56, 28.26), 'text': \" I'm Damian Harris.\"},\n", + " {'timestamp': (28.36, 0.0), 'text': ''},\n", + " {'timestamp': (4.32, 4.86),\n", + " 'text': ' We got Brian McFadden, Kyle Long, the amazing, great Peter Prisco.'},\n", + " {'timestamp': (7.34, 7.44),\n", + " 'text': ' Fellas, we are two days away from the Super Bowl.'},\n", + " {'timestamp': (8.72, 8.92), 'text': ' The game will be played.'},\n", + " {'timestamp': (10.0, 10.74),\n", + " 'text': ' A Super Bowl champion will be crowned.'},\n", + " {'timestamp': (12.22, 12.3),\n", + " 'text': ' What are your final thoughts going into the game?'},\n", + " {'timestamp': (13.18, 13.76), 'text': \" Pete, I'll start with you.\"},\n", + " {'timestamp': (14.22, 14.64), 'text': ' Sam Darnold.'},\n", + " {'timestamp': (15.42, 15.72), 'text': \" Uh-oh, it's time.\"},\n", + " {'timestamp': (19.04, 19.16),\n", + " 'text': \" I mean, look, so far he's played very well in the postseason.\"},\n", + " {'timestamp': (22.2, 22.6),\n", + " 'text': \" He hasn't become Sam Darnold of late last year.\"},\n", + " {'timestamp': (25.56, 26.06),\n", + " 'text': \" And this is the moment for him to show everybody that that's all behind.\"},\n", + " {'timestamp': (27.28, 27.3), 'text': ' And can he do it?'},\n", + " {'timestamp': (28.16, 0.0), 'text': \" That's the biggest question.\"},\n", + " {'timestamp': (4.14, 4.44),\n", + " 'text': \" On the biggest stage, will he be able to do what he's done so far in the playoffs?\"},\n", + " {'timestamp': (9.88, 10.08),\n", + " 'text': ' And look, the way they scheme things up, Clint Kubiak does a great job of making it easy on him.'},\n", + " {'timestamp': (14.88, 14.94),\n", + " 'text': \" I think he's going to be able to play some good football in the finest moment and shut people like me up.\"},\n", + " {'timestamp': (16.1, 16.3), 'text': \" So you're a believer, Pete?\"},\n", + " {'timestamp': (18.58, 18.8),\n", + " 'text': \" I'm not a believer that he's an elite quarterback.\"},\n", + " {'timestamp': (20.56, 21.02),\n", + " 'text': \" I'm a believer that he's a good enough quarterback.\"},\n", + " {'timestamp': (22.18, 22.76), 'text': ' Okay, Kyle, what about you?'},\n", + " {'timestamp': (27.0, 29.9),\n", + " 'text': \" The last two Super Bowls I've watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage.\"},\n", + " {'timestamp': (0.0, 1.4),\n", + " 'text': ' that really being the story of the game.'},\n", + " {'timestamp': (2.44, 6.08),\n", + " 'text': \" Josh McDaniel's protection plan, that's what I'm really keyed in on.\"},\n", + " {'timestamp': (6.2, 8.48),\n", + " 'text': ' How are they going to protect the interior part of that pocket?'},\n", + " {'timestamp': (8.8, 11.04),\n", + " 'text': \" We know there's issues at the tackle position,\"},\n", + " {'timestamp': (11.36, 14.78),\n", + " 'text': \" and we know Seattle's got guys that can come in waves as rushers.\"},\n", + " {'timestamp': (15.58, 16.46), 'text': \" That's the story.\"},\n", + " {'timestamp': (16.92, 19.22),\n", + " 'text': ' In order to protect your quarterback and have success,'},\n", + " {'timestamp': (19.22, 22.38),\n", + " 'text': ' you need to win the line of scrimmage, particularly the A and the B gaps.'},\n", + " {'timestamp': (22.86, 25.64),\n", + " 'text': ' For me, you guys gave great stories.'},\n", + " {'timestamp': (25.86, 29.34),\n", + " 'text': ' I have the story, the status of Nick Emanwuri.'},\n", + " {'timestamp': (0.0, 7.44),\n", + " 'text': ' Hearing the ankle injury that he sustained Wednesday, he did not practice at all yesterday,'},\n", + " {'timestamp': (7.9, 12.84),\n", + " 'text': ' even though the team came out and made a statement that they expect him to play, but to what level?'},\n", + " {'timestamp': (13.36, 19.94),\n", + " 'text': \" Because we know when you're a guy like Nick Emanwuri, the ability to impact a ball game can come in a multitude of ways\"},\n", + " {'timestamp': (19.94, 24.98),\n", + " 'text': \" because of the versatility, but if he's not at his best, their defense won't be at their best.\"},\n", + " {'timestamp': (24.98, 25.76), 'text': ' You know what I mean?'},\n", + " {'timestamp': (25.84, 0.0), 'text': ''},\n", + " {'timestamp': (4.24, 9.76),\n", + " 'text': ' So when you look at his impact, like I said, he is the Kyle Hamilton for their defense and how Mike McDonald utilizes him in run support, in the blitz concept,'},\n", + " {'timestamp': (9.76, 13.66),\n", + " 'text': ' and most importantly, in the coverage end of things as well.'},\n", + " {'timestamp': (13.78, 18.24),\n", + " 'text': ' Remember what he was doing against Puka Nakua in the championship game and Devontae?'},\n", + " {'timestamp': (18.52, 23.38),\n", + " 'text': ' You don\\'t oftentimes see guys 6\\'3\", 220-plus, cover like he can cover.'},\n", + " {'timestamp': (23.72, 29.58),\n", + " 'text': ' So waiting to see his status I think is very, very important for their overall team success on the defensive side.'},\n", + " {'timestamp': (29.58, 0.0), 'text': ''},\n", + " {'timestamp': (4.28, 4.34),\n", + " 'text': \" And when you look at what Nick Emanwuri does, I mean, Seattle's defense, they don't pressure a lot.\"},\n", + " {'timestamp': (7.36, 7.76),\n", + " 'text': \" But whenever they do pressure, it's usually with Nick Emanwuri.\"},\n", + " {'timestamp': (11.88, 11.92),\n", + " 'text': ' Pete, I know that this Seattle Seahawks defense, they get to the quarterback a lot.'},\n", + " {'timestamp': (15.1, 15.38),\n", + " 'text': \" And they're going against an offensive line that doesn't protect very well.\"},\n", + " {'timestamp': (22.94, 22.96),\n", + " 'text': \" Even if Nick Emanwuri isn't 100%, do you think the Seattle Seahawks defense has enough to get to Drake May early and often and make him uncomfortable?\"},\n", + " {'timestamp': (24.38, 24.66), 'text': ' With four. With four.'},\n", + " {'timestamp': (26.98, 27.18),\n", + " 'text': \" They don't need Nick Emanwuri to brush the passer.\"},\n", + " {'timestamp': (29.44, 0.0),\n", + " 'text': \" That's the key to winning in the Super Bowl, like you said.\"},\n", + " {'timestamp': (5.72, 10.62),\n", + " 'text': ' is the key to winning for all time. If you go back in history, anybody who could rush with four is going to win Super Bowls. Go back to the Jimmy Johnson Cowboys. They all rushed with four,'},\n", + " {'timestamp': (10.78, 15.0),\n", + " 'text': ' and they dominated. When the Giants upset the Patriots, how did they do it? By rushing with'},\n", + " {'timestamp': (15.0, 19.2),\n", + " 'text': ' four. And this team can rush with four. And when you rush with four, that puts an awful lot of'},\n", + " {'timestamp': (19.2, 23.58),\n", + " 'text': \" pressure on the quarterback, the young quarterback, to decipher what's going on behind him. And\"},\n", + " {'timestamp': (23.58, 28.84),\n", + " 'text': \" we've seen him have struggles. I mean, that's the story that not a lot of people are talking about.\"},\n", + " {'timestamp': (28.84, 0.0), 'text': ''},\n", + " {'timestamp': (4.36, 4.74),\n", + " 'text': ' Drake May is completing under 60% of his passes in the playoffs.'},\n", + " {'timestamp': (6.44, 6.7), 'text': \" He's been sacked 15 times.\"},\n", + " {'timestamp': (8.26, 8.48), 'text': ' His eye level has come down.'},\n", + " {'timestamp': (10.42, 10.9),\n", + " 'text': ' This is a big moment for Drake May, too.'},\n", + " {'timestamp': (14.62, 16.34),\n", + " 'text': \" I'm glad he pointed out the pressure in the postseason and his response to pressure, Drake May,\"},\n", + " {'timestamp': (16.42, 19.1),\n", + " 'text': ' because there was nobody better during the regular season'},\n", + " {'timestamp': (19.1, 21.78),\n", + " 'text': ' at taking on pressure and turning into explosives.'},\n", + " {'timestamp': (22.52, 27.08),\n", + " 'text': ' So to your point, I mean, get in his grill, find a way to get his eye level down.'},\n", + " {'timestamp': (27.08, 0.0), 'text': ''},\n", + " {'timestamp': (3.72, 4.08),\n", + " 'text': ' And I think the way that they handled, they fought fire with fire in Denver.'},\n", + " {'timestamp': (6.62, 6.74),\n", + " 'text': ' They ran the football almost 30 times in the second half.'},\n", + " {'timestamp': (9.64, 9.9), 'text': \" Damian, that's like our fantasy.\"},\n", + " {'timestamp': (10.32, 10.52), 'text': \" You know what I'm saying?\"},\n", + " {'timestamp': (12.88, 13.14),\n", + " 'text': \" I don't have to drop back and pass protect ever.\"},\n", + " {'timestamp': (16.28, 16.52),\n", + " 'text': ' We can just run the football behind 61 and when you, I believe his name is,'},\n", + " {'timestamp': (17.92, 18.32), 'text': \" he's about two humans wide.\"},\n", + " {'timestamp': (21.18, 21.9),\n", + " 'text': ' Just give the ball to your running backs and make those defensive linemen have to play the rush.'},\n", + " {'timestamp': (21.98, 24.22),\n", + " 'text': \" That's how I think they can fight fire with fire.\"},\n", + " {'timestamp': (24.28, 26.14),\n", + " 'text': ' No, Pete, you said something that was very, very intriguing,'},\n", + " {'timestamp': (26.3, 29.34),\n", + " 'text': \" that there's a lot of pressure on Drake May, which I don't disagree with.\"},\n", + " {'timestamp': (29.34, 0.0), 'text': ''},\n", + " {'timestamp': (3.1, 7.82),\n", + " 'text': \" But I think there's even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback\"},\n", + " {'timestamp': (7.82, 12.7),\n", + " 'text': \" because there's a significant drop-off in their points that they've averaged.\"},\n", + " {'timestamp': (12.84, 14.86),\n", + " 'text': ' In regular season play, they averaged 28 points.'},\n", + " {'timestamp': (15.26, 17.08),\n", + " 'text': ' In the playoff games, they only averaged 15'},\n", + " {'timestamp': (17.08, 19.68),\n", + " 'text': \" because they haven't been able to protect their quarterback.\"},\n", + " {'timestamp': (20.12, 25.08),\n", + " 'text': \" So Josh McDaniels, if I'm not mistaken, who will be coaching his 10th Super Bowl?\"},\n", + " {'timestamp': (25.1, 25.44), 'text': ' Wow.'},\n", + " {'timestamp': (25.44, 29.36),\n", + " 'text': ' His 10th Super Bowl, we need to see that experience being put forth'},\n", + " {'timestamp': (29.36, 0.0), 'text': ''},\n", + " {'timestamp': (5.9, 6.58),\n", + " 'text': ' in terms of the scheme, the strategy that he plans on using to help his offensive line,'},\n", + " {'timestamp': (8.02, 8.18), 'text': ' especially the left side.'},\n", + " {'timestamp': (11.0, 12.1),\n", + " 'text': \" Well, it's interesting, and I wanted to ask you this because you were a running back and you played on the offensive line.\"},\n", + " {'timestamp': (12.36, 14.06),\n", + " 'text': ' They go to a lot of jumbo formations.'},\n", + " {'timestamp': (14.34, 15.82), 'text': ' They bring that extra tackle in.'},\n", + " {'timestamp': (16.12, 16.32), 'text': ' Yes.'},\n", + " {'timestamp': (17.0, 18.0), 'text': ' Mumford comes in there.'},\n", + " {'timestamp': (18.12, 18.7), 'text': ' Mumford comes in.'},\n", + " {'timestamp': (18.74, 19.68), 'text': ' He comes in and plays right tackle.'},\n", + " {'timestamp': (20.62, 20.82), 'text': ' Huh?'},\n", + " {'timestamp': (21.08, 25.02),\n", + " 'text': \" When he comes in, is that when you're running the ball behind the jumbo package,\"},\n", + " {'timestamp': (25.36, 27.56),\n", + " 'text': ' is that a big advantage for you as a back?'},\n", + " {'timestamp': (27.56, 27.66), 'text': \" You're damn right.\"},\n", + " {'timestamp': (27.66, 0.0), 'text': ''},\n", + " {'timestamp': (3.94, 4.24),\n", + " 'text': \" I mean, knowing you've got an extra Kyle Long in front of you to at least just say,\"},\n", + " {'timestamp': (8.92, 9.16),\n", + " 'text': ' cover a guy up, and then if you get the ability to collect and climb to the second level,'},\n", + " {'timestamp': (11.38, 11.5),\n", + " 'text': \" that's just more big people on more small people.\"},\n", + " {'timestamp': (14.54, 14.62),\n", + " 'text': \" I mean, like you say, Seattle's got four great defensive linemen,\"},\n", + " {'timestamp': (19.28, 23.34),\n", + " 'text': \" but when you've got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta's second level, which we've seen,\"},\n", + " {'timestamp': (23.42, 27.28),\n", + " 'text': \" if it's Travion Henderson, even Ramondre Stevenson, if they get to the second level,\"},\n", + " {'timestamp': (27.28, 0.0), 'text': ''},\n", + " {'timestamp': (4.9, 5.16),\n", + " 'text': ' they can make those big explosive runs that make the key differences in the game.'},\n", + " {'timestamp': (8.66, 12.44),\n", + " 'text': ' But speaking of those Patriots running backs, I do want to talk about X factors because when you look through the history of the Super Bowl,'},\n", + " {'timestamp': (12.54, 16.28),\n", + " 'text': \" some of the greatest moments haven't been made by the superstars of the team.\"},\n", + " {'timestamp': (16.4, 17.5), 'text': \" It's been the X factors.\"},\n", + " {'timestamp': (17.8, 21.74),\n", + " 'text': \" Sometimes it's James White for the New England Patriots or Julian Edelman.\"},\n", + " {'timestamp': (22.12, 25.64),\n", + " 'text': \" If you guys have an X factor for who's going to determine the outcome of tonight's game,\"},\n", + " {'timestamp': (26.04, 27.1), 'text': \" Kyle Long, I'll start with you.\"},\n", + " {'timestamp': (27.18, 27.64), 'text': ' Who do you think?'},\n", + " {'timestamp': (28.06, 29.46),\n", + " 'text': \" I think it's got to be the kicking game.\"},\n", + " {'timestamp': (29.46, 0.0), 'text': ''},\n", + " {'timestamp': (5.02, 5.14),\n", + " 'text': ' I mean, look, I was there at the AFC championship, and you talked about the points per game.'},\n", + " {'timestamp': (7.88, 8.32),\n", + " 'text': ' While I agree with you, the defenses they were playing against were great,'},\n", + " {'timestamp': (11.72, 11.94),\n", + " 'text': \" and they couldn't even see where the ball was going to be thrown.\"},\n", + " {'timestamp': (14.06, 14.56),\n", + " 'text': \" That's how white out of a condition it was.\"},\n", + " {'timestamp': (17.98, 18.1),\n", + " 'text': ' But the kicking game is what that game came down to pretty much,'},\n", + " {'timestamp': (20.18, 20.52),\n", + " 'text': \" and that's what I think this one will come down to as well.\"},\n", + " {'timestamp': (23.18, 23.94),\n", + " 'text': ' There will be a 50-plus yarder at some point in the game.'},\n", + " {'timestamp': (24.84, 25.36), 'text': \" Who's going to make it?\"},\n", + " {'timestamp': (25.72, 26.3), 'text': ' Pete?'},\n", + " {'timestamp': (29.8, 0.0),\n", + " 'text': \" Well, I think an X factor for the Patriots, I don't think they're going to win the game,\"},\n", + " {'timestamp': (2.44, 2.9),\n", + " 'text': ' but I think the X factor for the Patriots is Hunter Henry.'},\n", + " {'timestamp': (7.14, 7.56),\n", + " 'text': ' And the reason I say that is Seattle has been awful against tight ends this year.'},\n", + " {'timestamp': (11.1, 11.38),\n", + " 'text': \" They're giving up an average of over six catches per game to the tight end position.\"},\n", + " {'timestamp': (13.4, 15.42),\n", + " 'text': \" And that's a problem when you play a team, because they can get Hunter Henry in the middle of the field,\"},\n", + " {'timestamp': (15.72, 17.28),\n", + " 'text': \" get the ball out of Drake May's hands.\"},\n", + " {'timestamp': (17.62, 21.32),\n", + " 'text': ' And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards.'},\n", + " {'timestamp': (21.42, 21.78), 'text': ' I like that.'},\n", + " {'timestamp': (21.86, 23.22), 'text': ' And they have to get the ball.'},\n", + " {'timestamp': (23.32, 26.74),\n", + " 'text': \" And if Iman Worry isn't in the game, then it becomes that much more of a factor.\"},\n", + " {'timestamp': (26.74, 0.0), 'text': ''},\n", + " {'timestamp': (3.24, 3.52),\n", + " 'text': \" because I think if he's not there, and he missed time this year,\"},\n", + " {'timestamp': (6.18, 8.96),\n", + " 'text': ' they might move Witherspoon inside to play the slot corner. Remember, Witherspoon used to play the slot for them as well.'},\n", + " {'timestamp': (9.0, 11.32),\n", + " 'text': \" Correct, but you don't want him playing in there, but he can do it,\"},\n", + " {'timestamp': (11.46, 13.58),\n", + " 'text': ' but then that weakens you on the outside a little bit'},\n", + " {'timestamp': (13.58, 17.3),\n", + " 'text': ' because I think you get other guys on the field.'},\n", + " {'timestamp': (17.44, 20.38),\n", + " 'text': ' Job gets on the field more, Wolin gets on the field more,'},\n", + " {'timestamp': (20.4, 21.6),\n", + " 'text': ' and I think that weakens them on defense.'},\n", + " {'timestamp': (21.6, 24.48),\n", + " 'text': ' And their dime package has been very, very influential'},\n", + " {'timestamp': (24.48, 27.88),\n", + " 'text': ' because you now have Nick Emanwary playing the dime,'},\n", + " {'timestamp': (27.88, 0.0), 'text': ''},\n", + " {'timestamp': (3.86, 4.1),\n", + " 'text': ' you have Spoon playing the nickel, two guys that are very, very relentless in terms of tackling,'},\n", + " {'timestamp': (8.0, 14.22),\n", + " 'text': \" and they play with their hair on fire. So if they don't have that status in terms of their sub packages, who knows? But for me, I know we've highlighted Seattle, talking about Sam. What\"},\n", + " {'timestamp': (14.22, 21.22),\n", + " 'text': \" about the Patriots and their game plan for JSN? So my X factor that I'm watching and looking to\"},\n", + " {'timestamp': (21.22, 28.28),\n", + " 'text': ' see the impact is the two corners, right? Carlton Davis and Christian Gonzalez. Both guys have been'},\n", + " {'timestamp': (28.28, 0.0), 'text': ''},\n", + " {'timestamp': (6.12, 12.98),\n", + " 'text': \" lock down this playoff stretch. Christian Gonzalez, guys, in the playoffs, he's allowed a zero passer rating in the fourth quarter. Zero passing rating. He's been playing his best football in the\"},\n", + " {'timestamp': (12.98, 18.58),\n", + " 'text': ' more critical moments to close out ball games to be able to get to this point. And JSN has been the'},\n", + " {'timestamp': (18.58, 25.1),\n", + " 'text': ' most prolific wide receiver this season. And when Sam is thrown to JSN, he is a much better'},\n", + " {'timestamp': (25.1, 28.64),\n", + " 'text': \" quarterback. So what's the game plan on number 11? Did you see what Carlton Davis said yesterday?\"},\n", + " {'timestamp': (28.64, 0.0), 'text': ''},\n", + " {'timestamp': (5.9, 6.12),\n", + " 'text': ' He said that Christian Gonzalez is going to spend most of the time on JSA.'},\n", + " {'timestamp': (9.0, 9.26),\n", + " 'text': \" And see, I'm a bit surprised that he made that known now.\"},\n", + " {'timestamp': (9.76, 9.96), 'text': ' I agree.'},\n", + " {'timestamp': (10.32, 10.82), 'text': ' Because oftentimes.'},\n", + " {'timestamp': (12.9, 13.02),\n", + " 'text': \" He's got to work through all that trash going across the field.\"},\n", + " {'timestamp': (14.48, 14.54),\n", + " 'text': \" I don't like that at all, by the way.\"},\n", + " {'timestamp': (17.58, 17.98),\n", + " 'text': ' With all the stuff they do with JSA and getting Sam on the outside.'},\n", + " {'timestamp': (20.22, 20.28),\n", + " 'text': \" But what I'm saying with this, Kyle and Damian,\"},\n", + " {'timestamp': (23.88, 24.08),\n", + " 'text': ' when you basically kind of gave an insight on the game plan.'},\n", + " {'timestamp': (24.64, 24.68), 'text': \" I don't like that.\"},\n", + " {'timestamp': (25.48, 25.98),\n", + " 'text': \" I don't like that either. Well, here's the thing.\"},\n", + " {'timestamp': (25.98, 26.8), 'text': ' Or did he?'},\n", + " {'timestamp': (26.88, 27.46), 'text': ' Smoke screen.'},\n", + " {'timestamp': (27.46, 28.4), 'text': \" But here's the thing, though.\"},\n", + " {'timestamp': (28.4, 29.64),\n", + " 'text': \" Here's the thing, gentlemen, gentlemen.\"},\n", + " {'timestamp': (29.84, 0.0), 'text': ''},\n", + " {'timestamp': (4.24, 4.62),\n", + " 'text': ' We live in the era of you have to play the game within a game.'},\n", + " {'timestamp': (6.36, 6.64), 'text': ' This is media week.'},\n", + " {'timestamp': (11.3, 11.72),\n", + " 'text': ' We talked about this how many times about now is the time more than ever to limit distractions.'},\n", + " {'timestamp': (13.52, 13.66),\n", + " 'text': ' And why not give somebody a distraction?'},\n", + " {'timestamp': (15.88, 16.66),\n", + " 'text': \" Hey, guess what we're going to do when we're not going to do that? Do you think they're going to do it?\"},\n", + " {'timestamp': (16.7, 18.08),\n", + " 'text': \" I don't think that they're going to do that.\"},\n", + " {'timestamp': (18.16, 19.72),\n", + " 'text': \" Seattle, I don't think they're going to do it.\"},\n", + " {'timestamp': (19.94, 20.54),\n", + " 'text': ' So you think you gave away the game plan?'},\n", + " {'timestamp': (20.56, 23.84),\n", + " 'text': \" The reason why I don't think that they would do it is because that's not who Seattle has been.\"},\n", + " {'timestamp': (23.94, 27.26),\n", + " 'text': ' They are a zone defense who likes to have eyes on the Patriots.'},\n", + " {'timestamp': (27.26, 28.02), 'text': ' The Patriots.'},\n", + " {'timestamp': (28.02, 29.48), 'text': ' Oh, yeah, yeah, yeah.'},\n", + " {'timestamp': (29.58, 0.0), 'text': ''},\n", + " {'timestamp': (0.9, 1.18), 'text': \" Yeah, they're playing for JSN.\"},\n", + " {'timestamp': (2.74, 2.9), 'text': ' I think that, yes, they will follow.'},\n", + " {'timestamp': (3.5, 3.58), 'text': ' Yes, they will follow.'},\n", + " {'timestamp': (5.8, 6.2),\n", + " 'text': ' For some reason, I thought the Seahawks were covering JSN.'},\n", + " {'timestamp': (9.06, 10.04),\n", + " 'text': ' But, yes, I think Gonzalez will absolutely travel with JSN. So why would he get that away?'},\n", + " {'timestamp': (10.88, 11.24), 'text': ' Because...'},\n", + " {'timestamp': (11.24, 12.08), 'text': ' He got caught up in the moment?'},\n", + " {'timestamp': (12.08, 13.12), 'text': ' He got caught up in the moment.'},\n", + " {'timestamp': (13.24, 13.86), 'text': ' This is the Super Bowl.'},\n", + " {'timestamp': (13.9, 14.9),\n", + " 'text': \" Again, we're talking about distraction.\"},\n", + " {'timestamp': (14.9, 15.34), 'text': \" He's right to right.\"},\n", + " {'timestamp': (15.34, 16.26), 'text': \" We're talking about media.\"},\n", + " {'timestamp': (16.52, 18.68),\n", + " 'text': ' The lights are bright and the microphones are hot.'},\n", + " {'timestamp': (18.68, 21.48),\n", + " 'text': ' But I will say, one guy that has gone under the radar,'},\n", + " {'timestamp': (21.6, 24.86),\n", + " 'text': ' even through his success in the end of the regular season,'},\n", + " {'timestamp': (24.98, 25.88), 'text': ' end of the postseason,'},\n", + " {'timestamp': (26.16, 28.04),\n", + " 'text': ' my X-Factor is going to be Ramondre Stevenson.'},\n", + " {'timestamp': (28.3, 0.0), 'text': ''},\n", + " {'timestamp': (4.12, 4.44),\n", + " 'text': \" And I'll even say this, because I like to follow storylines when it comes to games like this.\"},\n", + " {'timestamp': (9.24, 9.64),\n", + " 'text': ' A very interesting storyline for me is what Mondre Stevenson has gone through off the field.'},\n", + " {'timestamp': (11.24, 11.4), 'text': ' The loss of his father this season.'},\n", + " {'timestamp': (14.1, 16.52),\n", + " 'text': \" The motivation that he's played with through the fumbling issues and still having to deal with that off the field.\"},\n", + " {'timestamp': (16.62, 18.7),\n", + " 'text': ' And how has he responded in the second half of the season?'},\n", + " {'timestamp': (18.98, 22.34),\n", + " 'text': \" He's been one of the more reliable players, not only in the run game,\"},\n", + " {'timestamp': (22.58, 26.82),\n", + " 'text': ' not only pass protection and protecting Drake May, but as a receiver as well.'},\n", + " {'timestamp': (26.82, 0.0), 'text': ''},\n", + " {'timestamp': (7.14, 7.54),\n", + " 'text': ' So I think if the Patriots are going to have a good offensive game plan, run or pass, it will start with Ramon Tisner.'},\n", + " {'timestamp': (11.5, 12.14),\n", + " 'text': \" And if I'm not mistaken, he hasn't fumbled since October. So he's due for one.\"},\n", + " {'timestamp': (12.14, 12.86), 'text': ' He has not, no.'},\n", + " {'timestamp': (14.02, 20.24),\n", + " 'text': \" Well, listen, before Pete starts jinxing more people and putting bad juju out there, let's just get a final score prediction.\"},\n", + " {'timestamp': (20.4, 21.24), 'text': \" Pete, we'll start with you.\"},\n", + " {'timestamp': (21.32, 22.36), 'text': ' 27-10 Seattle.'},\n", + " {'timestamp': (22.5, 23.92), 'text': ' I think the defense is suffocating.'},\n", + " {'timestamp': (24.06, 25.66),\n", + " 'text': ' I think that offensive line is a problem.'},\n", + " {'timestamp': (26.02, 27.56),\n", + " 'text': \" And I think Drake May hasn't played well.\"},\n", + " {'timestamp': (27.66, 29.26),\n", + " 'text': ' I think Seattle dominates this game.'},\n", + " {'timestamp': (29.7, 0.0), 'text': ''},\n", + " {'timestamp': (2.6, 4.14), 'text': ' 24-17 Seattle Seahawks.'},\n", + " {'timestamp': (5.22, 5.72), 'text': ' Am I the lone wolf?'},\n", + " {'timestamp': (6.36, 6.4), 'text': ' Are you getting the pick?'},\n", + " {'timestamp': (6.7, 7.74), 'text': ' Do it.'},\n", + " {'timestamp': (8.48, 8.52), 'text': \" He's a Patriot.\"},\n", + " {'timestamp': (9.24, 9.72), 'text': \" I know he's a homer.\"},\n", + " {'timestamp': (12.24, 12.58),\n", + " 'text': ' But my initial prediction when the playoffs were set,'},\n", + " {'timestamp': (15.46, 15.58),\n", + " 'text': ' I had the New England Patriots beating Seattle.'},\n", + " {'timestamp': (16.28, 16.36), 'text': ' I had this matchup.'},\n", + " {'timestamp': (18.0, 18.16),\n", + " 'text': \" So I'm sticking with my guns with this one.\"},\n", + " {'timestamp': (21.58, 21.76), 'text': ' I had the Patriots 23-20.'},\n", + " {'timestamp': (22.9, 23.14), 'text': ' You told me you were wavering.'},\n", + " {'timestamp': (23.84, 24.0), 'text': \" I'm not wavering.\"},\n", + " {'timestamp': (27.08, 27.18),\n", + " 'text': ' Fellas, the best part about being the point guard is I just dish it out.'},\n", + " {'timestamp': (28.12, 29.2),\n", + " 'text': \" I don't need to make a pick. You already know who I'm rocking with.\"},\n", + " {'timestamp': (0.0, 1.18), 'text': \" We appreciate y'all.\"},\n", + " {'timestamp': (1.4, 2.4), 'text': ' Final day already.'},\n", + " {'timestamp': (2.58, 4.12),\n", + " 'text': ' Our real Super Bowl coming up in two days.'},\n", + " {'timestamp': (4.36, 4.78), 'text': \" Thank y'all.\"},\n", + " {'timestamp': (4.88, 5.6), 'text': \" We appreciate y'all.\"}]" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -2263,7 +2055,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "5448a72e", "metadata": {}, "outputs": [], @@ -2280,20 +2072,49 @@ " ts = chunk.get(\"timestamp\")\n", " if not text or ts is None:\n", " continue\n", - " \n", - " if isinstance(ts, (list, tuple)) and len(ts) >= 2:\n", - " start_s = float(ts[0])\n", - " end_s = float(ts[1])\n", - " \n", + " start_s = end_s = None\n", + " if isinstance(ts, (list, tuple)):\n", + " if len(ts) >= 2:\n", + " a, b = ts[0], ts[1]\n", + " \n", + " if a is not None and b is not None:\n", + " try:\n", + " start_s = float(a)\n", + " end_s = float(b)\n", + " except (TypeError, ValueError):\n", + " continue\n", + " \n", + " elif a is not None and b is None:\n", + " continue \n", + " elif len(ts) == 1 and ts[0] is not None:\n", + " try:\n", + " start_s = float(ts[0])\n", + " end_s = start_s \n", + " except (TypeError, ValueError):\n", + " continue\n", " elif isinstance(ts, dict):\n", - " start_s = float(ts[\"start\"])\n", - " end_s = float(ts[\"end\"])\n", + " a = ts.get(\"start\")\n", + " b = ts.get(\"end\")\n", + " if a is None or b is None:\n", + " continue\n", + " try:\n", + " start_s = float(a)\n", + " end_s = float(b)\n", + " except (TypeError, ValueError):\n", + " continue\n", " else:\n", " continue\n", + " if start_s is None or end_s is None:\n", + " continue\n", + " if not math.isfinite(start_s) or not math.isfinite(end_s):\n", + " continue\n", + " duration = end_s - start_s\n", + " if duration < 0:\n", + " continue\n", " rows.append({\n", " \"Text\": text,\n", " \"Start Time\": start_s,\n", - " \"Duration\": end_s - start_s,\n", + " \"Duration\": duration,\n", " \"Video ID\": video_id,\n", " })\n", " return pd.DataFrame(rows)" @@ -2301,7 +2122,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "e62d0aeb", "metadata": {}, "outputs": [ @@ -2335,38 +2156,38 @@ " \n", " \n", " 0\n", - " We're now 50 hours till Super Bowl 60 that clock will continue to count down.\n", + " Welcome to CBS Sports HQ presented by Heinz. It has to be Heinz and this has to be a good show because it's a Friday of Super Bowl week. I'm Jenny Dell. The Super Bowl the day after tomorrow. We are almost there. We've made it. Let's get through this Friday afternoon together and then we can celebrate Super Bowl weekend. Super Bowl 60 going down on Sunday at Levi's Stadium. Seahawks and the Patriots battling for NFL supremacy. The Patriots 12th the Super Bowl appearance. That's the most of any franchise and of course a rematch of Super Bowl 49 with\n", " 0.00\n", - " 4.88\n", - " ZZN7BAYeOtc\n", + " 29.98\n", + " Z0xP3GNpjkw\n", " \n", " \n", " 1\n", - " It's going to be here before we know it.\n", - " 4.88\n", - " 1.44\n", - " ZZN7BAYeOtc\n", + " And hearing about that all week, the Pats, of course, won that one.\n", + " 3.14\n", + " 0.36\n", + " Z0xP3GNpjkw\n", " \n", " \n", " 2\n", - " And let's continue the conversation around JSN, mean, obviously with the ball in his hands,\n", - " 6.32\n", - " 4.32\n", - " ZZN7BAYeOtc\n", + " Fun fact for this, this marks the 10th Super Bowl rematch ever.\n", + " 6.60\n", + " 0.20\n", + " Z0xP3GNpjkw\n", " \n", " \n", " 3\n", - " he's so dynamic.\n", - " 10.64\n", - " 0.80\n", - " ZZN7BAYeOtc\n", + " The previous nine, the team that won the first meeting has gone on to win six times.\n", + " 10.98\n", + " 0.12\n", + " Z0xP3GNpjkw\n", " \n", " \n", " 4\n", - " But you've noticed some things when he doesn't even have the ball that you wanted to point out.\n", - " 11.44\n", - " 2.96\n", - " ZZN7BAYeOtc\n", + " So history, pressure, the Lombardi Trophy on the line.\n", + " 14.26\n", + " 0.10\n", + " Z0xP3GNpjkw\n", " \n", " \n", " ...\n", @@ -2376,76 +2197,76 @@ " ...\n", " \n", " \n", - " 402\n", - " The\n", - " 24.00\n", - " 1.00\n", - " ZZN7BAYeOtc\n", + " 227\n", + " We appreciate y'all.\n", + " 0.00\n", + " 1.18\n", + " Z0xP3GNpjkw\n", " \n", " \n", - " 403\n", - " The\n", - " 25.00\n", + " 228\n", + " Final day already.\n", + " 1.40\n", " 1.00\n", - " ZZN7BAYeOtc\n", + " Z0xP3GNpjkw\n", " \n", " \n", - " 404\n", - " The\n", - " 26.00\n", - " 1.00\n", - " ZZN7BAYeOtc\n", + " 229\n", + " Our real Super Bowl coming up in two days.\n", + " 2.58\n", + " 1.54\n", + " Z0xP3GNpjkw\n", " \n", " \n", - " 405\n", - " The\n", - " 27.00\n", - " 1.00\n", - " ZZN7BAYeOtc\n", + " 230\n", + " Thank y'all.\n", + " 4.36\n", + " 0.42\n", + " Z0xP3GNpjkw\n", " \n", " \n", - " 406\n", - " The\n", - " 28.00\n", - " 1.00\n", - " ZZN7BAYeOtc\n", + " 231\n", + " We appreciate y'all.\n", + " 4.88\n", + " 0.72\n", + " Z0xP3GNpjkw\n", " \n", " \n", "\n", - "

407 rows × 4 columns

\n", + "

232 rows × 4 columns

\n", "" ], "text/plain": [ - " Text \\\n", - "0 We're now 50 hours till Super Bowl 60 that clock will continue to count down. \n", - "1 It's going to be here before we know it. \n", - "2 And let's continue the conversation around JSN, mean, obviously with the ball in his hands, \n", - "3 he's so dynamic. \n", - "4 But you've noticed some things when he doesn't even have the ball that you wanted to point out. \n", - ".. ... \n", - "402 The \n", - "403 The \n", - "404 The \n", - "405 The \n", - "406 The \n", + " Text \\\n", + "0 Welcome to CBS Sports HQ presented by Heinz. It has to be Heinz and this has to be a good show because it's a Friday of Super Bowl week. I'm Jenny Dell. The Super Bowl the day after tomorrow. We are almost there. We've made it. Let's get through this Friday afternoon together and then we can celebrate Super Bowl weekend. Super Bowl 60 going down on Sunday at Levi's Stadium. Seahawks and the Patriots battling for NFL supremacy. The Patriots 12th the Super Bowl appearance. That's the most of any franchise and of course a rematch of Super Bowl 49 with \n", + "1 And hearing about that all week, the Pats, of course, won that one. \n", + "2 Fun fact for this, this marks the 10th Super Bowl rematch ever. \n", + "3 The previous nine, the team that won the first meeting has gone on to win six times. \n", + "4 So history, pressure, the Lombardi Trophy on the line. \n", + ".. ... \n", + "227 We appreciate y'all. \n", + "228 Final day already. \n", + "229 Our real Super Bowl coming up in two days. \n", + "230 Thank y'all. \n", + "231 We appreciate y'all. \n", "\n", " Start Time Duration Video ID \n", - "0 0.00 4.88 ZZN7BAYeOtc \n", - "1 4.88 1.44 ZZN7BAYeOtc \n", - "2 6.32 4.32 ZZN7BAYeOtc \n", - "3 10.64 0.80 ZZN7BAYeOtc \n", - "4 11.44 2.96 ZZN7BAYeOtc \n", + "0 0.00 29.98 Z0xP3GNpjkw \n", + "1 3.14 0.36 Z0xP3GNpjkw \n", + "2 6.60 0.20 Z0xP3GNpjkw \n", + "3 10.98 0.12 Z0xP3GNpjkw \n", + "4 14.26 0.10 Z0xP3GNpjkw \n", ".. ... ... ... \n", - "402 24.00 1.00 ZZN7BAYeOtc \n", - "403 25.00 1.00 ZZN7BAYeOtc \n", - "404 26.00 1.00 ZZN7BAYeOtc \n", - "405 27.00 1.00 ZZN7BAYeOtc \n", - "406 28.00 1.00 ZZN7BAYeOtc \n", + "227 0.00 1.18 Z0xP3GNpjkw \n", + "228 1.40 1.00 Z0xP3GNpjkw \n", + "229 2.58 1.54 Z0xP3GNpjkw \n", + "230 4.36 0.42 Z0xP3GNpjkw \n", + "231 4.88 0.72 Z0xP3GNpjkw \n", "\n", - "[407 rows x 4 columns]" + "[232 rows x 4 columns]" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -2457,7 +2278,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "295b3dc1", "metadata": {}, "outputs": [ @@ -2465,7 +2286,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\whisper_transcripts\\ZZN7BAYeOtc.csv\n" + "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\whisper_transcripts\\Z0xP3GNpjkw.csv\n" ] } ], diff --git a/prediction_acquition-youtube/2-label_text.ipynb b/prediction_acquition-youtube/2-label_text.ipynb index b1843b1..a7f16cc 100644 --- a/prediction_acquition-youtube/2-label_text.ipynb +++ b/prediction_acquition-youtube/2-label_text.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 49, "id": "c5b4e005", "metadata": {}, "outputs": [], @@ -27,6 +27,9 @@ "import os\n", "import sys\n", "\n", + "import re\n", + "from typing import List\n", + "\n", "import pandas as pd\n", "\n", "from tqdm import tqdm\n", @@ -70,13 +73,13 @@ "outputs": [], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir)\n", - "yt_data_path = os.path.join(base_data_path, 'yt', 'raw_transcripts')\n", + "yt_data_path = os.path.join(base_data_path, 'yt', 'whisper_transcripts')\n", "transcripts = os.listdir(yt_data_path)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 4, "id": "7cf469ac", "metadata": {}, "outputs": [ @@ -84,7 +87,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 7/7 [00:00<00:00, 191.73it/s]\n" + "100%|██████████| 7/7 [00:00<00:00, 94.73it/s]\n" ] }, { @@ -117,37 +120,37 @@ " \n", " \n", " 0\n", - " we all know March Madness is all about\n", - " 0.199\n", - " 3.081\n", + " We all know March Madness is all about filling out and following your bracket,\n", + " 0.00\n", + " 3.22\n", " -rjnvL9LL3U\n", " \n", " \n", " 1\n", - " filling out and following your bracket\n", - " 1.760\n", - " 3.640\n", + " so we offer some first-round advice. Since UMBC beat Virginia in 2018,\n", + " 3.36\n", + " 4.30\n", " -rjnvL9LL3U\n", " \n", " \n", " 2\n", - " so we offer some first round advice\n", - " 3.280\n", - " 4.720\n", + " the 16th seed has won two of 24 meetings versus the one. Occasional upset aside,\n", + " 7.86\n", + " 5.06\n", " -rjnvL9LL3U\n", " \n", " \n", " 3\n", - " since you NBC beat Virginia in 2018 the\n", - " 5.400\n", - " 5.040\n", + " though, the analytics say advance all the one, two, and three seeds in your bracket.\n", + " 12.98\n", + " 3.84\n", " -rjnvL9LL3U\n", " \n", " \n", " 4\n", - " 16 seed has won two of 24 meetings\n", - " 8.000\n", - " 4.960\n", + " Looking for a long shot? The 11th seed has won half its meetings with the sixth seed of late,\n", + " 17.18\n", + " 4.12\n", " -rjnvL9LL3U\n", " \n", " \n", @@ -158,76 +161,76 @@ " ...\n", " \n", " \n", - " 2110\n", - " and we appreciate\n", - " 1059.919\n", - " 1.281\n", + " 1440\n", + " We've got all kinds of great coverage still coming up.\n", + " 19.72\n", + " 0.32\n", " ZZN7BAYeOtc\n", " \n", " \n", - " 2111\n", - " [cheering and applause] everybody for\n", - " 1060.457\n", - " 3.543\n", + " 1441\n", + " Thanks to everybody for being here.\n", + " 21.44\n", + " 0.16\n", " ZZN7BAYeOtc\n", " \n", " \n", - " 2112\n", - " tuning in. Enjoy Super Bowl 60 Sports\n", - " 1061.200\n", - " 4.320\n", + " 1442\n", + " Thanks to our incredible staff back in Bristol, Connecticut.\n", + " 24.26\n", + " 0.24\n", " ZZN7BAYeOtc\n", " \n", " \n", - " 2113\n", - " Center with Matt and Hannah's next.\n", - " 1064.000\n", - " 4.520\n", + " 1443\n", + " We love you guys.\n", + " 25.32\n", + " 0.32\n", " ZZN7BAYeOtc\n", " \n", " \n", - " 2114\n", - " >> Amen.\n", - " 1065.520\n", - " 3.000\n", + " 1444\n", + " And we appreciate everybody for tuning in. Enjoy Super Bowl 60.\n", + " 27.22\n", + " 1.94\n", " ZZN7BAYeOtc\n", " \n", " \n", "\n", - "

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\n", "" ], "text/plain": [ - " Text Start Time Duration \\\n", - "0 we all know March Madness is all about 0.199 3.081 \n", - "1 filling out and following your bracket 1.760 3.640 \n", - "2 so we offer some first round advice 3.280 4.720 \n", - "3 since you NBC beat Virginia in 2018 the 5.400 5.040 \n", - "4 16 seed has won two of 24 meetings 8.000 4.960 \n", - "... ... ... ... \n", - "2110 and we appreciate 1059.919 1.281 \n", - "2111 [cheering and applause] everybody for 1060.457 3.543 \n", - "2112 tuning in. Enjoy Super Bowl 60 Sports 1061.200 4.320 \n", - "2113 Center with Matt and Hannah's next. 1064.000 4.520 \n", - "2114 >> Amen. 1065.520 3.000 \n", + " Text \\\n", + "0 We all know March Madness is all about filling out and following your bracket, \n", + "1 so we offer some first-round advice. Since UMBC beat Virginia in 2018, \n", + "2 the 16th seed has won two of 24 meetings versus the one. Occasional upset aside, \n", + "3 though, the analytics say advance all the one, two, and three seeds in your bracket. \n", + "4 Looking for a long shot? The 11th seed has won half its meetings with the sixth seed of late, \n", + "... ... \n", + "1440 We've got all kinds of great coverage still coming up. \n", + "1441 Thanks to everybody for being here. \n", + "1442 Thanks to our incredible staff back in Bristol, Connecticut. \n", + "1443 We love you guys. \n", + "1444 And we appreciate everybody for tuning in. Enjoy Super Bowl 60. \n", "\n", - " Video ID \n", - "0 -rjnvL9LL3U \n", - "1 -rjnvL9LL3U \n", - "2 -rjnvL9LL3U \n", - "3 -rjnvL9LL3U \n", - "4 -rjnvL9LL3U \n", - "... ... \n", - "2110 ZZN7BAYeOtc \n", - "2111 ZZN7BAYeOtc \n", - "2112 ZZN7BAYeOtc \n", - "2113 ZZN7BAYeOtc \n", - "2114 ZZN7BAYeOtc \n", + " Start Time Duration Video ID \n", + "0 0.00 3.22 -rjnvL9LL3U \n", + "1 3.36 4.30 -rjnvL9LL3U \n", + "2 7.86 5.06 -rjnvL9LL3U \n", + "3 12.98 3.84 -rjnvL9LL3U \n", + "4 17.18 4.12 -rjnvL9LL3U \n", + "... ... ... ... \n", + "1440 19.72 0.32 ZZN7BAYeOtc \n", + "1441 21.44 0.16 ZZN7BAYeOtc \n", + "1442 24.26 0.24 ZZN7BAYeOtc \n", + "1443 25.32 0.32 ZZN7BAYeOtc \n", + "1444 27.22 1.94 ZZN7BAYeOtc \n", "\n", - "[2115 rows x 4 columns]" + "[1445 rows x 4 columns]" ] }, - "execution_count": 16, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -246,520 +249,1110 @@ }, { "cell_type": "code", - "execution_count": 42, - "id": "00ce4070", + "execution_count": null, + "id": "2fb60bd5", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Text Start Time Duration Video ID\n", - "0 we all know March Madness is all about 0.199 3.081 -rjnvL9LL3U\n", - "1 filling out and following your bracket 1.760 3.640 -rjnvL9LL3U\n", - "2 so we offer some first round advice 3.280 4.720 -rjnvL9LL3U\n", - "3 since you NBC beat Virginia in 2018 the 5.400 5.040 -rjnvL9LL3U\n", - "4 16 seed has won two of 24 meetings 8.000 4.960 -rjnvL9LL3U\n", - "5 versus the one occasional upset aside 10.440 4.560 -rjnvL9LL3U\n", - "6 though the analytics say Advance all the 12.960 4.159 -rjnvL9LL3U\n", - "7 one two and three seeds in your bracket 15.000 4.039 -rjnvL9LL3U\n", - "8 looking for a long shot the 11 seed has 17.119 3.881 -rjnvL9LL3U\n", - "9 won half its meetings with the six seed 19.039 4.801 -rjnvL9LL3U" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "raw_transcripts_df.head(10)" + "def clean_data(df) -> list[str]:\n", + " \"\"\"\n", + " Split running text into sentence-like segments.\n", + " Rules:\n", + " - Split only where a period (.) or question mark (?) is immediately followed by\n", + " whitespace. This avoids splitting decimals like ``4.5`` (digit after the dot,\n", + " not a space).\n", + " - Leading/trailing whitespace is stripped from each segment.\n", + " - Empty segments are dropped.\n", + " Caveat:\n", + " - Abbreviations such as ``Mr. Smith`` still match \". \" and may split incorrectly;\n", + " handle those with a tokenizer or an allowlist if needed.\n", + " Parameters\n", + " ----------\n", + " text : dataframe\n", + " Full text to segment (e.g. one block of joined transcript lines).\n", + " Returns\n", + " -------\n", + " list of str\n", + " Non-empty strings, each intended as one sentence or clause.\n", + " \"\"\"\n", + "\n", + " text_joined = ' '.join(df.Text.to_list())\n", + " raw_parts = re.split(r'(?<=[.?])\\s+', text_joined)\n", + " text_split = [p.strip() for p in raw_parts if p.strip()]\n", + "\n", + " return text_split" ] }, { "cell_type": "code", - "execution_count": 33, - "id": "bebc37fa", + "execution_count": 55, + "id": "af279592", "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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TextStart TimeDurationVideo ID
2085>> We are in danger of the NFL live curse1010.2406.560ZZN7BAYeOtc
2086affecting Super Bowl 60, but it's not1014.8004.159ZZN7BAYeOtc
2087going to happen. Go with the Patriots.1016.8003.120ZZN7BAYeOtc
2088>> YES, BOOGIE.1018.9593.521ZZN7BAYeOtc
2089>> YOU GUYS LOVE ME. I need to. All right,1019.9204.720ZZN7BAYeOtc
2090but here's why. I actually think Drake1022.4803.680ZZN7BAYeOtc
2091May and his legs is going to be the key1024.6403.120ZZN7BAYeOtc
2092factor in this game. I think he's going1026.1604.320ZZN7BAYeOtc
2093to step up in huge moments.1027.7604.400ZZN7BAYeOtc
2094>> Yeah. And I'm doing it for you, Mina.1030.4804.000ZZN7BAYeOtc
2095I'm doing it for you. But seriously,1032.1603.919ZZN7BAYeOtc
2096Drake May's going to stand up and it's1034.4802.880ZZN7BAYeOtc
2097going to be great and they're going to1036.0792.720ZZN7BAYeOtc
2098win and you guys are all going to be1037.3602.479ZZN7BAYeOtc
2099wrong. And1038.7993.040ZZN7BAYeOtc
2100>> on Sunday night when we see you as part1039.8393.681ZZN7BAYeOtc
2101of the Handoff Show, which tune in1041.8394.080ZZN7BAYeOtc
2102around 1:00 a.m. Eastern time, we'll1043.5203.679ZZN7BAYeOtc
2103talk about how I'm right and you guys1045.9193.760ZZN7BAYeOtc
2104are wrong. And then we'll see you again1047.1995.441ZZN7BAYeOtc
2105on Monday in Disneyland. We've got all1049.6794.721ZZN7BAYeOtc
2106kinds of great coverage still coming up.1052.6403.360ZZN7BAYeOtc
2107Thanks to everybody for being here.1054.4003.519ZZN7BAYeOtc
2108Thanks to our incredible staff back in1056.0003.919ZZN7BAYeOtc
2109Bristol, Connecticut. We love you guys1057.9192.538ZZN7BAYeOtc
2110and we appreciate1059.9191.281ZZN7BAYeOtc
2111[cheering and applause] everybody for1060.4573.543ZZN7BAYeOtc
2112tuning in. Enjoy Super Bowl 60 Sports1061.2004.320ZZN7BAYeOtc
2113Center with Matt and Hannah's next.1064.0004.520ZZN7BAYeOtc
2114>> Amen.1065.5203.000ZZN7BAYeOtc
\n", - "
" - ], "text/plain": [ - " Text Start Time Duration \\\n", - "2085 >> We are in danger of the NFL live curse 1010.240 6.560 \n", - "2086 affecting Super Bowl 60, but it's not 1014.800 4.159 \n", - "2087 going to happen. Go with the Patriots. 1016.800 3.120 \n", - "2088 >> YES, BOOGIE. 1018.959 3.521 \n", - "2089 >> YOU GUYS LOVE ME. I need to. All right, 1019.920 4.720 \n", - "2090 but here's why. I actually think Drake 1022.480 3.680 \n", - "2091 May and his legs is going to be the key 1024.640 3.120 \n", - "2092 factor in this game. I think he's going 1026.160 4.320 \n", - "2093 to step up in huge moments. 1027.760 4.400 \n", - "2094 >> Yeah. And I'm doing it for you, Mina. 1030.480 4.000 \n", - "2095 I'm doing it for you. But seriously, 1032.160 3.919 \n", - "2096 Drake May's going to stand up and it's 1034.480 2.880 \n", - "2097 going to be great and they're going to 1036.079 2.720 \n", - "2098 win and you guys are all going to be 1037.360 2.479 \n", - "2099 wrong. And 1038.799 3.040 \n", - "2100 >> on Sunday night when we see you as part 1039.839 3.681 \n", - "2101 of the Handoff Show, which tune in 1041.839 4.080 \n", - "2102 around 1:00 a.m. Eastern time, we'll 1043.520 3.679 \n", - "2103 talk about how I'm right and you guys 1045.919 3.760 \n", - "2104 are wrong. And then we'll see you again 1047.199 5.441 \n", - "2105 on Monday in Disneyland. We've got all 1049.679 4.721 \n", - "2106 kinds of great coverage still coming up. 1052.640 3.360 \n", - "2107 Thanks to everybody for being here. 1054.400 3.519 \n", - "2108 Thanks to our incredible staff back in 1056.000 3.919 \n", - "2109 Bristol, Connecticut. We love you guys 1057.919 2.538 \n", - "2110 and we appreciate 1059.919 1.281 \n", - "2111 [cheering and applause] everybody for 1060.457 3.543 \n", - "2112 tuning in. Enjoy Super Bowl 60 Sports 1061.200 4.320 \n", - "2113 Center with Matt and Hannah's next. 1064.000 4.520 \n", - "2114 >> Amen. 1065.520 3.000 \n", - "\n", - " Video ID \n", - "2085 ZZN7BAYeOtc \n", - "2086 ZZN7BAYeOtc \n", - "2087 ZZN7BAYeOtc \n", - "2088 ZZN7BAYeOtc \n", - "2089 ZZN7BAYeOtc \n", - "2090 ZZN7BAYeOtc \n", - "2091 ZZN7BAYeOtc \n", - "2092 ZZN7BAYeOtc \n", - "2093 ZZN7BAYeOtc \n", - "2094 ZZN7BAYeOtc \n", - "2095 ZZN7BAYeOtc \n", - "2096 ZZN7BAYeOtc \n", - "2097 ZZN7BAYeOtc \n", - "2098 ZZN7BAYeOtc \n", - "2099 ZZN7BAYeOtc \n", - "2100 ZZN7BAYeOtc \n", - "2101 ZZN7BAYeOtc \n", - "2102 ZZN7BAYeOtc \n", - "2103 ZZN7BAYeOtc \n", - "2104 ZZN7BAYeOtc \n", - "2105 ZZN7BAYeOtc \n", - "2106 ZZN7BAYeOtc \n", - "2107 ZZN7BAYeOtc \n", - "2108 ZZN7BAYeOtc \n", - "2109 ZZN7BAYeOtc \n", - "2110 ZZN7BAYeOtc \n", - "2111 ZZN7BAYeOtc \n", - "2112 ZZN7BAYeOtc \n", - "2113 ZZN7BAYeOtc \n", - "2114 ZZN7BAYeOtc " + "['We all know March Madness is all about filling out and following your bracket, so we offer some first-round advice.',\n", + " 'Since UMBC beat Virginia in 2018, the 16th seed has won two of 24 meetings versus the one.',\n", + " 'Occasional upset aside, though, the analytics say advance all the one, two, and three seeds in your bracket.',\n", + " 'Looking for a long shot?',\n", + " 'The 11th seed has won half its meetings with the sixth seed of late, and the ninth seed has won two-thirds of the games against the eighth seed.',\n", + " 'Now, you all had UConn winning it last year.',\n", + " 'Clark, though, had both finalists.',\n", + " 'So, who makes it to the Final Four this time around?',\n", + " 'Who cuts down the nets?',\n", + " \"You're our clubhouse leader.\",\n", + " 'Oh, so I get to choose first?',\n", + " 'You get to go first.',\n", + " \"Well, I tell you, I'm going to take Michigan State, the regular season champs in the Big Ten.\",\n", + " 'I take them out of the South.',\n", + " \"Florida's the most complete team in the field, in my opinion.\",\n", + " 'I like them coming out of the West.',\n", + " 'Clemson is my dark horse.',\n", + " 'I like it.',\n", + " \"They've been rugged.\",\n", + " 'They almost got to the Final Four last year with a number of those guys.',\n", + " \"And then we've got Duke.\",\n", + " 'We move them.',\n", + " 'this way.',\n", + " \"I'm taking Clemson in San Antonio.\",\n", + " 'Against the Gators.',\n", + " \"And I'm going with the Gators as my champ.\",\n", + " 'I like it.',\n", + " 'Clark, very bold of you.',\n", + " \"21 years, he's getting very bold.\",\n", + " \"I'm a little less bold.\",\n", + " 'I had Iowa State here.',\n", + " 'A little less bold.',\n", + " 'I know, I know.',\n", + " \"I had Iowa State here, but because of the injury to Keyshawn Gilbert, I'll take the Spartans, everybody else, and I'll take Duke and Florida in the final.\",\n", + " 'And the Blue Devils, assuming the Cooper flag is healthy, I think, are cutting down the in San Antonio.',\n", + " 'Okay.',\n", + " 'All right.',\n", + " 'Like it.',\n", + " 'All right, here we go.',\n", + " 'Here we go.',\n", + " 'I like Auburn coming out of the South.',\n", + " 'I like the Johnny sneaking out of the West to get to the Final Four.',\n", + " 'Obviously, Duke in the East, Houston in the Midwest, and then in my championship game, I have Houston, Auburn, and I have the Auburn Tigers.',\n", + " 'Okay.',\n", + " 'Like, they started the season, finished the season as national champs.',\n", + " 'I thought you were going to go Big East.',\n", + " \"I like, I'm happy having a Big East in the Final Four.\",\n", + " 'Three different champs.',\n", + " 'And the Big East had five in the tournament this year after only three last year.',\n", + " 'All right, very good.',\n", + " 'You mixed it up.',\n", + " 'You mixed it up pretty well.',\n", + " \"Jay learned not to go with my pick, so it's his third selection show.\",\n", + " 'His third time.',\n", + " 'You guys are very chalky.',\n", + " 'Very chalky, you two.',\n", + " 'He was a little out of hand early in the round.',\n", + " 'It is now time for us to predict Super Bowl 60.',\n", + " 'Chris Brockman, I need a score.',\n", + " 'I need a winner.',\n", + " 'And I want an MVP on top of it.',\n", + " \"Call your shot is basically what I'm saying.\",\n", + " 'Go for it.',\n", + " 'Rich, the parallels between this year and 2001 are plentiful.',\n", + " \"As you've pointed out, a underdog Patriots team against an NFC power that's just been steamrolling everyone.\",\n", + " 'We know what happened in 2001, guys.',\n", + " 'What happened in that game?',\n", + " 'Oh, right, right, right.',\n", + " 'came down to a field goal by Adam Vinatieri to win that Super Bowl.',\n", + " 'And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.',\n", + " \"I think it's coincidental, not ironic.\",\n", + " \"But okay, that's all right.\",\n", + " 'Coincidental, ironic, fate.',\n", + " \"I don't know.\",\n", + " 'But this is going to come down to an Andy Borogalis game-winning field goal.',\n", + " 'Patriots 34, Seahawks 31.',\n", + " 'Drake reenacts the famous Tom Brady hand-on-the-head photo.',\n", + " 'And the new dynasty begins.',\n", + " 'Oh, wow.',\n", + " 'New Dynasty?',\n", + " \"You don't even get to score.\",\n", + " \"Who's the MVP?\",\n", + " 'Is it Drake May?',\n", + " 'Obviously Drake May.',\n", + " 'Okay.',\n", + " 'Very good.',\n", + " 'What do you have, TJ?',\n", + " 'Who do you have?',\n", + " 'Well, I have the Dallas Cowboys.',\n", + " 'No, no, no.',\n", + " 'Seriously.',\n", + " 'Sorry.',\n", + " 'No.',\n", + " 'Okay.',\n", + " 'So let me give you a scenario.',\n", + " \"It's the fourth quarter, right?\",\n", + " 'The Seattle Seahawks throw up 20-16 with three minutes and 25 seconds left.',\n", + " 'Seahawks have the ball.',\n", + " \"There's a fumble.\",\n", + " 'Okay.',\n", + " 'Christian Gonzalez scoops it up.',\n", + " 'He takes it to the crib for a touchdown.',\n", + " 'the Pats go up 23 to 20.',\n", + " \"That's the final score.\",\n", + " 'Christian Gonzalez is your MVP.',\n", + " 'Oh, wow.',\n", + " 'I gave you like a tribe called quest.',\n", + " 'I gave you a scenario.',\n", + " 'Hey, Jefferson, do you have one mic?',\n", + " 'Yeah, I got it.',\n", + " 'The Pats, their year, I was there 2001, and this team literally reminds me of that team 100%.',\n", + " \"The Hawks' defense is great, and I got to go.\",\n", + " \"I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one.\",\n", + " 'Do you have a score and an MVP?',\n", + " \"I say it's going to be probably low in the 20s.\",\n", + " 'I give them maybe 23-20.',\n", + " 'Okay.',\n", + " 'And the MVP is going to be?',\n", + " 'Of Drake May.',\n", + " 'Okay, very good.',\n", + " \"Literally just copied TJ's score.\",\n", + " 'Three Patriots over there.',\n", + " \"And, man, Seahawks fans have been all over me all year because I'm like, I need to see it.\",\n", + " 'I need to see it.',\n", + " 'I need to believe it a little bit more.',\n", + " 'And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks.',\n", + " 'And their defense is going to do it.',\n", + " \"And it's going to be a 24-10 victory for the Seattle Seahawks.\",\n", + " \"They're going to get a little bit of here in the offense.\",\n", + " \"They're going to get a little bit of there in special teams.\",\n", + " 'And they are going to get the defensive stops, 24-10.',\n", + " 'And your Super Bowl MVP will be Demarcus Lawrence, baby.',\n", + " 'Wow.',\n", + " 'Yeah.',\n", + " 'The unkind cut for you, TJ Jefferson.',\n", + " \"I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done.\",\n", + " \"And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going.\",\n", + " \"I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them.\",\n", + " 'And I think Seattle fans will be very happy.',\n", + " \"And I can't wait to hear from all of you.\",\n", + " \"I can't wait to hear from all of you about how I believed in your team all along.\",\n", + " \"And I've been running an okey-doke week after week after week.\",\n", + " \"I've been lying in wait, just like the defense, to finally flip the script.\",\n", + " \"And that's my prediction for Super Bowl 60 in advance.\",\n", + " \"So I've already front-loaded it for Sunday's show.\",\n", + " 'Great job this week.',\n", + " 'You both are big defensive MVPs.',\n", + " 'Which we did.',\n", + " 'Hey, you made it all the way to the end.',\n", + " 'Thanks for that.',\n", + " 'We have reached the end.',\n", + " 'One last game.',\n", + " 'Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.',\n", + " 'A week from this Sunday.',\n", + " 'And how about the week that Kyle and Pete had?',\n", + " 'They both went 3-0.',\n", + " 'Both perfect conference championship.',\n", + " 'Great job, Pete.',\n", + " 'Best bets come through.',\n", + " 'Unreal.',\n", + " 'I got hot.',\n", + " 'Too late.',\n", + " 'Too little, too late.',\n", + " 'Yeah.',\n", + " 'Pete, the epic collapse is complete.',\n", + " 'Let me have my paper.',\n", + " 'I got something on the back of this paper.',\n", + " 'Look at Kyle in the postseason, 13-2 overall.',\n", + " 'You know what, man?',\n", + " 'You got to show up in the playoffs.',\n", + " \"And look, he's hit each of his last two best bets as well.\",\n", + " 'That was what kind of strangled him in the regular season.',\n", + " \"He can't catch me with the best bets, so I have that going for me.\",\n", + " \"It takes a while to figure out what we're looking at.\",\n", + " \"I don't know if you can see this, but this says void.\",\n", + " 'Yeah, it says void.',\n", + " 'You know why it says void?',\n", + " 'Why?',\n", + " \"We're voiding his title.\",\n", + " 'Why?',\n", + " \"Because I've got sources that have explained to me that his little best bets props haven't been coming from him.\",\n", + " 'Yes, they have.',\n", + " \"You've been accusing him of that the last few weeks.\",\n", + " \"And that's okay.\",\n", + " 'And I have a source on it.',\n", + " 'The truth will set you free.',\n", + " 'I have a source on it.',\n", + " \"So, basically, here's what happened with picks.\",\n", + " 'He kind of finagled winning this one.',\n", + " 'And then on our picks on the site, Dave Richard changed like three picks on the last Sunday after the fact.',\n", + " \"See, that's cheating.\",\n", + " 'And I called him out on it.',\n", + " 'He said, well, blah, blah, blah, blah, blah.',\n", + " 'Dave.',\n", + " 'Yeah.',\n", + " 'So the fact is I should be the winner of all of them.',\n", + " 'Okay.',\n", + " 'You all cheated me.',\n", + " \"Instead, you're the winner of none.\",\n", + " 'None.',\n", + " \"I'm a loser.\",\n", + " 'Absolutely nothing.',\n", + " 'All right.',\n", + " 'That was a collapse.',\n", + " 'Oh, that was a terrible collapse.',\n", + " 'Seahawks are a four and a half point favorite here, but underdogs have won the last three Super Bowls straight up.',\n", + " \"That's tied for the longest streak of all time.\",\n", + " \"If the Patriots win this, it'll be the longest streak of all time.\",\n", + " \"Well, they're not winning this one, the Patriots.\",\n", + " \"And you know how I rank the rosters every year, one through 46 players, and I've been going through the rosters.\",\n", + " \"I'm astounded that the New England Patriots are in the Super Bowl.\",\n", + " \"I'll be honest with you.\",\n", + " 'I really am.',\n", + " 'Have you released your player rankings yet?',\n", + " 'No, not yet.',\n", + " 'That comes out on Monday.',\n", + " 'So what are we looking at here?',\n", + " 'like eight of the top ten are Seahawks?',\n", + " \"No, not necessarily, but I just look at this team as a whole, and I don't see a lot of real top-tier talent on it, and that tells you that they're well coached in a lot of areas, particularly the head coach, but Josh McDaniels does a great job.\",\n", + " \"They have a really good quarterback, but I just don't think the talent is great.\",\n", + " \"You're an offensive line guy.\",\n", + " \"These two teams don't have great offensive lines, neither one of them, and if you had to rank them, most people would rank the Patriots offensive line ahead of Seattle's offensive line.\",\n", + " \"So it's just strange that we have two teams that are so not what you expect to be there in the Super Bowl.\",\n", + " \"Good physical offensive lines and a lot of top tier talent because they don't, neither one of them really has it.\",\n", + " \"So it's strange in the way that they kind of matched up.\",\n", + " \"I'm glad you brought up Josh McDaniels because I feel like the top two priorities for Josh McDaniels having Drake May under center is protection and protection.\",\n", + " \"If you watch him against the Broncos last week, Will Campbell was cutlocking front side about a dozen times, finding ways to get these defenders on the ground and the balls out quick, because to your point, they're not necessarily stalwarts up front.\",\n", + " 'I think both coordinators have done a fantastic job playing to the strengths of the guys they have in their huddle.',\n", + " 'New England, they spread the football around, they protect Drake May, they run the football effectively.',\n", + " \"29 carries in the second half against the Denver Broncos, that's awesome.\",\n", + " 'Bleed the whole clock out.',\n", + " \"You know what I'm saying?\",\n", + " 'And for the Seattle Seahawks, they run the football to throw the football.',\n", + " 'They get Sam Darnold on the edges throwing it.',\n", + " 'They take shots down the field.',\n", + " 'Jackson Smith and Jigba is unguardable.',\n", + " \"I can't wait to watch this matchup.\",\n", + " \"It's going to come down to both defenses.\",\n", + " \"I think New England's defense will be the unit that wins or loses the game.\",\n", + " 'You know, when I talk about ranking the players, we talk about offensive linemen.',\n", + " \"We go back to last year's Super Bowl.\",\n", + " 'You had, you know, Milota and Lane Johnson were in the top 10.',\n", + " 'You had Creed Humphrey was in the top 10.',\n", + " 'And Trey Smith and Tooney are right behind that top 10.',\n", + " 'Now you go here and you look at these two offensive lines.',\n", + " \"Is there anybody who's a top 10 player on either line?\",\n", + " 'No, I just think that the fact that they can rotate so many players on defense for both of these teams and so many guys are interchangeable.',\n", + " \"And to your point earlier about the Patriots, this reminds me of that kind of Patriots team where they are a team and they're well coached and they believe.\",\n", + " \"And it's the new era of the Patriots.\",\n", + " \"It's the same thing with the Seahawks.\",\n", + " \"You're looking at a team that had like eight wins, nine wins.\",\n", + " 'Now what are they, 14 wins?',\n", + " 'They have just gotten better and better.',\n", + " 'John Schneider has made all the right decisions.',\n", + " 'They got rid of Russell.',\n", + " 'They got rid of Geno.',\n", + " 'They got rid of DK.',\n", + " \"And I'm scratching my head.\",\n", + " 'The rest of the hair I had on my head fell out.',\n", + " 'They brought in Cooper Cupp, and I was like, oh, this is not the solution.',\n", + " 'But then Jackson Smith and Jigma becomes JSN.',\n", + " \"And Sam Darnold shows us that he ain't going to become a pumpkin, One game left.\",\n", + " 'One more chance.',\n", + " 'Both of these teams feel like teams of destiny, honestly.',\n", + " \"Like we've used that phrase a couple times in the playoffs.\",\n", + " 'I mean, with that blizzard, the running game for New England, beating up on the Houston Texans defense, putting pressure on C.J.',\n", + " 'Stroud.',\n", + " 'Obviously they got a little help going against Stidham instead of Nix.',\n", + " \"It's going to be crazy.\",\n", + " 'And the Seahawks had to earn it against the Rams.',\n", + " 'But no top ten offensive linemen.',\n", + " 'Seahawks had to earn it against the Rams.',\n", + " 'Different paths.',\n", + " \"It's incredible when you think about that.\",\n", + " 'with the way the game is supposed to be played with a big physical, good offensive line with dominant players.',\n", + " \"They don't have them.\",\n", + " 'Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.',\n", + " 'What do you think, Kyle?',\n", + " 'I also think that the Seattle Seahawks are to win this football game.',\n", + " 'I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.',\n", + " 'I still fully believe that.',\n", + " \"It's all in the eyes, Chico.\",\n", + " \"When I look at Sam Darnold's eyes right now, that's a man on an absolute mission.\",\n", + " 'And behind him are some of the best 52 guys ready to roll in support of him.',\n", + " \"Yeah, I think they're a much better team.\",\n", + " \"I think they're better.\",\n", + " \"As good as New England has been on defense, I think the better defense is in Seattle, and I think offensively they're a better football team.\",\n", + " \"But who's the best player on the field?\",\n", + " 'Is it going to be Drake Mack?',\n", + " \"I mean, he's the guy that's in the running for MVP.\",\n", + " 'I mean, he can be.',\n", + " \"He hasn't been in the playoffs.\",\n", + " 'I mean, if you look at it.',\n", + " \"Yeah, the offense hasn't had to do a lot.\",\n", + " \"But they haven't been very good in the playoffs, the offense.\",\n", + " \"And he hasn't been great in the playoffs.\",\n", + " \"He was good with his legs last week, but he wasn't great.\",\n", + " 'Watch out for those guys on the defense for the Seattle Seahawks, particularly the guys on the line of scrimmage, guys like Nicky Manwari who can work his way into the box.',\n", + " \"He's done so much for the Seattle Seahawks defense.\",\n", + " 'They have a pack of dogs on the Seahawks defense.',\n", + " \"To the defense of the Patriots, they'll say, well, yes, the Texans great on defense.\",\n", + " 'The Broncos great on defense.',\n", + " 'We beat them both.',\n", + " 'Chargers good on defense.',\n", + " 'So what different challenges does the Seattle defense?',\n", + " 'They were at home for two of those games.',\n", + " \"That's a big difference.\",\n", + " 'Both of the teams that they just beat had great guys on the edges.',\n", + " \"And it's easier to help with guys on the edges.\",\n", + " 'Where are the issues for the Seattle Seahawks defense?',\n", + " 'Right there in front of your quarterback.',\n", + " 'Right down the barrel of the gun.',\n", + " \"So for Drake May, that's what it's going to be.\",\n", + " 'His ability to get the football out on time.',\n", + " 'Those guards on the inside of a lackluster group.',\n", + " 'I mean, we saw it last week.',\n", + " 'That left side is going to need some help.',\n", + " \"And Garrett Bradbury, he's good at getting out to the second level.\",\n", + " \"He's athletic.\",\n", + " 'But you could put a big people on top of him and give him pushback.',\n", + " \"He's not a big center.\",\n", + " 'And I think that could be a problem for them on the inside.',\n", + " 'In fact, I thought we were giving a prop out here as well.',\n", + " 'Leonard Williams over a half sack was one of my props.',\n", + " 'You can give a prop?',\n", + " 'Is that your prop?',\n", + " \"That's not my best bet, though.\",\n", + " 'But you can give a prop.',\n", + " \"Well, there's a prop.\",\n", + " 'Are you trying to give out several props so you can try to catch him?',\n", + " \"I'm going to catch him.\",\n", + " \"I'll give him a prop, too.\",\n", + " 'Next week.',\n", + " 'You can mathematically eliminate.',\n", + " 'No, not eliminate yet.',\n", + " 'if we give more props next week.',\n", + " 'Well, next week, yeah.',\n", + " \"We're going to be out there.\",\n", + " 'We might as well have some game going.',\n", + " 'What do you think the vibe is going to be like for this?',\n", + " 'Because I talked to Kyle about this a little bit earlier on our YouTube piece.',\n", + " \"From the outside looking in, there's no Mahomes.\",\n", + " 'So many years we had Brady in there.',\n", + " 'Blah.',\n", + " 'Yeah, it seems like that.',\n", + " \"Unless you're a football guy.\",\n", + " 'Right.',\n", + " \"I mean, from a football standpoint, it's great.\",\n", + " 'How do you sell it, though?',\n", + " \"It's going to be a hard sell.\",\n", + " \"I think it's a hard sell.\",\n", + " \"Let's just put it this way.\",\n", + " \"It's a Paramount Plus movie and Sam Darnold, okay?\",\n", + " \"It's the rookie of the second year, rookie of the year, Drake May, you know what I'm saying, who's almost the MVP.\",\n", + " 'These are the new stars, right?',\n", + " 'Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.',\n", + " 'But where are the villains?',\n", + " 'You know, you want villains.',\n", + " 'Mike Vrabel is kind of a villain.',\n", + " \"I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years.\",\n", + " 'Yeah, but the different team, though.',\n", + " \"It's a different team, and sometimes when you get removed from it, it's different.\",\n", + " \"It's not Belichick.\",\n", + " \"It's not Brady.\",\n", + " 'So you look at it and you go, oh, new guys, Mike Vrabel and Drake May.',\n", + " \"We don't hate them as much, and I think there's some of that there.\",\n", + " \"It is kind of a blah Super Bowl from the buildup and what people are saying about it Because you're right, there's no Mahomes, there's no Eagles going for another one.\",\n", + " 'Back-to-back, Mahomes is going for three.',\n", + " \"There's no real, where are the villains?\",\n", + " 'Every team has a villain.',\n", + " 'Where are the villains on these teams?',\n", + " 'Do you have any?',\n", + " 'For me, the villains are up front for the Seattle Seahawks.',\n", + " \"Well, they're nasty.\",\n", + " \"They're nasty.\",\n", + " 'The villains are up front for both defenses.',\n", + " 'But do they stand over toppy and taunt you and all that?',\n", + " \"No, they're extremely well coached.\",\n", + " 'They respect the game of football.',\n", + " \"And I think that's why I enjoy watching these teams play.\",\n", + " 'Because they fly around and they are taking on the identity of their coaches.',\n", + " 'The Mike and Mikes.',\n", + " \"You know what I'm saying?\",\n", + " \"Mike McDonald's done a fantastic job with that group, the culture they've instilled.\",\n", + " \"And I think they're no BS.\",\n", + " 'They just go win.',\n", + " \"And the Patriots, we know how Vrabel's always been, and that's how his team is.\",\n", + " \"But even Diggs, you know, in his past, he's not anymore.\",\n", + " \"I mean, it's unbelievable.\",\n", + " 'These teams are kind of dull.',\n", + " 'They still let Mac Hollins be Mac Hollins.',\n", + " \"They're damn good football teams, and that's all you want.\",\n", + " \"But they're dull.\",\n", + " 'All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.',\n", + " \"I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\",\n", + " \"That's what you're going to get.\",\n", + " 'All right.',\n", + " 'Super Bowl 60 is coming up a week from Sunday.',\n", + " 'We still have best bets.',\n", + " 'Wait a second.',\n", + " 'Why is Pete listed ahead of me?',\n", + " 'Wait a second.',\n", + " 'What is this crap?',\n", + " 'What did you do?',\n", + " \"I shouldn't be there.\",\n", + " 'What did you do?',\n", + " 'Are we being DDoSed?',\n", + " \"I didn't do that.\",\n", + " \"Unless somebody's giving you your picks, too.\",\n", + " \"No, I'm the only one above 500.\",\n", + " \"I'm listed second?\",\n", + " 'Boyd, is somebody giving you your picks too?',\n", + " \"Since I'm number one, I'm going to give my first pick.\",\n", + " \"And I'm going to go against you guys.\",\n", + " \"I'm going to take the points with the Patriots.\",\n", + " 'Patriots plus four and a half.',\n", + " 'Underdogs.',\n", + " \"I'm not saying they win it.\",\n", + " \"You're going to lean into that.\",\n", + " 'Underdogs, yes.',\n", + " 'Three straight times, the underdog has won outright.',\n", + " 'Five straight times, the underdog is covered in the Super Bowl.',\n", + " \"You're going with the pattern.\",\n", + " \"I'm going to say six.\",\n", + " \"You're staying.\",\n", + " \"We're trend busters.\",\n", + " \"That's what we need.\",\n", + " \"We're on it.\",\n", + " 'Give me some.',\n", + " 'Our last pick of the year.',\n", + " 'We buck trends.',\n", + " 'By the way, say that fast.',\n", + " 'By the way, say that fast.',\n", + " 'Bucking trends.',\n", + " 'Can we thank everybody for watching us and putting up with our BS all year?',\n", + " 'Absolutely.',\n", + " 'The last two years have been fun.',\n", + " \"It's great.\",\n", + " \"As back-to-back champ, it's even more fun.\",\n", + " \"Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season.\",\n", + " 'Stop it.',\n", + " 'Kyle, what pick did they give you this week?',\n", + " \"This week, we're going pick for the game.\",\n", + " \"I'm going to go Seattle Seahawks.\",\n", + " 'My best bet is JSN anytime touchdown.',\n", + " \"If you watch the Seahawks, this guy's going to score.\",\n", + " \"They're going to find a way.\",\n", + " 'Who gave you that one?',\n", + " 'JSN.',\n", + " 'Me.',\n", + " 'Okay.',\n", + " 'You actually did that one this week?',\n", + " 'Mies Ohos.',\n", + " \"Because I know the last three you didn't do.\",\n", + " 'I did.',\n", + " 'I did Jarrett Stidham rushing because I saw a graphic on TikTok that said Jarrett Stidham was a better dual threat quarterback than Lamar Jackson, Jawan Jennings, Joe Burrow.',\n", + " 'By the way, why was Joe Burrow even on that list?',\n", + " 'Whoever was evaluating dual threat or the definition of it should be fired.',\n", + " 'Joe Burrow, not a dual threat.',\n", + " 'When they came out of high school.',\n", + " 'Because Jawan Jennings was a quarterback.',\n", + " 'He was great.',\n", + " 'You want to give like five best bets so you can try to catch up here?',\n", + " 'No, I got one.',\n", + " 'Hunter Henry over 37 and a half receiving yards.',\n", + " \"You're going prop two?\",\n", + " 'And you know why?',\n", + " 'Because the Seahawks all year have struggled against tight ends.',\n", + " \"And in the playoffs, they've given up, I think, 11 catches in the playoffs in their two games.\",\n", + " 'And they average against them six and a half catches and 70 yards receiving from the tight end position.',\n", + " \"So that's going to be a problem.\",\n", + " 'So that was your bonus one?',\n", + " \"That's my best bet.\",\n", + " \"I'll give a bonus one.\",\n", + " 'Okay.',\n", + " \"I'm going to go Tank Lawrence half a sack.\",\n", + " 'I had Leonard Williams for half a sack.',\n", + " \"We're going to be in on it.\",\n", + " \"I think we're both going to be right.\",\n", + " \"They're going to be hugging Drake May together?\",\n", + " 'No, no.',\n", + " \"They're each going to get more than a half.\",\n", + " \"They're both going to get one.\",\n", + " 'Great.',\n", + " 'There we go.',\n", + " 'We got one more best bet from the producers.',\n", + " 'I thought for sure it would be like a national anthem over under, something like that.',\n", + " 'There will be a falconer.',\n", + " 'Bad bunny number of dresses he wears at the halftime show.',\n", + " \"So they're going to go one rushing touchdown and one passing touchdown from each team.\",\n", + " 'I like that.',\n", + " 'I like that.',\n", + " 'Some balance.',\n", + " 'We got some balance.',\n", + " \"And that's plus 220.\",\n", + " 'So you got value on that.',\n", + " 'That is actually pretty good.',\n", + " 'We like value.',\n", + " \"Well, if you think it's going to be a defensive game, then maybe not so much.\",\n", + " 'But I think I actually like that.',\n", + " 'These are the two.',\n", + " 'Not as unhinged as usual.',\n", + " 'When you combine regular season and postseason, And these are the two best defenses at not allowing points this season in the Patriots and the Seahawks.',\n", + " \"It's been fun.\",\n", + " 'Those are our best bets for the final time.',\n", + " 'You guys are going to be out there.',\n", + " \"I'm sure you're going to give us a lot more picks coming up next week.\",\n", + " 'And those will count, too.',\n", + " 'And then me and Pete go on vacation together.',\n", + " 'You know, they count.',\n", + " 'Going to Barbados together.',\n", + " \"We're going to Sandals.\",\n", + " \"Let's make a decision.\",\n", + " 'Should the picks we make out there count?',\n", + " 'Yes or no?',\n", + " 'Sure.',\n", + " \"Sure, they'll count.\",\n", + " \"Yeah, let's count them.\",\n", + " 'I can catch them then.',\n", + " \"We'll give you a shot, Pete.\",\n", + " \"We'll give you a shot.\",\n", + " \"I don't know.\",\n", + " \"If his studio help gives him picks, I won't have a chance.\",\n", + " 'Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.',\n", + " 'If Sam Darnold wins the Super Bowl, will we consider him elite?',\n", + " 'Cam Newton says he is playing possessed.',\n", + " 'What do you think?',\n", + " 'This for me?',\n", + " 'Yep.',\n", + " 'Hell no.',\n", + " 'What you mean elite?',\n", + " 'Elite is reserved for the dude that just walked out of here.',\n", + " \"That's elite.\",\n", + " 'Like, well, whatever your definition is.',\n", + " \"Like, I've had to become a better person through my therapist for not thinking that everybody thinks, you know, when things should be obvious.\",\n", + " 'when I think things should be obvious that everybody else should.',\n", + " \"Here's the thing, man.\",\n", + " \"I think because we're so inundated with clips of sports and we always see it and it's always on and we get this idea that because a dude accomplishes something or it's a great story to tell.\",\n", + " \"It's one MJ.\",\n", + " \"It's one Braun.\",\n", + " \"It's one Wayne Gretzky.\",\n", + " \"It's one Deion Sanders.\",\n", + " 'When I think elite, Bo Jackson was elite.',\n", + " \"There's a difference when those guys are doing what they do as opposed to everybody else.\",\n", + " \"So I don't tag that moniker to Sam Darnold.\",\n", + " \"It's just that simple.\",\n", + " \"When you give the words elite or great, to me that's an upper echelon tier that only is reserved for a few people that's ever done things.\",\n", + " \"But you're mentioning players that don't play anymore.\",\n", + " 'Are there elite quarterbacks that maybe he could surpass or very good quarterbacks he could surpass that are currently playing.',\n", + " \"He's not going to pass Patrick Mahomes.\",\n", + " \"He's not going to pass Josh Allen.\",\n", + " \"He's not going to pass Matthew Stafford.\",\n", + " \"Those are guys that are going to be in that elite conversation when it's all said and done that are currently playing.\",\n", + " \"He's not going to pass Lamar Jackson based on a win in the Super Bowl.\",\n", + " \"So, again, the overall accomplishment will pass all of those guys that haven't won one.\",\n", + " 'But ultimately, when I think about elite, I think about the individual and what he brings.',\n", + " \"I think, too, what we have to understand, especially as people are hearing this discussion take place, you're not hating.\",\n", + " \"You're not bitter.\",\n", + " \"You're not in a position of, hey, why would you say it like that?\",\n", + " 'Why would you tear another person down?',\n", + " 'The reality is this.',\n", + " \"When you start to mention elite play or to say this person isn't elite, that's not a shot to say he's a bad player either.\",\n", + " 'No, not at all.',\n", + " \"I think when you start to really unpack Sam Darnold, This isn't even the best version of Sam Darnold.\",\n", + " 'I think what Sam Darnold has reminded everybody in the NFL is maybe we need to get back to sitting our players and developing them the right way rather than drafting a player early and expecting him to play early.',\n", + " \"That's not realistic.\",\n", + " \"That's not what certain players need for them to get the best output of their skill set.\",\n", + " 'So maybe Sam Darnold is setting a new precedent for quarterbacks to be at the elite level, right?',\n", + " 'Okay, patience.',\n", + " 'Go ahead, R.C.',\n", + " \"First off, I'm not going to be platonic with y'all.\",\n", + " 'Oh, platonically?',\n", + " 'Right now, you feel me?',\n", + " \"Like, let's keep it real.\",\n", + " 'Sam Darnold is playing at an extremely high level.',\n", + " 'Sam Darnold has been a two-time Pro Bowler for the Minnesota Vikings last year and now for the Seattle Seahawks.',\n", + " 'Sam Darnold is nowhere near the elite conversation.',\n", + " \"but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls.\",\n", + " 'Eli Manning was never an elite quarterback.',\n", + " 'Eli Manning won two Super Bowls because he was in a great situation.',\n", + " 'He had the right support system.',\n", + " 'He had an excellent head coach.',\n", + " 'He had a top-tier defense.',\n", + " \"That's exactly what's happening for Sam Darnold.\",\n", + " 'We had this conversation last year.',\n", + " 'Sam Darnold may go out and have a crazy Super Bowl.',\n", + " 'You know who had two phenomenal Super Bowls that nobody ever says is elite?',\n", + " 'Jalen Hurts.',\n", + " \"Jalen Hurts didn't just have a phenomenal Super Bowl and play well against the team.\",\n", + " 'He had a phenomenal Super Bowl, outplayed the best player in the world, and we were still having conversations in the offseason if he was even top ten.',\n", + " \"He's been an all-pro.\",\n", + " 'He was a second-team all-pro.',\n", + " 'He was a Super Bowl MVP, and still nobody has that conversation.',\n", + " \"We don't have to talk about a player being elite to respect him.\",\n", + " 'I respect Sam Darnold.',\n", + " 'I know Sam Darnold is good enough to win with.',\n", + " 'I know Sam Darnold is going to show up every day and give you the best he possibly can.',\n", + " \"The deal, nothing y'all said was wrong, but it doesn't mean that it doesn't provoke a conversation.\",\n", + " 'Obviously, you respect Sam Darnold, all right?',\n", + " \"You respect what he's done, et cetera.\",\n", + " 'You get that part.',\n", + " \"Here's where it gets interesting.\",\n", + " \"I'm going to challenge y'all as former football players to make up your mind, because when you brought up Jalen Hurts, Jalen Hurts has spent, even though we all respect him, and we know he's Super Bowl champion, Super Bowl MVP, two Super Bowls.\",\n", + " \"He would have been the MVP if he'd be Kent City's first goal round, all this other stuff.\",\n", + " \"There have been too many instances during the regular season when he didn't appear elite, when his numbers didn't appear elite, when his performance didn't appear elite, right?\",\n", + " \"But we're looking at what he did in the Super Bowls, and we're like, he that do.\",\n", + " \"Sam Donald's the opposite.\",\n", + " 'The brother 28-4 over the last two seasons, 28-6 over the last two regular seasons.',\n", + " 'He performed very poorly in the season finale against Detroit last year.',\n", + " 'And then the playoff game when he was sacked nine times by the Rams last year.',\n", + " 'This year he comes out, plays lights out.',\n", + " 'They blow out San Francisco 41-6.',\n", + " 'NFC Championship game, he throws 346 starts.',\n", + " 'And if he wins the Super Bowl, that would be put on top of what he has done over the last two years.',\n", + " \"So as a pundit and a commentator who didn't play, I'm looking at pundits and commentators who did play.\",\n", + " \"And I'm saying to y'all, I'm asking y'all, what's the standard when we're talking about elite?\",\n", + " \"Because usually y'all would lean to a body of work that obviously includes the regular season.\",\n", + " \"And now with Sam Darnold, we're not necessarily.\",\n", + " \"Okay, well, here is all I'm going to say because I love that you used Jalen Hurts and you used Sam Darnold's record for his team in the last two years.\",\n", + " 'Jalen Hurts in the last four, 11-6, 14-3, 11-6, 14-3, two Super Bowl appearances and phenomenal play.',\n", + " 'So if we are going to use him as the standard, we also have to look at regular season play and say that until week 16, we were questioning Sam Darnold still.',\n", + " 'We were having the conversation.',\n", + " 'But were we right to do it?',\n", + " 'Yes.',\n", + " 'No one already did it.',\n", + " 'Exactly.',\n", + " \"But I'm saying just because he goes on this run, and I hate being this person, and just because he goes on this run, we can't forget that he led the league in turnovers with 20.\",\n", + " \"That's not elite level play.\",\n", + " 'R.C., listen.',\n", + " 'What your damn eyes telling you?',\n", + " \"Like, that's why I said, like, some people have this definition of elite.\",\n", + " \"I don't think Jalen Hurts is elite.\",\n", + " 'I agree with that.',\n", + " \"I don't.\",\n", + " \"I think he's a really good quarterback.\",\n", + " 'And you can win Super Bowls and they can win MVPs with that.',\n", + " \"You're a body of work over a period of time that separates you from everybody else playing the position.\",\n", + " 'Can we say that about Mahomes?',\n", + " 'Yes.',\n", + " 'Can we say that about Lamar Jackson?',\n", + " 'Yes.',\n", + " 'Can we say that about Josh Allen?',\n", + " 'Yes.',\n", + " 'Those are the elite guys.',\n", + " \"That's it.\",\n", + " 'Right now in this iteration of the NFL.',\n", + " 'What about Stafford?',\n", + " 'Stafford is elite for longevity.',\n", + " \"I'm talking about guys that have these attributes that are different.\",\n", + " 'The other three are generationally talented players.',\n", + " 'Yeah, but you have elite winners.',\n", + " 'You have Tom Brady, elite winner, not elite athlete.',\n", + " \"So it's your definition.\",\n", + " 'The elitist.',\n", + " 'Right, right.',\n", + " 'Blake Cam, last word.',\n", + " 'Well, me and you, the quarterback.',\n", + " 'But when I say certain things, it just has a different kind of reaction to how people receive it.',\n", + " 'What I would say about Matthew Stafford, Matthew Stafford has always been elite.',\n", + " \"He just didn't have the winning resume to back that.\",\n", + " 'Now, an MVP.',\n", + " 'Now, Super Bowl winner.',\n", + " \"Now, he's now propelled himself.\",\n", + " \"He's elite.\",\n", + " \"Matthew Stafford's elite quarterback.\",\n", + " 'But not just elite.',\n", + " 'An all-time great that we have to start to consider.',\n", + " 'But he also had trouble with turning the ball over sometimes.',\n", + " \"I'm to be corrected.\",\n", + " \"He's corrected on that.\",\n", + " \"That's why I say longevity has created that for him.\",\n", + " 'For sure.',\n", + " \"Because even when you look at Matthew Stafford, the one thing that sticks out is he's always had elite receivers too.\",\n", + " 'He played with the greatest receiver in Megatron.',\n", + " \"He's had a Devontae Smith.\",\n", + " 'I mean, Devontae Adams, Apuka Nakua, Cooper Cup.',\n", + " 'These guys have always been at his disposal.',\n", + " 'So at the same time, he still held his own with being able to distribute the football at a high level.',\n", + " 'What a great time it has been here in San Francisco.',\n", + " 'A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park.',\n", + " 'And Sam Fran, I got you.',\n", + " 'Cam, that thing look good coming out your hand, man.',\n", + " \"Oh my God, it's sniping.\",\n", + " 'Uh-oh.',\n", + " \"It's sniping.\",\n", + " 'Uh-oh.',\n", + " \"It's sniping.\",\n", + " 'Uh-oh.',\n", + " \"We'll watch one more here.\",\n", + " 'Look at Cam.',\n", + " 'Oh, almost hit the light.',\n", + " \"Didn't though.\",\n", + " 'And the slide.',\n", + " 'All right, quick predictions.',\n", + " 'We only got 20 seconds.',\n", + " \"We'll go down the line.\",\n", + " 'Who wins on Sunday, Marcus?',\n", + " \"I'm taking the Seattle Seahawks.\",\n", + " \"I think they've been more consistent.\",\n", + " 'Seattle.',\n", + " 'Seattle.',\n", + " '24-10.',\n", + " 'We got.',\n", + " 'Seattle Seahawks.',\n", + " 'Seattle.',\n", + " 'Damn.',\n", + " 'I will take the Patriots.',\n", + " 'Cardi B about to have a field day with us.',\n", + " 'I will take the Patriots.',\n", + " 'Cardi B about to go crazy over there.',\n", + " 'Thanks for being with us all week here in San Francisco.',\n", + " \"Let's make our official picks.\",\n", + " \"We'll go around.\",\n", + " \"Ty, we'll start with you.\",\n", + " 'Seattle Seahawks, minus four and a half.',\n", + " 'Super Bowl Sunday.',\n", + " \"McDonald's, Sam Darnold.\",\n", + " 'Sports Rage, Gabe Berenzi says the Seattle Seahawks win.',\n", + " '27-20.',\n", + " 'Cover, overhits as well.',\n", + " 'Do you see it the same as Sports Rage?',\n", + " 'And can you do this as Gabe Berenzi?',\n", + " 'Well, you know what I mean?',\n", + " 'I could probably try.',\n", + " \"I don't know if I'm going to be able to have the same type of juice.\",\n", + " 'All week, coming into this game, I thought Seattle was going to beat the fuck out of me.',\n", + " \"But the closer we've gotten to this day, maybe it's because the rage is flowing through me.\",\n", + " \"I can't believe I'm fucking saying this, but I like the Patriots 24-21.\",\n", + " \"So I'm not to disagree with you.\",\n", + " 'A lot of great stats.',\n", + " \"I know you're diving into it, obviously.\",\n", + " \"But it's Drake May's time.\",\n", + " 'I mean, at the end of the day, we all know Super Bowls won on Sunday, not today.',\n", + " 'And, of course, when Ty Rage is on the New England Patriots side, it means more.',\n", + " 'But everything you said is exactly why the Patriots will win.',\n", + " 'Everyone loves the Seahawks, 74% of the money, the underdogs, the easy schedule, all this bullshit, this is what happens with New England.',\n", + " \"because they feel like every single time, and I say they feel, other people who aren't Pats fans feel like every time they win the Super Bowl, it's for some bullshit reason, like an easy schedule, like Jared Stidham in the AFC Championship, like bad weather against the Texans.\",\n", + " \"And if you go back and look, everybody's picking against the Patriots damn near every week.\",\n", + " 'Like after Houston, a lot of people liked Houston, and then the Patriots beat the fuck out of them, and then, well, weather stunk and C.J.',\n", + " 'Stroud stunk.',\n", + " \"So that's not because the Patriots.\",\n", + " \"No, you're right.\",\n", + " 'People were saying they had the best defense in the NFL going into that game.',\n", + " 'Exactly.',\n", + " 'Oh, yeah.',\n", + " 'Three for three in the red zone.',\n", + " 'And they were.',\n", + " 'They were historic all year.',\n", + " \"But it feels like every single time people have counted the pats out, they've answered the bell.\",\n", + " \"And I just don't see how McDaniels coaching in his ninth, appearing in his tenth Super Bowl with the Drake Mays, he's going to know what to do.\",\n", + " 'You know, the Seahawks defense is great.',\n", + " \"It's not in the top three of best defenses McDaniels has ever gone up against, especially in a Super Bowl situation.\",\n", + " \"So, personally, I mean, I don't want to go out on a limb, but I'm going to go, you know, 33-13.\",\n", + " 'Okay.',\n", + " \"I like that that's not a limb.\",\n", + " 'Alternate strength.',\n", + " \"That's not a limb.\",\n", + " \"That's one of those situations.\",\n", + " \"Sam Darnold doesn't like playing the pass.\",\n", + " \"That's a ledge.\",\n", + " \"That's not a limb, Pat.\",\n", + " \"That's a ledge.\",\n", + " 'All the way out there.',\n", + " \"But, hey, you've got to go out on the limb because that's where.\",\n", + " \"Isn't that where the fruit is?\",\n", + " \"That's right.\",\n", + " \"Sometimes you've got to do that.\",\n", + " '33-10.',\n", + " 'Okay.',\n", + " \"We've got a 23-point win over there for Connor and a four-point win for the Patriots by Ty.\",\n", + " 'The toxic table firmly in the New England Patriots corner, which I respect, by the way.',\n", + " \"Boys, I like that we're together.\",\n", + " 'Thank you, Ty.',\n", + " 'Drink it in, motherfucker.',\n", + " 'I will drink it in.',\n", + " \"Go, Toe! Let's get a one-half of the hammer.\",\n", + " 'God! Cowboys, AP Tone, official pick of the game.',\n", + " \"I do think it's going to be a cagey affair.\",\n", + " 'I think the defenses will rule the day.',\n", + " \"Obviously, there's going to be some points.\",\n", + " \"So I'm going the under, and I'm going to go 23-20 Seattle.\",\n", + " 'Oh, cover by the Patriots.',\n", + " 'Good cover.',\n", + " 'Patriots plus four and a half.',\n", + " \"That's the Madden prediction, by the way.\",\n", + " 'I did not know that.',\n", + " \"Yeah, I would not have known that either, but my table's right next to them, and they had it up on the screen.\",\n", + " \"We're doing a lot of talking about this.\",\n", + " \"So here's favored by three and a half to six and a half point in the Super Bowl.\",\n", + " 'Last five instances, says Hembo.',\n", + " 'Obviously, Rams, Patriots, Panthers, and Niners.',\n", + " 'In those five games, favorites went 1-4 outright and 0-5 against the spread.',\n", + " 'Seahawks sit there at favored by 4.5.',\n", + " 'Feels like we have three Patriot covers here by the toxic table into tone.',\n", + " 'Dogs have covered five straight and 14 of the last 18, I believe.',\n", + " 'Two weeks to prepare for a team.',\n", + " 'D-Butt, you were drafted to the New England Patriots.',\n", + " 'You thought about putting your bandwagon behind the New England Patriots.',\n", + " \"Haven't made an official announcement yet.\",\n", + " 'How do you see the game going, D-Butt?',\n", + " 'And I feel like more of the star power going into this one.',\n", + " \"We do have, obviously, set runner-up and MVP with Drake May, who's had a great year, but more star power.\",\n", + " 'J.S.',\n", + " \"and you got Nick Emmenward, who's a superstar, Leonard Williams, Kenneth Walker.\",\n", + " \"Everybody's talking about those guys.\",\n", + " 'But you mentioned Josh McDaniels, been in his 10th Super Bowl, coaching in his ninth.',\n", + " 'Vrabel, he played in a ton as a player, first one as a coach.',\n", + " \"I'm going to give the Patriots an edge.\",\n", + " '28-24.',\n", + " 'Yes.',\n", + " 'Okay, this is very abnormal, I think, our show.',\n", + " 'And it might be because we are hanging with Connor so much.',\n", + " 'Everybody here picking Patriots.',\n", + " 'Am I the only one on Seattle?',\n", + " \"We're going to find out next.\",\n", + " 'AJ Hawk, we currently sit 9, 8, and 5 on the season against you.',\n", + " 'Obviously, that makes you 8, 9, and 5.',\n", + " 'Last week, two weeks ago, you went 0-2.',\n", + " 'I went 1-1.',\n", + " 'Okay, shout out to the Seahawks.',\n", + " 'Shout out up there in the Pacific Northwest.',\n", + " 'How do you like it for the Super Bowl?',\n", + " 'Are the Patriots all the way back?',\n", + " 'Are they going to win?',\n", + " 'Are they going to cover?',\n", + " 'The Seattle Seahawks are going to do their thing.',\n", + " 'Are you with sports rage?',\n", + " 'Are you with Connor rage?',\n", + " 'Well, I do like the idea of a cagey affair.',\n", + " 'I think that could happen.',\n", + " 'I think teams might be a little tight early.',\n", + " 'Maybe not.',\n", + " \"Maybe take some little easy completions, but maybe punt the ball back and forth, even though you say they're going to score touchdowns on both drives.\",\n", + " 'Oh, no.',\n", + " 'Field goals win the bet.',\n", + " 'Oh, field goals.',\n", + " \"Yeah, I don't mean score touchdowns.\",\n", + " 'Yeah, score on both drives.',\n", + " \"That's not bad.\",\n", + " 'Yeah.',\n", + " 'Yeah.',\n", + " 'But when I think about it, I agree.',\n", + " \"Josh McDaniels, the guy's an absolute wizard as far as offensive play color and dialing up matchups and finding the matchups he wants.\",\n", + " \"I'm taking Patriots 21, Seahawks 17.\",\n", + " 'Oh, shit.',\n", + " 'Wow.',\n", + " \"And on that note, I'll take the Patriots plus four and a half as well.\",\n", + " 'Okay.',\n", + " 'And congrats to me.',\n", + " 'Another big-time win this season against A.J.',\n", + " 'Hawk.',\n", + " \"I'm pretty excited about that.\",\n", + " 'That is good news.',\n", + " 'Welcome to CBS Sports HQ presented by Heinz.',\n", + " \"It has to be Heinz and this has to be a good show because it's a Friday of Super Bowl week.\",\n", + " \"I'm Jenny Dell.\",\n", + " 'The Super Bowl the day after tomorrow.',\n", + " 'We are almost there.',\n", + " \"We've made it.\",\n", + " \"Let's get through this Friday afternoon together and then we can celebrate Super Bowl weekend.\",\n", + " \"Super Bowl 60 going down on Sunday at Levi's Stadium.\",\n", + " 'Seahawks and the Patriots battling for NFL supremacy.',\n", + " 'The Patriots 12th the Super Bowl appearance.',\n", + " \"That's the most of any franchise and of course a rematch of Super Bowl 49 with And hearing about that all week, the Pats, of course, won that one.\",\n", + " 'Fun fact for this, this marks the 10th Super Bowl rematch ever.',\n", + " 'The previous nine, the team that won the first meeting has gone on to win six times.',\n", + " 'So history, pressure, the Lombardi Trophy on the line.',\n", + " 'Damian Harris is holding it down in Santa Clara with our cast and crew.',\n", + " 'Damian, take it away.',\n", + " 'Thanks, Jenny.',\n", + " \"We've got CBS finest crew here for the final day of Radio Row here at Super Bowl 60.\",\n", + " \"I'm Damian Harris.\",\n", + " 'We got Brian McFadden, Kyle Long, the amazing, great Peter Prisco.',\n", + " 'Fellas, we are two days away from the Super Bowl.',\n", + " 'The game will be played.',\n", + " 'A Super Bowl champion will be crowned.',\n", + " 'What are your final thoughts going into the game?',\n", + " \"Pete, I'll start with you.\",\n", + " 'Sam Darnold.',\n", + " \"Uh-oh, it's time.\",\n", + " \"I mean, look, so far he's played very well in the postseason.\",\n", + " \"He hasn't become Sam Darnold of late last year.\",\n", + " \"And this is the moment for him to show everybody that that's all behind.\",\n", + " 'And can he do it?',\n", + " \"On the biggest stage, will he be able to do what he's done so far in the playoffs?\",\n", + " 'And look, the way they scheme things up, Clint Kubiak does a great job of making it easy on him.',\n", + " \"I think he's going to be able to play some good football in the finest moment and shut people like me up.\",\n", + " \"So you're a believer, Pete?\",\n", + " \"I'm not a believer that he's an elite quarterback.\",\n", + " \"I'm a believer that he's a good enough quarterback.\",\n", + " 'Okay, Kyle, what about you?',\n", + " \"The last two Super Bowls I've watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage.\",\n", + " 'that really being the story of the game.',\n", + " \"Josh McDaniel's protection plan, that's what I'm really keyed in on.\",\n", + " 'How are they going to protect the interior part of that pocket?',\n", + " \"We know there's issues at the tackle position, and we know Seattle's got guys that can come in waves as rushers.\",\n", + " \"That's the story.\",\n", + " 'In order to protect your quarterback and have success, you need to win the line of scrimmage, particularly the A and the B gaps.',\n", + " 'For me, you guys gave great stories.',\n", + " 'I have the story, the status of Nick Emanwuri.',\n", + " 'Hearing the ankle injury that he sustained Wednesday, he did not practice at all yesterday, even though the team came out and made a statement that they expect him to play, but to what level?',\n", + " \"Because we know when you're a guy like Nick Emanwuri, the ability to impact a ball game can come in a multitude of ways because of the versatility, but if he's not at his best, their defense won't be at their best.\",\n", + " 'You know what I mean?',\n", + " 'So when you look at his impact, like I said, he is the Kyle Hamilton for their defense and how Mike McDonald utilizes him in run support, in the blitz concept, and most importantly, in the coverage end of things as well.',\n", + " 'Remember what he was doing against Puka Nakua in the championship game and Devontae?',\n", + " 'You don\\'t oftentimes see guys 6\\'3\", 220-plus, cover like he can cover.',\n", + " 'So waiting to see his status I think is very, very important for their overall team success on the defensive side.',\n", + " \"And when you look at what Nick Emanwuri does, I mean, Seattle's defense, they don't pressure a lot.\",\n", + " \"But whenever they do pressure, it's usually with Nick Emanwuri.\",\n", + " 'Pete, I know that this Seattle Seahawks defense, they get to the quarterback a lot.',\n", + " \"And they're going against an offensive line that doesn't protect very well.\",\n", + " \"Even if Nick Emanwuri isn't 100%, do you think the Seattle Seahawks defense has enough to get to Drake May early and often and make him uncomfortable?\",\n", + " 'With four.',\n", + " 'With four.',\n", + " \"They don't need Nick Emanwuri to brush the passer.\",\n", + " 'is the key to winning for all time.',\n", + " 'If you go back in history, anybody who could rush with four is going to win Super Bowls.',\n", + " 'Go back to the Jimmy Johnson Cowboys.',\n", + " 'They all rushed with four, and they dominated.',\n", + " 'When the Giants upset the Patriots, how did they do it?',\n", + " 'By rushing with four.',\n", + " 'And this team can rush with four.',\n", + " \"And when you rush with four, that puts an awful lot of pressure on the quarterback, the young quarterback, to decipher what's going on behind him.\",\n", + " \"And we've seen him have struggles.\",\n", + " \"I mean, that's the story that not a lot of people are talking about.\",\n", + " 'Drake May is completing under 60% of his passes in the playoffs.',\n", + " \"He's been sacked 15 times.\",\n", + " 'His eye level has come down.',\n", + " 'This is a big moment for Drake May, too.',\n", + " \"I'm glad he pointed out the pressure in the postseason and his response to pressure, Drake May, because there was nobody better during the regular season at taking on pressure and turning into explosives.\",\n", + " 'So to your point, I mean, get in his grill, find a way to get his eye level down.',\n", + " 'And I think the way that they handled, they fought fire with fire in Denver.',\n", + " 'They ran the football almost 30 times in the second half.',\n", + " \"Damian, that's like our fantasy.\",\n", + " \"You know what I'm saying?\",\n", + " \"I don't have to drop back and pass protect ever.\",\n", + " \"We can just run the football behind 61 and when you, I believe his name is, he's about two humans wide.\",\n", + " 'Just give the ball to your running backs and make those defensive linemen have to play the rush.',\n", + " \"That's how I think they can fight fire with fire.\",\n", + " \"No, Pete, you said something that was very, very intriguing, that there's a lot of pressure on Drake May, which I don't disagree with.\",\n", + " \"But I think there's even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback because there's a significant drop-off in their points that they've averaged.\",\n", + " 'In regular season play, they averaged 28 points.',\n", + " \"In the playoff games, they only averaged 15 because they haven't been able to protect their quarterback.\",\n", + " \"So Josh McDaniels, if I'm not mistaken, who will be coaching his 10th Super Bowl?\",\n", + " 'Wow.',\n", + " 'His 10th Super Bowl, we need to see that experience being put forth in terms of the scheme, the strategy that he plans on using to help his offensive line, especially the left side.',\n", + " \"Well, it's interesting, and I wanted to ask you this because you were a running back and you played on the offensive line.\",\n", + " 'They go to a lot of jumbo formations.',\n", + " 'They bring that extra tackle in.',\n", + " 'Yes.',\n", + " 'Mumford comes in there.',\n", + " 'Mumford comes in.',\n", + " 'He comes in and plays right tackle.',\n", + " 'Huh?',\n", + " \"When he comes in, is that when you're running the ball behind the jumbo package, is that a big advantage for you as a back?\",\n", + " \"You're damn right.\",\n", + " \"I mean, knowing you've got an extra Kyle Long in front of you to at least just say, cover a guy up, and then if you get the ability to collect and climb to the second level, that's just more big people on more small people.\",\n", + " \"I mean, like you say, Seattle's got four great defensive linemen, but when you've got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta's second level, which we've seen, if it's Travion Henderson, even Ramondre Stevenson, if they get to the second level, they can make those big explosive runs that make the key differences in the game.\",\n", + " \"But speaking of those Patriots running backs, I do want to talk about X factors because when you look through the history of the Super Bowl, some of the greatest moments haven't been made by the superstars of the team.\",\n", + " \"It's been the X factors.\",\n", + " \"Sometimes it's James White for the New England Patriots or Julian Edelman.\",\n", + " \"If you guys have an X factor for who's going to determine the outcome of tonight's game, Kyle Long, I'll start with you.\",\n", + " 'Who do you think?',\n", + " \"I think it's got to be the kicking game.\",\n", + " 'I mean, look, I was there at the AFC championship, and you talked about the points per game.',\n", + " \"While I agree with you, the defenses they were playing against were great, and they couldn't even see where the ball was going to be thrown.\",\n", + " \"That's how white out of a condition it was.\",\n", + " \"But the kicking game is what that game came down to pretty much, and that's what I think this one will come down to as well.\",\n", + " 'There will be a 50-plus yarder at some point in the game.',\n", + " \"Who's going to make it?\",\n", + " 'Pete?',\n", + " 'but I think the X factor for the Patriots is Hunter Henry.',\n", + " 'And the reason I say that is Seattle has been awful against tight ends this year.',\n", + " \"They're giving up an average of over six catches per game to the tight end position.\",\n", + " \"And that's a problem when you play a team, because they can get Hunter Henry in the middle of the field, get the ball out of Drake May's hands.\",\n", + " 'And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards.',\n", + " 'I like that.',\n", + " 'And they have to get the ball.',\n", + " \"And if Iman Worry isn't in the game, then it becomes that much more of a factor.\",\n", + " \"because I think if he's not there, and he missed time this year, they might move Witherspoon inside to play the slot corner.\",\n", + " 'Remember, Witherspoon used to play the slot for them as well.',\n", + " \"Correct, but you don't want him playing in there, but he can do it, but then that weakens you on the outside a little bit because I think you get other guys on the field.\",\n", + " 'Job gets on the field more, Wolin gets on the field more, and I think that weakens them on defense.',\n", + " 'And their dime package has been very, very influential because you now have Nick Emanwary playing the dime, you have Spoon playing the nickel, two guys that are very, very relentless in terms of tackling, and they play with their hair on fire.',\n", + " \"So if they don't have that status in terms of their sub packages, who knows?\",\n", + " \"But for me, I know we've highlighted Seattle, talking about Sam.\",\n", + " 'What about the Patriots and their game plan for JSN?',\n", + " \"So my X factor that I'm watching and looking to see the impact is the two corners, right?\",\n", + " 'Carlton Davis and Christian Gonzalez.',\n", + " 'Both guys have been lock down this playoff stretch.',\n", + " \"Christian Gonzalez, guys, in the playoffs, he's allowed a zero passer rating in the fourth quarter.\",\n", + " 'Zero passing rating.',\n", + " \"He's been playing his best football in the more critical moments to close out ball games to be able to get to this point.\",\n", + " 'And JSN has been the most prolific wide receiver this season.',\n", + " 'And when Sam is thrown to JSN, he is a much better quarterback.',\n", + " \"So what's the game plan on number 11?\",\n", + " 'Did you see what Carlton Davis said yesterday?',\n", + " 'He said that Christian Gonzalez is going to spend most of the time on JSA.',\n", + " \"And see, I'm a bit surprised that he made that known now.\",\n", + " 'I agree.',\n", + " ...]" ] }, - "execution_count": 33, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "raw_transcripts_filter_df = raw_transcripts_df.tail(30)\n", - "raw_transcripts_filter_df" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "2fb60bd5", - "metadata": {}, - "outputs": [], - "source": [ - "def clean_data(df) -> list[str]:\n", - " \"\"\"Rows can contain multiple sentences and some sentences can be on multiple rows, so ensure we \n", - " join proper sentences together.\n", - " \"\"\"\n", - "\n", - " text = df.Text.to_list()\n", - " text_joined = ' '.join(text)\n", - " # print(f\"{text_joined}\")\n", - " text_split = text_joined.split('.')\n", - " return text_split" + "cleaned_transcripts = clean_data(raw_transcripts_df)\n", + "cleaned_transcripts" ] }, { "cell_type": "code", - "execution_count": 35, - "id": "38f77818", + "execution_count": 83, + "id": "a4480d7f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[\">> We are in danger of the NFL live curse affecting Super Bowl 60, but it's not going to happen\",\n", - " ' Go with the Patriots',\n", - " ' >> YES, BOOGIE',\n", - " ' >> YOU GUYS LOVE ME',\n", - " ' I need to',\n", - " \" All right, but here's why\",\n", - " ' I actually think Drake May and his legs is going to be the key factor in this game',\n", - " \" I think he's going to step up in huge moments\",\n", - " ' >> Yeah',\n", - " \" And I'm doing it for you, Mina\",\n", - " \" I'm doing it for you\",\n", - " \" But seriously, Drake May's going to stand up and it's going to be great and they're going to win and you guys are all going to be wrong\",\n", - " ' And >> on Sunday night when we see you as part of the Handoff Show, which tune in around 1:00 a',\n", - " 'm',\n", - " \" Eastern time, we'll talk about how I'm right and you guys are wrong\",\n", - " \" And then we'll see you again on Monday in Disneyland\",\n", - " \" We've got all kinds of great coverage still coming up\",\n", - " ' Thanks to everybody for being here',\n", - " ' Thanks to our incredible staff back in Bristol, Connecticut',\n", - " ' We love you guys and we appreciate [cheering and applause] everybody for tuning in',\n", - " \" Enjoy Super Bowl 60 Sports Center with Matt and Hannah's next\",\n", - " ' >> Amen',\n", - " '']" + "[\"So I'm going the under, and I'm going to go 23-20 Seattle.\",\n", + " 'Oh, cover by the Patriots.',\n", + " 'Good cover.',\n", + " 'Patriots plus four and a half.',\n", + " \"That's the Madden prediction, by the way.\",\n", + " 'I did not know that.',\n", + " \"Yeah, I would not have known that either, but my table's right next to them, and they had it up on the screen.\",\n", + " \"We're doing a lot of talking about this.\",\n", + " \"So here's favored by three and a half to six and a half point in the Super Bowl.\",\n", + " 'Last five instances, says Hembo.',\n", + " 'Obviously, Rams, Patriots, Panthers, and Niners.',\n", + " 'In those five games, favorites went 1-4 outright and 0-5 against the spread.',\n", + " 'Seahawks sit there at favored by 4.5.',\n", + " 'Feels like we have three Patriot covers here by the toxic table into tone.',\n", + " 'Dogs have covered five straight and 14 of the last 18, I believe.',\n", + " 'Two weeks to prepare for a team.',\n", + " 'D-Butt, you were drafted to the New England Patriots.',\n", + " 'You thought about putting your bandwagon behind the New England Patriots.',\n", + " \"Haven't made an official announcement yet.\",\n", + " 'How do you see the game going, D-Butt?',\n", + " 'And I feel like more of the star power going into this one.',\n", + " \"We do have, obviously, set runner-up and MVP with Drake May, who's had a great year, but more star power.\",\n", + " 'J.S.',\n", + " \"and you got Nick Emmenward, who's a superstar, Leonard Williams, Kenneth Walker.\",\n", + " \"Everybody's talking about those guys.\",\n", + " 'But you mentioned Josh McDaniels, been in his 10th Super Bowl, coaching in his ninth.',\n", + " 'Vrabel, he played in a ton as a player, first one as a coach.',\n", + " \"I'm going to give the Patriots an edge.\",\n", + " '28-24.',\n", + " 'Yes.']" ] }, - "execution_count": 35, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "cleaned_transcripts = clean_data(raw_transcripts_filter_df)\n", - "cleaned_transcripts" + "cleaned_transcripts[780:810]" ] }, { @@ -780,7 +1373,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "id": "9e05974a", "metadata": {}, "outputs": [], @@ -796,6 +1389,7 @@ " - A prediction is a statement that asserts or implies a future outcome, result, or event.\n", " - It may include confidence, uncertainty, or probability.\n", " - It must go beyond describing current or past facts.\n", + " - If the sentence only asks who/what/whether and does not state an outcome, it is not a prediction.\n", "\n", "Instructions:\n", " 1. Read the text carefully.\n", @@ -821,7 +1415,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 85, "id": "a8fa141d", "metadata": {}, "outputs": [ @@ -835,11 +1429,11 @@ { "data": { "text/plain": [ - "{'llama-3.1-8b-instant': ,\n", - " 'llama-3.3-70b-versatile': }" + "{'llama-3.1-8b-instant': ,\n", + " 'llama-3.3-70b-versatile': }" ] }, - "execution_count": 37, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" } @@ -863,7 +1457,17 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 98, + "id": "e1a01c34", + "metadata": {}, + "outputs": [], + "source": [ + "cleaned_transcripts = cleaned_transcripts[329:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "66bce6de", "metadata": {}, "outputs": [ @@ -871,35 +1475,357 @@ "name": "stdout", "output_type": "stream", "text": [ - "0 --- Sentence: >> We are in danger of the NFL live curse affecting Super Bowl 60, but it's not going to happen\n", - " Model: llama-3.1-8b-instant | Label: 1\n", - " Model: llama-3.3-70b-versatile | Label: 1\n", - "1 --- Sentence: Go with the Patriots\n", + "0 --- Sentence: We all know March Madness is all about filling out and following your bracket, so we offer some first-round advice.\n", " Model: llama-3.1-8b-instant | Label: 0\n", - " Model: llama-3.3-70b-versatile | Label: 1\n", - "2 --- Sentence: >> YES, BOOGIE\n", + " Model: llama-3.3-70b-versatile | Label: 0\n", + "1 --- Sentence: Since UMBC beat Virginia in 2018, the 16th seed has won two of 24 meetings versus the one.\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", - "3 --- Sentence: >> YOU GUYS LOVE ME\n", - "4 --- Sentence: I need to\n", - "5 --- Sentence: All right, but here's why\n", - "6 --- Sentence: I actually think Drake May and his legs is going to be the key factor in this game\n", - "7 --- Sentence: I think he's going to step up in huge moments\n", - "8 --- Sentence: >> Yeah\n", - "9 --- Sentence: And I'm doing it for you, Mina\n", - "10 --- Sentence: I'm doing it for you\n", - "11 --- Sentence: But seriously, Drake May's going to stand up and it's going to be great and they're going to win and you guys are all going to be wrong\n", - "12 --- Sentence: And >> on Sunday night when we see you as part of the Handoff Show, which tune in around 1:00 a\n", - "13 --- Sentence: m\n", - "14 --- Sentence: Eastern time, we'll talk about how I'm right and you guys are wrong\n", - "15 --- Sentence: And then we'll see you again on Monday in Disneyland\n", - "16 --- Sentence: We've got all kinds of great coverage still coming up\n", - "17 --- Sentence: Thanks to everybody for being here\n", - "18 --- Sentence: Thanks to our incredible staff back in Bristol, Connecticut\n", - "19 --- Sentence: We love you guys and we appreciate [cheering and applause] everybody for tuning in\n", - "20 --- Sentence: Enjoy Super Bowl 60 Sports Center with Matt and Hannah's next\n", - "21 --- Sentence: >> Amen\n", - "22 --- Sentence: \n" + "2 --- Sentence: Occasional upset aside, though, the analytics say advance all the one, two, and three seeds in your bracket.\n", + " Model: llama-3.1-8b-instant | Label: 1\n", + " Model: llama-3.3-70b-versatile | Label: 1\n", + "3 --- Sentence: Looking for a long shot?\n", + "4 --- Sentence: The 11th seed has won half its meetings with the sixth seed of late, and the ninth seed has won two-thirds of the games against the eighth seed.\n", + "5 --- Sentence: Now, you all had UConn winning it last year.\n", + "6 --- Sentence: Clark, though, had both finalists.\n", + "7 --- Sentence: So, who makes it to the Final Four this time around?\n", + "8 --- Sentence: Who cuts down the nets?\n", + "9 --- Sentence: You're our clubhouse leader.\n", + "10 --- Sentence: Oh, so I get to choose first?\n", + "11 --- Sentence: You get to go first.\n", + "12 --- Sentence: Well, I tell you, I'm going to take Michigan State, the regular season champs in the Big Ten.\n", + "13 --- Sentence: I take them out of the South.\n", + "14 --- Sentence: Florida's the most complete team in the field, in my opinion.\n", + "15 --- Sentence: I like them coming out of the West.\n", + "16 --- Sentence: Clemson is my dark horse.\n", + "17 --- Sentence: I like it.\n", + "18 --- Sentence: They've been rugged.\n", + "19 --- Sentence: They almost got to the Final Four last year with a number of those guys.\n", + "20 --- Sentence: And then we've got Duke.\n", + "21 --- Sentence: We move them.\n", + "22 --- Sentence: this way.\n", + "23 --- Sentence: I'm taking Clemson in San Antonio.\n", + "24 --- Sentence: Against the Gators.\n", + "25 --- Sentence: And I'm going with the Gators as my champ.\n", + "26 --- Sentence: I like it.\n", + "27 --- Sentence: Clark, very bold of you.\n", + "28 --- Sentence: 21 years, he's getting very bold.\n", + "29 --- Sentence: I'm a little less bold.\n", + "30 --- Sentence: I had Iowa State here.\n", + "31 --- Sentence: A little less bold.\n", + "32 --- Sentence: I know, I know.\n", + "33 --- Sentence: I had Iowa State here, but because of the injury to Keyshawn Gilbert, I'll take the Spartans, everybody else, and I'll take Duke and Florida in the final.\n", + "34 --- Sentence: And the Blue Devils, assuming the Cooper flag is healthy, I think, are cutting down the in San Antonio.\n", + "35 --- Sentence: Okay.\n", + "36 --- Sentence: All right.\n", + "37 --- Sentence: Like it.\n", + "38 --- Sentence: All right, here we go.\n", + "39 --- Sentence: Here we go.\n", + "40 --- Sentence: I like Auburn coming out of the South.\n", + "41 --- Sentence: I like the Johnny sneaking out of the West to get to the Final Four.\n", + "42 --- Sentence: Obviously, Duke in the East, Houston in the Midwest, and then in my championship game, I have Houston, Auburn, and I have the Auburn Tigers.\n", + "43 --- Sentence: Okay.\n", + "44 --- Sentence: Like, they started the season, finished the season as national champs.\n", + "45 --- Sentence: I thought you were going to go Big East.\n", + "46 --- Sentence: I like, I'm happy having a Big East in the Final Four.\n", + "47 --- Sentence: Three different champs.\n", + "48 --- Sentence: And the Big East had five in the tournament this year after only three last year.\n", + "49 --- Sentence: All right, very good.\n", + "50 --- Sentence: You mixed it up.\n", + "51 --- Sentence: You mixed it up pretty well.\n", + "52 --- Sentence: Jay learned not to go with my pick, so it's his third selection show.\n", + "53 --- Sentence: His third time.\n", + "54 --- Sentence: You guys are very chalky.\n", + "55 --- Sentence: Very chalky, you two.\n", + "56 --- Sentence: He was a little out of hand early in the round.\n", + "57 --- Sentence: It is now time for us to predict Super Bowl 60.\n", + "58 --- Sentence: Chris Brockman, I need a score.\n", + "59 --- Sentence: I need a winner.\n", + "60 --- Sentence: And I want an MVP on top of it.\n", + "61 --- Sentence: Call your shot is basically what I'm saying.\n", + "62 --- Sentence: Go for it.\n", + "63 --- Sentence: Rich, the parallels between this year and 2001 are plentiful.\n", + "64 --- Sentence: As you've pointed out, a underdog Patriots team against an NFC power that's just been steamrolling everyone.\n", + "65 --- Sentence: We know what happened in 2001, guys.\n", + "66 --- Sentence: What happened in that game?\n", + "67 --- Sentence: Oh, right, right, right.\n", + "68 --- Sentence: came down to a field goal by Adam Vinatieri to win that Super Bowl.\n", + "69 --- Sentence: And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.\n", + "70 --- Sentence: I think it's coincidental, not ironic.\n", + "71 --- Sentence: But okay, that's all right.\n", + "72 --- Sentence: Coincidental, ironic, fate.\n", + "73 --- Sentence: I don't know.\n", + "74 --- Sentence: But this is going to come down to an Andy Borogalis game-winning field goal.\n", + "75 --- Sentence: Patriots 34, Seahawks 31.\n", + "76 --- Sentence: Drake reenacts the famous Tom Brady hand-on-the-head photo.\n", + "77 --- Sentence: And the new dynasty begins.\n", + "78 --- Sentence: Oh, wow.\n", + "79 --- Sentence: New Dynasty?\n", + "80 --- Sentence: You don't even get to score.\n", + "81 --- Sentence: Who's the MVP?\n", + "82 --- Sentence: Is it Drake May?\n", + "83 --- Sentence: Obviously Drake May.\n", + "84 --- Sentence: Okay.\n", + "85 --- Sentence: Very good.\n", + "86 --- Sentence: What do you have, TJ?\n", + "87 --- Sentence: Who do you have?\n", + "88 --- Sentence: Well, I have the Dallas Cowboys.\n", + "89 --- Sentence: No, no, no.\n", + "90 --- Sentence: Seriously.\n", + "91 --- Sentence: Sorry.\n", + "92 --- Sentence: No.\n", + "93 --- Sentence: Okay.\n", + "94 --- Sentence: So let me give you a scenario.\n", + "95 --- Sentence: It's the fourth quarter, right?\n", + "96 --- Sentence: The Seattle Seahawks throw up 20-16 with three minutes and 25 seconds left.\n", + "97 --- Sentence: Seahawks have the ball.\n", + "98 --- Sentence: There's a fumble.\n", + "99 --- Sentence: Okay.\n", + "100 --- Sentence: Christian Gonzalez scoops it up.\n", + "101 --- Sentence: He takes it to the crib for a touchdown.\n", + "102 --- Sentence: the Pats go up 23 to 20.\n", + "103 --- Sentence: That's the final score.\n", + "104 --- Sentence: Christian Gonzalez is your MVP.\n", + "105 --- Sentence: Oh, wow.\n", + "106 --- Sentence: I gave you like a tribe called quest.\n", + "107 --- Sentence: I gave you a scenario.\n", + "108 --- Sentence: Hey, Jefferson, do you have one mic?\n", + "109 --- Sentence: Yeah, I got it.\n", + "110 --- Sentence: The Pats, their year, I was there 2001, and this team literally reminds me of that team 100%.\n", + "111 --- Sentence: The Hawks' defense is great, and I got to go.\n", + "112 --- Sentence: I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one.\n", + "113 --- Sentence: Do you have a score and an MVP?\n", + "114 --- Sentence: I say it's going to be probably low in the 20s.\n", + "115 --- Sentence: I give them maybe 23-20.\n", + "116 --- Sentence: Okay.\n", + "117 --- Sentence: And the MVP is going to be?\n", + "118 --- Sentence: Of Drake May.\n", + "119 --- Sentence: Okay, very good.\n", + "120 --- Sentence: Literally just copied TJ's score.\n", + "121 --- Sentence: Three Patriots over there.\n", + "122 --- Sentence: And, man, Seahawks fans have been all over me all year because I'm like, I need to see it.\n", + "123 --- Sentence: I need to see it.\n", + "124 --- Sentence: I need to believe it a little bit more.\n", + "125 --- Sentence: And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks.\n", + "126 --- Sentence: And their defense is going to do it.\n", + "127 --- Sentence: And it's going to be a 24-10 victory for the Seattle Seahawks.\n", + "128 --- Sentence: They're going to get a little bit of here in the offense.\n", + "129 --- Sentence: They're going to get a little bit of there in special teams.\n", + "130 --- Sentence: And they are going to get the defensive stops, 24-10.\n", + "131 --- Sentence: And your Super Bowl MVP will be Demarcus Lawrence, baby.\n", + "132 --- Sentence: Wow.\n", + "133 --- Sentence: Yeah.\n", + "134 --- Sentence: The unkind cut for you, TJ Jefferson.\n", + "135 --- Sentence: I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done.\n", + "136 --- Sentence: And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going.\n", + "137 --- Sentence: I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them.\n", + "138 --- Sentence: And I think Seattle fans will be very happy.\n", + "139 --- Sentence: And I can't wait to hear from all of you.\n", + "140 --- Sentence: I can't wait to hear from all of you about how I believed in your team all along.\n", + "141 --- Sentence: And I've been running an okey-doke week after week after week.\n", + "142 --- Sentence: I've been lying in wait, just like the defense, to finally flip the script.\n", + "143 --- Sentence: And that's my prediction for Super Bowl 60 in advance.\n", + "144 --- Sentence: So I've already front-loaded it for Sunday's show.\n", + "145 --- Sentence: Great job this week.\n", + "146 --- Sentence: You both are big defensive MVPs.\n", + "147 --- Sentence: Which we did.\n", + "148 --- Sentence: Hey, you made it all the way to the end.\n", + "149 --- Sentence: Thanks for that.\n", + "150 --- Sentence: We have reached the end.\n", + "151 --- Sentence: One last game.\n", + "152 --- Sentence: Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", + "153 --- Sentence: A week from this Sunday.\n", + "154 --- Sentence: And how about the week that Kyle and Pete had?\n", + "155 --- Sentence: They both went 3-0.\n", + "156 --- Sentence: Both perfect conference championship.\n", + "157 --- Sentence: Great job, Pete.\n", + "158 --- Sentence: Best bets come through.\n", + "159 --- Sentence: Unreal.\n", + "160 --- Sentence: I got hot.\n", + "161 --- Sentence: Too late.\n", + "162 --- Sentence: Too little, too late.\n", + "163 --- Sentence: Yeah.\n", + "164 --- Sentence: Pete, the epic collapse is complete.\n", + "165 --- Sentence: Let me have my paper.\n", + "166 --- Sentence: I got something on the back of this paper.\n", + "167 --- Sentence: Look at Kyle in the postseason, 13-2 overall.\n", + "168 --- Sentence: You know what, man?\n", + "169 --- Sentence: You got to show up in the playoffs.\n", + "170 --- Sentence: And look, he's hit each of his last two best bets as well.\n", + "171 --- Sentence: That was what kind of strangled him in the regular season.\n", + "172 --- Sentence: He can't catch me with the best bets, so I have that going for me.\n", + "173 --- Sentence: It takes a while to figure out what we're looking at.\n", + "174 --- Sentence: I don't know if you can see this, but this says void.\n", + "175 --- Sentence: Yeah, it says void.\n", + "176 --- Sentence: You know why it says void?\n", + "177 --- Sentence: Why?\n", + "178 --- Sentence: We're voiding his title.\n", + "179 --- Sentence: Why?\n", + "180 --- Sentence: Because I've got sources that have explained to me that his little best bets props haven't been coming from him.\n", + "181 --- Sentence: Yes, they have.\n", + "182 --- Sentence: You've been accusing him of that the last few weeks.\n", + "183 --- Sentence: And that's okay.\n", + "184 --- Sentence: And I have a source on it.\n", + "185 --- Sentence: The truth will set you free.\n", + "186 --- Sentence: I have a source on it.\n", + "187 --- Sentence: So, basically, here's what happened with picks.\n", + "188 --- Sentence: He kind of finagled winning this one.\n", + "189 --- Sentence: And then on our picks on the site, Dave Richard changed like three picks on the last Sunday after the fact.\n", + "190 --- Sentence: See, that's cheating.\n", + "191 --- Sentence: And I called him out on it.\n", + "192 --- Sentence: He said, well, blah, blah, blah, blah, blah.\n", + "193 --- Sentence: Dave.\n", + "194 --- Sentence: Yeah.\n", + "195 --- Sentence: So the fact is I should be the winner of all of them.\n", + "196 --- Sentence: Okay.\n", + "197 --- Sentence: You all cheated me.\n", + "198 --- Sentence: Instead, you're the winner of none.\n", + "199 --- Sentence: None.\n", + "200 --- Sentence: I'm a loser.\n", + "201 --- Sentence: Absolutely nothing.\n", + "202 --- Sentence: All right.\n", + "203 --- Sentence: That was a collapse.\n", + "204 --- Sentence: Oh, that was a terrible collapse.\n", + "205 --- Sentence: Seahawks are a four and a half point favorite here, but underdogs have won the last three Super Bowls straight up.\n", + "206 --- Sentence: That's tied for the longest streak of all time.\n", + "207 --- Sentence: If the Patriots win this, it'll be the longest streak of all time.\n", + "208 --- Sentence: Well, they're not winning this one, the Patriots.\n", + "209 --- Sentence: And you know how I rank the rosters every year, one through 46 players, and I've been going through the rosters.\n", + "210 --- Sentence: I'm astounded that the New England Patriots are in the Super Bowl.\n", + "211 --- Sentence: I'll be honest with you.\n", + "212 --- Sentence: I really am.\n", + "213 --- Sentence: Have you released your player rankings yet?\n", + "214 --- Sentence: No, not yet.\n", + "215 --- Sentence: That comes out on Monday.\n", + "216 --- Sentence: So what are we looking at here?\n", + "217 --- Sentence: like eight of the top ten are Seahawks?\n", + "218 --- Sentence: No, not necessarily, but I just look at this team as a whole, and I don't see a lot of real top-tier talent on it, and that tells you that they're well coached in a lot of areas, particularly the head coach, but Josh McDaniels does a great job.\n", + "219 --- Sentence: They have a really good quarterback, but I just don't think the talent is great.\n", + "220 --- Sentence: You're an offensive line guy.\n", + "221 --- Sentence: These two teams don't have great offensive lines, neither one of them, and if you had to rank them, most people would rank the Patriots offensive line ahead of Seattle's offensive line.\n", + "222 --- Sentence: So it's just strange that we have two teams that are so not what you expect to be there in the Super Bowl.\n", + "223 --- Sentence: Good physical offensive lines and a lot of top tier talent because they don't, neither one of them really has it.\n", + "224 --- Sentence: So it's strange in the way that they kind of matched up.\n", + "225 --- Sentence: I'm glad you brought up Josh McDaniels because I feel like the top two priorities for Josh McDaniels having Drake May under center is protection and protection.\n", + "226 --- Sentence: If you watch him against the Broncos last week, Will Campbell was cutlocking front side about a dozen times, finding ways to get these defenders on the ground and the balls out quick, because to your point, they're not necessarily stalwarts up front.\n", + "227 --- Sentence: I think both coordinators have done a fantastic job playing to the strengths of the guys they have in their huddle.\n", + "228 --- Sentence: New England, they spread the football around, they protect Drake May, they run the football effectively.\n", + "229 --- Sentence: 29 carries in the second half against the Denver Broncos, that's awesome.\n", + "230 --- Sentence: Bleed the whole clock out.\n", + "231 --- Sentence: You know what I'm saying?\n", + "232 --- Sentence: And for the Seattle Seahawks, they run the football to throw the football.\n", + "233 --- Sentence: They get Sam Darnold on the edges throwing it.\n", + "234 --- Sentence: They take shots down the field.\n", + "235 --- Sentence: Jackson Smith and Jigba is unguardable.\n", + "236 --- Sentence: I can't wait to watch this matchup.\n", + "237 --- Sentence: It's going to come down to both defenses.\n", + "238 --- Sentence: I think New England's defense will be the unit that wins or loses the game.\n", + "239 --- Sentence: You know, when I talk about ranking the players, we talk about offensive linemen.\n", + "240 --- Sentence: We go back to last year's Super Bowl.\n", + "241 --- Sentence: You had, you know, Milota and Lane Johnson were in the top 10.\n", + "242 --- Sentence: You had Creed Humphrey was in the top 10.\n", + "243 --- Sentence: And Trey Smith and Tooney are right behind that top 10.\n", + "244 --- Sentence: Now you go here and you look at these two offensive lines.\n", + "245 --- Sentence: Is there anybody who's a top 10 player on either line?\n", + "246 --- Sentence: No, I just think that the fact that they can rotate so many players on defense for both of these teams and so many guys are interchangeable.\n", + "247 --- Sentence: And to your point earlier about the Patriots, this reminds me of that kind of Patriots team where they are a team and they're well coached and they believe.\n", + "248 --- Sentence: And it's the new era of the Patriots.\n", + "249 --- Sentence: It's the same thing with the Seahawks.\n", + "250 --- Sentence: You're looking at a team that had like eight wins, nine wins.\n", + "251 --- Sentence: Now what are they, 14 wins?\n", + "252 --- Sentence: They have just gotten better and better.\n", + "253 --- Sentence: John Schneider has made all the right decisions.\n", + "254 --- Sentence: They got rid of Russell.\n", + "255 --- Sentence: They got rid of Geno.\n", + "256 --- Sentence: They got rid of DK.\n", + "257 --- Sentence: And I'm scratching my head.\n", + "258 --- Sentence: The rest of the hair I had on my head fell out.\n", + "259 --- Sentence: They brought in Cooper Cupp, and I was like, oh, this is not the solution.\n", + "260 --- Sentence: But then Jackson Smith and Jigma becomes JSN.\n", + "261 --- Sentence: And Sam Darnold shows us that he ain't going to become a pumpkin, One game left.\n", + "262 --- Sentence: One more chance.\n", + "263 --- Sentence: Both of these teams feel like teams of destiny, honestly.\n", + "264 --- Sentence: Like we've used that phrase a couple times in the playoffs.\n", + "265 --- Sentence: I mean, with that blizzard, the running game for New England, beating up on the Houston Texans defense, putting pressure on C.J.\n", + "266 --- Sentence: Stroud.\n", + "267 --- Sentence: Obviously they got a little help going against Stidham instead of Nix.\n", + "268 --- Sentence: It's going to be crazy.\n", + "269 --- Sentence: And the Seahawks had to earn it against the Rams.\n", + "270 --- Sentence: But no top ten offensive linemen.\n", + "271 --- Sentence: Seahawks had to earn it against the Rams.\n", + "272 --- Sentence: Different paths.\n", + "273 --- Sentence: It's incredible when you think about that.\n", + "274 --- Sentence: with the way the game is supposed to be played with a big physical, good offensive line with dominant players.\n", + "275 --- Sentence: They don't have them.\n", + "276 --- Sentence: Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.\n", + "277 --- Sentence: What do you think, Kyle?\n", + "278 --- Sentence: I also think that the Seattle Seahawks are to win this football game.\n", + "279 --- Sentence: I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.\n", + "280 --- Sentence: I still fully believe that.\n", + "281 --- Sentence: It's all in the eyes, Chico.\n", + "282 --- Sentence: When I look at Sam Darnold's eyes right now, that's a man on an absolute mission.\n", + "283 --- Sentence: And behind him are some of the best 52 guys ready to roll in support of him.\n", + "284 --- Sentence: Yeah, I think they're a much better team.\n", + "285 --- Sentence: I think they're better.\n", + "286 --- Sentence: As good as New England has been on defense, I think the better defense is in Seattle, and I think offensively they're a better football team.\n", + "287 --- Sentence: But who's the best player on the field?\n", + "288 --- Sentence: Is it going to be Drake Mack?\n", + "289 --- Sentence: I mean, he's the guy that's in the running for MVP.\n", + "290 --- Sentence: I mean, he can be.\n", + "291 --- Sentence: He hasn't been in the playoffs.\n", + "292 --- Sentence: I mean, if you look at it.\n", + "293 --- Sentence: Yeah, the offense hasn't had to do a lot.\n", + "294 --- Sentence: But they haven't been very good in the playoffs, the offense.\n", + "295 --- Sentence: And he hasn't been great in the playoffs.\n", + "296 --- Sentence: He was good with his legs last week, but he wasn't great.\n", + "297 --- Sentence: Watch out for those guys on the defense for the Seattle Seahawks, particularly the guys on the line of scrimmage, guys like Nicky Manwari who can work his way into the box.\n", + "298 --- Sentence: He's done so much for the Seattle Seahawks defense.\n", + "299 --- Sentence: They have a pack of dogs on the Seahawks defense.\n", + "300 --- Sentence: To the defense of the Patriots, they'll say, well, yes, the Texans great on defense.\n", + "301 --- Sentence: The Broncos great on defense.\n", + "302 --- Sentence: We beat them both.\n", + "303 --- Sentence: Chargers good on defense.\n", + "304 --- Sentence: So what different challenges does the Seattle defense?\n", + "305 --- Sentence: They were at home for two of those games.\n", + "306 --- Sentence: That's a big difference.\n", + "307 --- Sentence: Both of the teams that they just beat had great guys on the edges.\n", + "308 --- Sentence: And it's easier to help with guys on the edges.\n", + "309 --- Sentence: Where are the issues for the Seattle Seahawks defense?\n", + "310 --- Sentence: Right there in front of your quarterback.\n", + "311 --- Sentence: Right down the barrel of the gun.\n", + "312 --- Sentence: So for Drake May, that's what it's going to be.\n", + "313 --- Sentence: His ability to get the football out on time.\n", + "314 --- Sentence: Those guards on the inside of a lackluster group.\n", + "315 --- Sentence: I mean, we saw it last week.\n", + "316 --- Sentence: That left side is going to need some help.\n", + "317 --- Sentence: And Garrett Bradbury, he's good at getting out to the second level.\n", + "318 --- Sentence: He's athletic.\n", + "319 --- Sentence: But you could put a big people on top of him and give him pushback.\n", + "320 --- Sentence: He's not a big center.\n", + "321 --- Sentence: And I think that could be a problem for them on the inside.\n", + "322 --- Sentence: In fact, I thought we were giving a prop out here as well.\n", + "323 --- Sentence: Leonard Williams over a half sack was one of my props.\n", + "324 --- Sentence: You can give a prop?\n", + "325 --- Sentence: Is that your prop?\n", + "326 --- Sentence: That's not my best bet, though.\n", + "327 --- Sentence: But you can give a prop.\n", + "328 --- Sentence: Well, there's a prop.\n" + ] + }, + { + "ename": "RateLimitError", + "evalue": "Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99969, Requested 222. Please try again in 2m45.024s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mRateLimitError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[86]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m 6\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcleaned_transcript_idx\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m --- Sentence: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtext\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m model_name, model \u001b[38;5;129;01min\u001b[39;00m models.items():\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m raw_response, llm_label, llm_reasoning = \u001b[43mllm_classify_text\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mbase_prompt\u001b[49m\u001b[43m=\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[43mprompt_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mPROMPT_TYPE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel\u001b[49m\n\u001b[32m 14\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 16\u001b[39m result = (\n\u001b[32m 17\u001b[39m text,\n\u001b[32m 18\u001b[39m raw_response,\n\u001b[32m (...)\u001b[39m\u001b[32m 21\u001b[39m model_name\n\u001b[32m 22\u001b[39m )\n\u001b[32m 23\u001b[39m results.append(result)\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:873\u001b[39m, in \u001b[36mllm_classify_text\u001b[39m\u001b[34m(data, base_prompt, prompt_type, model)\u001b[39m\n\u001b[32m 870\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mUnknown prompt_type: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mprompt_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 872\u001b[39m input_prompt = model.user(prompt)\n\u001b[32m--> \u001b[39m\u001b[32m873\u001b[39m raw_text_llm_generation = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat_completion\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43minput_prompt\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 875\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 876\u001b[39m label, reasoning = parse_json_response(raw_text_llm_generation)\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:266\u001b[39m, in \u001b[36mTextGenerationModelFactory.chat_completion\u001b[39m\u001b[34m(self, messages)\u001b[39m\n\u001b[32m 243\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mchat_completion\u001b[39m(\u001b[38;5;28mself\u001b[39m, messages: List[Dict]) -> \u001b[38;5;28mstr\u001b[39m:\n\u001b[32m 244\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Generate a chat completion response.\u001b[39;00m\n\u001b[32m 245\u001b[39m \u001b[33;03m \u001b[39;00m\n\u001b[32m 246\u001b[39m \u001b[33;03m Parameters:\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 263\u001b[39m \u001b[33;03m The generated chat completion response.\u001b[39;00m\n\u001b[32m 264\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m266\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 267\u001b[39m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 268\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 269\u001b[39m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 270\u001b[39m \u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 271\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 272\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m response.choices[\u001b[32m0\u001b[39m].message.content\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\resources\\chat\\completions.py:355\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, exclude_domains, frequency_penalty, function_call, functions, include_domains, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, n, parallel_tool_calls, presence_penalty, reasoning_format, response_format, seed, service_tier, stop, store, stream, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 175\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 176\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 177\u001b[39m *,\n\u001b[32m (...)\u001b[39m\u001b[32m 221\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 222\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 223\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 224\u001b[39m \u001b[33;03m Creates a model response for the given chat conversation.\u001b[39;00m\n\u001b[32m 225\u001b[39m \n\u001b[32m (...)\u001b[39m\u001b[32m 353\u001b[39m \u001b[33;03m timeout: Override the client-level default timeout for this request, in seconds\u001b[39;00m\n\u001b[32m 354\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m355\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 356\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/openai/v1/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 357\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 358\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 359\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 360\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 361\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mexclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mexclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 362\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 363\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 364\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 365\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43minclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43minclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 366\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogit_bias\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 367\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 368\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_completion_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_completion_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 369\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 370\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmetadata\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 371\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mn\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 372\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mparallel_tool_calls\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparallel_tool_calls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 373\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpresence_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 374\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mreasoning_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mreasoning_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 375\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mresponse_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 376\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mseed\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 377\u001b[39m \u001b[43m 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\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_p\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 386\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43muser\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 387\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 388\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 389\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 390\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 391\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 392\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 393\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 394\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 395\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 396\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1222\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1208\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1209\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1210\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1217\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1218\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1219\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1220\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1221\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1222\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1031\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1028\u001b[39m err.response.read()\n\u001b[32m 1030\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mRe-raising status error\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1031\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._make_status_error_from_response(err.response) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1033\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1035\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[33m\"\u001b[39m\u001b[33mcould not resolve response (should never happen)\u001b[39m\u001b[33m\"\u001b[39m\n", + "\u001b[31mRateLimitError\u001b[39m: Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99969, Requested 222. Please try again in 2m45.024s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}" ] } ], @@ -953,7 +1879,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 87, "id": "e4791205", "metadata": {}, "outputs": [ @@ -987,76 +1913,76 @@ " \n", " \n", " \n", - " 40\n", - " Enjoy Super Bowl 60 Sports Center with Matt and Hannah's next\n", + " 651\n", + " Is that your prop?\n", + " {\"label\": 0}\n", + " 0\n", + " None\n", + " llama-3.3-70b-versatile\n", + " \n", + " \n", + " 652\n", + " That's not my best bet, though.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 41\n", - " Enjoy Super Bowl 60 Sports Center with Matt and Hannah's next\n", + " 653\n", + " That's not my best bet, though.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 42\n", - " >> Amen\n", + " 654\n", + " But you can give a prop.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 43\n", - " >> Amen\n", + " 655\n", + " But you can give a prop.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 44\n", - " \n", - " {\"label\": 1}\n", - " 1\n", - " None\n", - " llama-3.1-8b-instant\n", - " \n", - " \n", - " 45\n", - " \n", + " 656\n", + " Well, there's a prop.\n", " {\"label\": 0}\n", " 0\n", " None\n", - " llama-3.3-70b-versatile\n", + " llama-3.1-8b-instant\n", " \n", " \n", "\n", "" ], "text/plain": [ - " text \\\n", - "40 Enjoy Super Bowl 60 Sports Center with Matt and Hannah's next \n", - "41 Enjoy Super Bowl 60 Sports Center with Matt and Hannah's next \n", - "42 >> Amen \n", - "43 >> Amen \n", - "44 \n", - "45 \n", + " text raw_response llm_label llm_reasoning \\\n", + "651 Is that your prop? 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llm_nameBase Sentencellama-3.1-8b-instantllama-3.3-70b-versatileMajority Vote Label
22And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks.1.01.010
9But seriously, Drake May's going to stand up and it's going to be great and they're going to win and you guys are all going to be wrong25And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going.1.01.01
29And it's going to be a 24-10 victory for the Seattle Seahawks.1.01.01
32And that's my prediction for Super Bowl 60 in advance.1.01.01
10Eastern time, we'll talk about how I'm right and you guys are wrong035And the Blue Devils, assuming the Cooper flag is healthy, I think, are cutting down the in San Antonio.1.01.010
11Enjoy Super Bowl 60 Sports Center with Matt and Hannah's next00036And the MVP is going to be?1.01.01
12Go with the Patriots039And their defense is going to do it.1.01.010
13I actually think Drake May and his legs is going to be the key factor in this game42And they are going to get the defensive stops, 24-10.1.01.01
45And your Super Bowl MVP will be Demarcus Lawrence, baby.1.01.01
59But this is going to come down to an Andy Borogalis game-winning field goal.1.01.01
14I need to00097I also think that the Seattle Seahawks are to win this football game.1.01.01
15I think he's going to step up in huge moments104I give them maybe 23-20.1.01.01
107I had Iowa State here, but because of the injury to Keyshawn Gilbert, I'll take the Spartans, everybody else, and I'll take Duke and Florida in the final.1.01.01
125I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.1.01.01
16I'm doing it for you000126I say it's going to be probably low in the 20s.1.01.01
17Thanks to everybody for being here000129I think New England's defense will be the unit that wins or loses the game.1.01.01
18Thanks to our incredible staff back in Bristol, Connecticut000132I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one.1.01.01
19We love you guys and we appreciate [cheering and applause] everybody for tuning in000140I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them.1.01.01
20We've got all kinds of great coverage still coming up0141I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done.1.01.010
21>> We are in danger of the NFL live curse affecting Super Bowl 60, but it's not going to happen144If the Patriots win this, it'll be the longest streak of all time.1.01.01
149Is it going to be Drake Mack?1.01.01
152It is now time for us to predict Super Bowl 60.1.01.01
22m000155It's going to be crazy.1.01.01
184Obviously, Duke in the East, Houston in the Midwest, and then in my championship game, I have Houston, Auburn, and I have the Auburn Tigers.1.01.01
185Occasional upset aside, though, the analytics say advance all the one, two, and three seeds in your bracket.1.01.01
208So for Drake May, that's what it's going to be.1.01.01
216So, who makes it to the Final Four this time around?1.01.01
251They're going to get a little bit of here in the offense.1.01.01
252They're going to get a little bit of there in special teams.1.01.01
272Well, I tell you, I'm going to take Michigan State, the regular season champs in the Big Ten.1.01.01
273Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.1.01.01
\n", "
" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 \n", - "1 >> Amen \n", - "2 >> YES, BOOGIE \n", - "3 >> YOU GUYS LOVE ME \n", - "4 >> Yeah \n", - "5 All right, but here's why \n", - "6 And >> on Sunday night when we see you as part of the Handoff Show, which tune in around 1:00 a \n", - "7 And I'm doing it for you, Mina \n", - "8 And then we'll see you again on Monday in Disneyland \n", - "9 But seriously, Drake May's going to stand up and it's going to be great and they're going to win and you guys are all going to be wrong \n", - "10 Eastern time, we'll talk about how I'm right and you guys are wrong \n", - "11 Enjoy Super Bowl 60 Sports Center with Matt and Hannah's next \n", - "12 Go with the Patriots \n", - "13 I actually think Drake May and his legs is going to be the key factor in this game \n", - "14 I need to \n", - "15 I think he's going to step up in huge moments \n", - "16 I'm doing it for you \n", - "17 Thanks to everybody for being here \n", - "18 Thanks to our incredible staff back in Bristol, Connecticut \n", - "19 We love you guys and we appreciate [cheering and applause] everybody for tuning in \n", - "20 We've got all kinds of great coverage still coming up \n", - "21 >> We are in danger of the NFL live curse affecting Super Bowl 60, but it's not going to happen \n", - "22 m \n", + "llm_name Base Sentence \\\n", + "22 And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks. \n", + "25 And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going. \n", + "29 And it's going to be a 24-10 victory for the Seattle Seahawks. \n", + "32 And that's my prediction for Super Bowl 60 in advance. \n", + "35 And the Blue Devils, assuming the Cooper flag is healthy, I think, are cutting down the in San Antonio. \n", + "36 And the MVP is going to be? \n", + "39 And their defense is going to do it. \n", + "42 And they are going to get the defensive stops, 24-10. \n", + "45 And your Super Bowl MVP will be Demarcus Lawrence, baby. \n", + "59 But this is going to come down to an Andy Borogalis game-winning field goal. \n", + "97 I also think that the Seattle Seahawks are to win this football game. \n", + "104 I give them maybe 23-20. \n", + "107 I had Iowa State here, but because of the injury to Keyshawn Gilbert, I'll take the Spartans, everybody else, and I'll take Duke and Florida in the final. \n", + "125 I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy. \n", + "126 I say it's going to be probably low in the 20s. \n", + "129 I think New England's defense will be the unit that wins or loses the game. \n", + "132 I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one. \n", + "140 I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them. \n", + "141 I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done. \n", + "144 If the Patriots win this, it'll be the longest streak of all time. \n", + "149 Is it going to be Drake Mack? \n", + "152 It is now time for us to predict Super Bowl 60. \n", + "155 It's going to be crazy. \n", + "184 Obviously, Duke in the East, Houston in the Midwest, and then in my championship game, I have Houston, Auburn, and I have the Auburn Tigers. \n", + "185 Occasional upset aside, though, the analytics say advance all the one, two, and three seeds in your bracket. \n", + "208 So for Drake May, that's what it's going to be. \n", + "216 So, who makes it to the Final Four this time around? \n", + "251 They're going to get a little bit of here in the offense. \n", + "252 They're going to get a little bit of there in special teams. \n", + "272 Well, I tell you, I'm going to take Michigan State, the regular season champs in the Big Ten. \n", + "273 Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile Majority Vote Label \n", - "0 1 0 0 \n", - "1 0 0 0 \n", - "2 0 0 0 \n", - "3 0 0 0 \n", - "4 0 0 0 \n", - "5 0 0 0 \n", - "6 0 0 0 \n", - "7 0 0 0 \n", - "8 0 1 0 \n", - "9 1 1 1 \n", - "10 0 1 0 \n", - "11 0 0 0 \n", - "12 0 1 0 \n", - "13 1 1 1 \n", - "14 0 0 0 \n", - "15 1 1 1 \n", - "16 0 0 0 \n", - "17 0 0 0 \n", - "18 0 0 0 \n", - "19 0 0 0 \n", - "20 0 1 0 \n", - "21 1 1 1 \n", - "22 0 0 0 " + "22 1.0 1.0 1 \n", + "25 1.0 1.0 1 \n", + "29 1.0 1.0 1 \n", + "32 1.0 1.0 1 \n", + "35 1.0 1.0 1 \n", + "36 1.0 1.0 1 \n", + "39 1.0 1.0 1 \n", + "42 1.0 1.0 1 \n", + "45 1.0 1.0 1 \n", + "59 1.0 1.0 1 \n", + "97 1.0 1.0 1 \n", + "104 1.0 1.0 1 \n", + "107 1.0 1.0 1 \n", + "125 1.0 1.0 1 \n", + "126 1.0 1.0 1 \n", + "129 1.0 1.0 1 \n", + "132 1.0 1.0 1 \n", + "140 1.0 1.0 1 \n", + "141 1.0 1.0 1 \n", + "144 1.0 1.0 1 \n", + "149 1.0 1.0 1 \n", + "152 1.0 1.0 1 \n", + "155 1.0 1.0 1 \n", + "184 1.0 1.0 1 \n", + "185 1.0 1.0 1 \n", + "208 1.0 1.0 1 \n", + "216 1.0 1.0 1 \n", + "251 1.0 1.0 1 \n", + "252 1.0 1.0 1 \n", + "272 1.0 1.0 1 \n", + "273 1.0 1.0 1 " ] }, - "execution_count": 41, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "results_df['Majority Vote Label'] = (\n", - " results_df\n", - " .iloc[:, 1:] # exclude sentence column\n", - " .mode(axis=1)[0]\n", - " .astype(int)\n", - ")\n", - "\n", - "results_df" + "results_df[results_df['Majority Vote Label']==1]" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "080f76f7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_1.csv\n" + ] + } + ], + "source": [ + "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", + "save_data_path = os.path.join(base_data_path, \"yt\", \"majority_vote\", \"sports\")\n", + "DataProcessing.save_to_file(results_df, path=save_data_path, prefix='batch_1', save_file_type='csv', include_version=False)" ] }, { "cell_type": "code", "execution_count": null, - "id": "d8153ff4", + "id": "2b79a920", "metadata": {}, "outputs": [], "source": [] From bd975234040d26b1e3d6c9e2e564df31b5a9918a Mon Sep 17 00:00:00 2001 From: Adriano Nogueira Date: Sun, 5 Apr 2026 16:38:45 -0400 Subject: [PATCH 2/9] New video sources --- .../1-extract_transcripts.ipynb | 37 +- .../2-label_text.ipynb | 1343 ++++++++++------- 2 files changed, 792 insertions(+), 588 deletions(-) diff --git a/prediction_acquition-youtube/1-extract_transcripts.ipynb b/prediction_acquition-youtube/1-extract_transcripts.ipynb index 5db7c2b..3d2bbda 100644 --- a/prediction_acquition-youtube/1-extract_transcripts.ipynb +++ b/prediction_acquition-youtube/1-extract_transcripts.ipynb @@ -110,15 +110,30 @@ "source": [ "## Transcripts \n", "\n", - "| # | Title | Link | Video ID |\n", - "|---|---|---|---|\n", - "| 1 | Immediate 2025 NCAA tournament Final Four and championship picks | https://www.youtube.com/watch?v=-rjnvL9LL3U | -rjnvL9LL3U \n", - "| 2 | FULL PREVIEW & PICKS: Patriots vs. Seahawks Super Bowl LX 🏆 Who wins the Lombardi Trophy? \\| NFL Live | https://www.youtube.com/watch?v=ZZN7BAYeOtc | ZZN7BAYeOtc |\n", - "| 3 | FIRST TAKE'S SUPER BOWL PICKS! The crew is going with... 😱 | https://www.youtube.com/watch?v=mBK8o5orBbE | mBK8o5orBbE |\n", - "| 4 | NFL Predictions and Picks For Super Bowl LX [Patriots vs Seahawks] - Best Bets ✅ | https://www.youtube.com/watch?v=LXPQrZV4Cfw | LXPQrZV4Cfw |\n", - "| 5 | Rich Eisen’s Pick to Win the Seahawks vs Patriots Super Bowl LX Is….? - The Rich Eisen Show | https://www.youtube.com/watch?v=fUmJAtFEGn8 | fUmJAtFEGn8 |\n", - "| 6 | The Pat McAfee Show's Picks For Super Bowl LX | https://www.youtube.com/watch?v=MTVAkVkkaz4 | MTVAkVkkaz4 |\n", - "| 7 | Super Bowl LX On-Site Preview: Picks, Predictions, Everything you need to know for Patriots-Seahawks | https://www.youtube.com/watch?v=Z0xP3GNpjkw | Z0xP3GNpjkw |" + "| # | Title | Link | Video ID | Domain |\n", + "|---|---|---|---|---|\n", + "| 1 | Immediate 2025 NCAA tournament Final Four and championship picks | https://www.youtube.com/watch?v=-rjnvL9LL3U | -rjnvL9LL3U | SPORTS |\n", + "| 2 | FULL PREVIEW & PICKS: Patriots vs. Seahawks Super Bowl LX 🏆 Who wins the Lombardi Trophy? \\| NFL Live | https://www.youtube.com/watch?v=ZZN7BAYeOtc | ZZN7BAYeOtc | SPORTS |\n", + "| 3 | FIRST TAKE'S SUPER BOWL PICKS! The crew is going with... 😱 | https://www.youtube.com/watch?v=mBK8o5orBbE | mBK8o5orBbE | SPORTS |\n", + "| 4 | NFL Predictions and Picks For Super Bowl LX [Patriots vs Seahawks] - Best Bets ✅ | https://www.youtube.com/watch?v=LXPQrZV4Cfw | LXPQrZV4Cfw | SPORTS |\n", + "| 5 | Rich Eisen’s Pick to Win the Seahawks vs Patriots Super Bowl LX Is….? - The Rich Eisen Show | https://www.youtube.com/watch?v=fUmJAtFEGn8 | fUmJAtFEGn8 | SPORTS |\n", + "| 6 | The Pat McAfee Show's Picks For Super Bowl LX | https://www.youtube.com/watch?v=MTVAkVkkaz4 | MTVAkVkkaz4 | SPORTS |\n", + "| 7 | Super Bowl LX On-Site Preview: Picks, Predictions, Everything you need to know for Patriots-Seahawks | https://www.youtube.com/watch?v=Z0xP3GNpjkw | Z0xP3GNpjkw | SPORTS |\n", + "| 8 | Predicting the UEFA Champions League TO THE FINAL | https://www.youtube.com/watch?v=AoE8KFAXHSc | AoE8KFAXHSc | SPORTS |\n", + "| 9 | Insane Tennis Predictions For 2026 | https://www.youtube.com/watch?v=jCe-bY1nP7o | jCe-bY1nP7o | SPORTS |\n", + "| 10 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", + "| 11 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", + "| 12 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", + "| 13 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", + "| 14 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", + "| 15 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", + "| 16 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", + "| 17 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", + "| 18 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", + "| 19 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", + "| 20 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", + "| 21 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", + "| 22 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" ] }, { @@ -2278,7 +2293,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "295b3dc1", "metadata": {}, "outputs": [ @@ -2292,7 +2307,7 @@ ], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", - "save_data_path = os.path.join(base_data_path, \"yt\", \"whisper_transcripts\")\n", + "save_data_path = os.path.join(base_data_path, \"yt\", \"whisper_transcripts\", \"sports\")\n", "DataProcessing.save_to_file(df_whisper_transcripts, path=save_data_path, prefix=f'{video_id}', save_file_type='csv', include_version=False)" ] }, diff --git a/prediction_acquition-youtube/2-label_text.ipynb b/prediction_acquition-youtube/2-label_text.ipynb index a7f16cc..0d3ae80 100644 --- a/prediction_acquition-youtube/2-label_text.ipynb +++ b/prediction_acquition-youtube/2-label_text.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 1, "id": "c5b4e005", "metadata": {}, "outputs": [], @@ -67,13 +67,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "06a3c656", "metadata": {}, "outputs": [], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir)\n", - "yt_data_path = os.path.join(base_data_path, 'yt', 'whisper_transcripts')\n", + "yt_data_path = os.path.join(base_data_path, 'yt', 'sports', 'whisper_transcripts')\n", "transcripts = os.listdir(yt_data_path)" ] }, @@ -87,7 +87,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 7/7 [00:00<00:00, 94.73it/s]\n" + " 0%| | 0/7 [00:00,\n", - " 'llama-3.3-70b-versatile': }" + "{'llama-3.1-8b-instant': ,\n", + " 'llama-3.3-70b-versatile': }" ] }, - "execution_count": 85, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1457,17 +1464,17 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "id": "e1a01c34", "metadata": {}, "outputs": [], "source": [ - "cleaned_transcripts = cleaned_transcripts[329:]" + "cleaned_transcripts = cleaned_transcripts[732:]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "66bce6de", "metadata": {}, "outputs": [ @@ -1475,357 +1482,431 @@ "name": "stdout", "output_type": "stream", "text": [ - "0 --- Sentence: We all know March Madness is all about filling out and following your bracket, so we offer some first-round advice.\n", - " Model: llama-3.1-8b-instant | Label: 0\n", - " Model: llama-3.3-70b-versatile | Label: 0\n", - "1 --- Sentence: Since UMBC beat Virginia in 2018, the 16th seed has won two of 24 meetings versus the one.\n", + "0 --- Sentence: Are you trying to give out several props so you can try to catch him?\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", - "2 --- Sentence: Occasional upset aside, though, the analytics say advance all the one, two, and three seeds in your bracket.\n", + "1 --- Sentence: I'm going to catch him.\n", " Model: llama-3.1-8b-instant | Label: 1\n", " Model: llama-3.3-70b-versatile | Label: 1\n", - "3 --- Sentence: Looking for a long shot?\n", - "4 --- Sentence: The 11th seed has won half its meetings with the sixth seed of late, and the ninth seed has won two-thirds of the games against the eighth seed.\n", - "5 --- Sentence: Now, you all had UConn winning it last year.\n", - "6 --- Sentence: Clark, though, had both finalists.\n", - "7 --- Sentence: So, who makes it to the Final Four this time around?\n", - "8 --- Sentence: Who cuts down the nets?\n", - "9 --- Sentence: You're our clubhouse leader.\n", - "10 --- Sentence: Oh, so I get to choose first?\n", - "11 --- Sentence: You get to go first.\n", - "12 --- Sentence: Well, I tell you, I'm going to take Michigan State, the regular season champs in the Big Ten.\n", - "13 --- Sentence: I take them out of the South.\n", - "14 --- Sentence: Florida's the most complete team in the field, in my opinion.\n", - "15 --- Sentence: I like them coming out of the West.\n", - "16 --- Sentence: Clemson is my dark horse.\n", - "17 --- Sentence: I like it.\n", - "18 --- Sentence: They've been rugged.\n", - "19 --- Sentence: They almost got to the Final Four last year with a number of those guys.\n", - "20 --- Sentence: And then we've got Duke.\n", - "21 --- Sentence: We move them.\n", - "22 --- Sentence: this way.\n", - "23 --- Sentence: I'm taking Clemson in San Antonio.\n", - "24 --- Sentence: Against the Gators.\n", - "25 --- Sentence: And I'm going with the Gators as my champ.\n", - "26 --- Sentence: I like it.\n", - "27 --- Sentence: Clark, very bold of you.\n", - "28 --- Sentence: 21 years, he's getting very bold.\n", - "29 --- Sentence: I'm a little less bold.\n", - "30 --- Sentence: I had Iowa State here.\n", - "31 --- Sentence: A little less bold.\n", - "32 --- Sentence: I know, I know.\n", - "33 --- Sentence: I had Iowa State here, but because of the injury to Keyshawn Gilbert, I'll take the Spartans, everybody else, and I'll take Duke and Florida in the final.\n", - "34 --- Sentence: And the Blue Devils, assuming the Cooper flag is healthy, I think, are cutting down the in San Antonio.\n", - "35 --- Sentence: Okay.\n", - "36 --- Sentence: All right.\n", - "37 --- Sentence: Like it.\n", - "38 --- Sentence: All right, here we go.\n", - "39 --- Sentence: Here we go.\n", - "40 --- Sentence: I like Auburn coming out of the South.\n", - "41 --- Sentence: I like the Johnny sneaking out of the West to get to the Final Four.\n", - "42 --- Sentence: Obviously, Duke in the East, Houston in the Midwest, and then in my championship game, I have Houston, Auburn, and I have the Auburn Tigers.\n", - "43 --- Sentence: Okay.\n", - "44 --- Sentence: Like, they started the season, finished the season as national champs.\n", - "45 --- Sentence: I thought you were going to go Big East.\n", - "46 --- Sentence: I like, I'm happy having a Big East in the Final Four.\n", - "47 --- Sentence: Three different champs.\n", - "48 --- Sentence: And the Big East had five in the tournament this year after only three last year.\n", - "49 --- Sentence: All right, very good.\n", - "50 --- Sentence: You mixed it up.\n", - "51 --- Sentence: You mixed it up pretty well.\n", - "52 --- Sentence: Jay learned not to go with my pick, so it's his third selection show.\n", - "53 --- Sentence: His third time.\n", - "54 --- Sentence: You guys are very chalky.\n", - "55 --- Sentence: Very chalky, you two.\n", - "56 --- Sentence: He was a little out of hand early in the round.\n", - "57 --- Sentence: It is now time for us to predict Super Bowl 60.\n", - "58 --- Sentence: Chris Brockman, I need a score.\n", - "59 --- Sentence: I need a winner.\n", - "60 --- Sentence: And I want an MVP on top of it.\n", - "61 --- Sentence: Call your shot is basically what I'm saying.\n", - "62 --- Sentence: Go for it.\n", - "63 --- Sentence: Rich, the parallels between this year and 2001 are plentiful.\n", - "64 --- Sentence: As you've pointed out, a underdog Patriots team against an NFC power that's just been steamrolling everyone.\n", - "65 --- Sentence: We know what happened in 2001, guys.\n", - "66 --- Sentence: What happened in that game?\n", - "67 --- Sentence: Oh, right, right, right.\n", - "68 --- Sentence: came down to a field goal by Adam Vinatieri to win that Super Bowl.\n", - "69 --- Sentence: And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.\n", - "70 --- Sentence: I think it's coincidental, not ironic.\n", - "71 --- Sentence: But okay, that's all right.\n", - "72 --- Sentence: Coincidental, ironic, fate.\n", - "73 --- Sentence: I don't know.\n", - "74 --- Sentence: But this is going to come down to an Andy Borogalis game-winning field goal.\n", - "75 --- Sentence: Patriots 34, Seahawks 31.\n", - "76 --- Sentence: Drake reenacts the famous Tom Brady hand-on-the-head photo.\n", - "77 --- Sentence: And the new dynasty begins.\n", - "78 --- Sentence: Oh, wow.\n", - "79 --- Sentence: New Dynasty?\n", - "80 --- Sentence: You don't even get to score.\n", - "81 --- Sentence: Who's the MVP?\n", - "82 --- Sentence: Is it Drake May?\n", - "83 --- Sentence: Obviously Drake May.\n", - "84 --- Sentence: Okay.\n", - "85 --- Sentence: Very good.\n", - "86 --- Sentence: What do you have, TJ?\n", - "87 --- Sentence: Who do you have?\n", - "88 --- Sentence: Well, I have the Dallas Cowboys.\n", - "89 --- Sentence: No, no, no.\n", - "90 --- Sentence: Seriously.\n", - "91 --- Sentence: Sorry.\n", - "92 --- Sentence: No.\n", - "93 --- Sentence: Okay.\n", - "94 --- Sentence: So let me give you a scenario.\n", - "95 --- Sentence: It's the fourth quarter, right?\n", - "96 --- Sentence: The Seattle Seahawks throw up 20-16 with three minutes and 25 seconds left.\n", - "97 --- Sentence: Seahawks have the ball.\n", - "98 --- Sentence: There's a fumble.\n", - "99 --- Sentence: Okay.\n", - "100 --- Sentence: Christian Gonzalez scoops it up.\n", - "101 --- Sentence: He takes it to the crib for a touchdown.\n", - "102 --- Sentence: the Pats go up 23 to 20.\n", - "103 --- Sentence: That's the final score.\n", - "104 --- Sentence: Christian Gonzalez is your MVP.\n", - "105 --- Sentence: Oh, wow.\n", - "106 --- Sentence: I gave you like a tribe called quest.\n", - "107 --- Sentence: I gave you a scenario.\n", - "108 --- Sentence: Hey, Jefferson, do you have one mic?\n", - "109 --- Sentence: Yeah, I got it.\n", - "110 --- Sentence: The Pats, their year, I was there 2001, and this team literally reminds me of that team 100%.\n", - "111 --- Sentence: The Hawks' defense is great, and I got to go.\n", - "112 --- Sentence: I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one.\n", - "113 --- Sentence: Do you have a score and an MVP?\n", - "114 --- Sentence: I say it's going to be probably low in the 20s.\n", - "115 --- Sentence: I give them maybe 23-20.\n", - "116 --- Sentence: Okay.\n", - "117 --- Sentence: And the MVP is going to be?\n", - "118 --- Sentence: Of Drake May.\n", - "119 --- Sentence: Okay, very good.\n", - "120 --- Sentence: Literally just copied TJ's score.\n", - "121 --- Sentence: Three Patriots over there.\n", - "122 --- Sentence: And, man, Seahawks fans have been all over me all year because I'm like, I need to see it.\n", - "123 --- Sentence: I need to see it.\n", - "124 --- Sentence: I need to believe it a little bit more.\n", - "125 --- Sentence: And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks.\n", - "126 --- Sentence: And their defense is going to do it.\n", - "127 --- Sentence: And it's going to be a 24-10 victory for the Seattle Seahawks.\n", - "128 --- Sentence: They're going to get a little bit of here in the offense.\n", - "129 --- Sentence: They're going to get a little bit of there in special teams.\n", - "130 --- Sentence: And they are going to get the defensive stops, 24-10.\n", - "131 --- Sentence: And your Super Bowl MVP will be Demarcus Lawrence, baby.\n", - "132 --- Sentence: Wow.\n", - "133 --- Sentence: Yeah.\n", - "134 --- Sentence: The unkind cut for you, TJ Jefferson.\n", - "135 --- Sentence: I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done.\n", - "136 --- Sentence: And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going.\n", - "137 --- Sentence: I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them.\n", - "138 --- Sentence: And I think Seattle fans will be very happy.\n", - "139 --- Sentence: And I can't wait to hear from all of you.\n", - "140 --- Sentence: I can't wait to hear from all of you about how I believed in your team all along.\n", - "141 --- Sentence: And I've been running an okey-doke week after week after week.\n", - "142 --- Sentence: I've been lying in wait, just like the defense, to finally flip the script.\n", - "143 --- Sentence: And that's my prediction for Super Bowl 60 in advance.\n", - "144 --- Sentence: So I've already front-loaded it for Sunday's show.\n", - "145 --- Sentence: Great job this week.\n", - "146 --- Sentence: You both are big defensive MVPs.\n", - "147 --- Sentence: Which we did.\n", - "148 --- Sentence: Hey, you made it all the way to the end.\n", - "149 --- Sentence: Thanks for that.\n", - "150 --- Sentence: We have reached the end.\n", - "151 --- Sentence: One last game.\n", - "152 --- Sentence: Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", - "153 --- Sentence: A week from this Sunday.\n", - "154 --- Sentence: And how about the week that Kyle and Pete had?\n", - "155 --- Sentence: They both went 3-0.\n", - "156 --- Sentence: Both perfect conference championship.\n", - "157 --- Sentence: Great job, Pete.\n", - "158 --- Sentence: Best bets come through.\n", - "159 --- Sentence: Unreal.\n", - "160 --- Sentence: I got hot.\n", - "161 --- Sentence: Too late.\n", - "162 --- Sentence: Too little, too late.\n", - "163 --- Sentence: Yeah.\n", - "164 --- Sentence: Pete, the epic collapse is complete.\n", - "165 --- Sentence: Let me have my paper.\n", - "166 --- Sentence: I got something on the back of this paper.\n", - "167 --- Sentence: Look at Kyle in the postseason, 13-2 overall.\n", - "168 --- Sentence: You know what, man?\n", - "169 --- Sentence: You got to show up in the playoffs.\n", - "170 --- Sentence: And look, he's hit each of his last two best bets as well.\n", - "171 --- Sentence: That was what kind of strangled him in the regular season.\n", - "172 --- Sentence: He can't catch me with the best bets, so I have that going for me.\n", - "173 --- Sentence: It takes a while to figure out what we're looking at.\n", - "174 --- Sentence: I don't know if you can see this, but this says void.\n", - "175 --- Sentence: Yeah, it says void.\n", - "176 --- Sentence: You know why it says void?\n", - "177 --- Sentence: Why?\n", - "178 --- Sentence: We're voiding his title.\n", - "179 --- Sentence: Why?\n", - "180 --- Sentence: Because I've got sources that have explained to me that his little best bets props haven't been coming from him.\n", - "181 --- Sentence: Yes, they have.\n", - "182 --- Sentence: You've been accusing him of that the last few weeks.\n", - "183 --- Sentence: And that's okay.\n", - "184 --- Sentence: And I have a source on it.\n", - "185 --- Sentence: The truth will set you free.\n", - "186 --- Sentence: I have a source on it.\n", - "187 --- Sentence: So, basically, here's what happened with picks.\n", - "188 --- Sentence: He kind of finagled winning this one.\n", - "189 --- Sentence: And then on our picks on the site, Dave Richard changed like three picks on the last Sunday after the fact.\n", - "190 --- Sentence: See, that's cheating.\n", - "191 --- Sentence: And I called him out on it.\n", - "192 --- Sentence: He said, well, blah, blah, blah, blah, blah.\n", - "193 --- Sentence: Dave.\n", - "194 --- Sentence: Yeah.\n", - "195 --- Sentence: So the fact is I should be the winner of all of them.\n", - "196 --- Sentence: Okay.\n", - "197 --- Sentence: You all cheated me.\n", - "198 --- Sentence: Instead, you're the winner of none.\n", - "199 --- Sentence: None.\n", - "200 --- Sentence: I'm a loser.\n", - "201 --- Sentence: Absolutely nothing.\n", - "202 --- Sentence: All right.\n", - "203 --- Sentence: That was a collapse.\n", - "204 --- Sentence: Oh, that was a terrible collapse.\n", - "205 --- Sentence: Seahawks are a four and a half point favorite here, but underdogs have won the last three Super Bowls straight up.\n", - "206 --- Sentence: That's tied for the longest streak of all time.\n", - "207 --- Sentence: If the Patriots win this, it'll be the longest streak of all time.\n", - "208 --- Sentence: Well, they're not winning this one, the Patriots.\n", - "209 --- Sentence: And you know how I rank the rosters every year, one through 46 players, and I've been going through the rosters.\n", - "210 --- Sentence: I'm astounded that the New England Patriots are in the Super Bowl.\n", - "211 --- Sentence: I'll be honest with you.\n", - "212 --- Sentence: I really am.\n", - "213 --- Sentence: Have you released your player rankings yet?\n", - "214 --- Sentence: No, not yet.\n", - "215 --- Sentence: That comes out on Monday.\n", - "216 --- Sentence: So what are we looking at here?\n", - "217 --- Sentence: like eight of the top ten are Seahawks?\n", - "218 --- Sentence: No, not necessarily, but I just look at this team as a whole, and I don't see a lot of real top-tier talent on it, and that tells you that they're well coached in a lot of areas, particularly the head coach, but Josh McDaniels does a great job.\n", - "219 --- Sentence: They have a really good quarterback, but I just don't think the talent is great.\n", - "220 --- Sentence: You're an offensive line guy.\n", - "221 --- Sentence: These two teams don't have great offensive lines, neither one of them, and if you had to rank them, most people would rank the Patriots offensive line ahead of Seattle's offensive line.\n", - "222 --- Sentence: So it's just strange that we have two teams that are so not what you expect to be there in the Super Bowl.\n", - "223 --- Sentence: Good physical offensive lines and a lot of top tier talent because they don't, neither one of them really has it.\n", - "224 --- Sentence: So it's strange in the way that they kind of matched up.\n", - "225 --- Sentence: I'm glad you brought up Josh McDaniels because I feel like the top two priorities for Josh McDaniels having Drake May under center is protection and protection.\n", - "226 --- Sentence: If you watch him against the Broncos last week, Will Campbell was cutlocking front side about a dozen times, finding ways to get these defenders on the ground and the balls out quick, because to your point, they're not necessarily stalwarts up front.\n", - "227 --- Sentence: I think both coordinators have done a fantastic job playing to the strengths of the guys they have in their huddle.\n", - "228 --- Sentence: New England, they spread the football around, they protect Drake May, they run the football effectively.\n", - "229 --- Sentence: 29 carries in the second half against the Denver Broncos, that's awesome.\n", - "230 --- Sentence: Bleed the whole clock out.\n", - "231 --- Sentence: You know what I'm saying?\n", - "232 --- Sentence: And for the Seattle Seahawks, they run the football to throw the football.\n", - "233 --- Sentence: They get Sam Darnold on the edges throwing it.\n", - "234 --- Sentence: They take shots down the field.\n", - "235 --- Sentence: Jackson Smith and Jigba is unguardable.\n", - "236 --- Sentence: I can't wait to watch this matchup.\n", - "237 --- Sentence: It's going to come down to both defenses.\n", - "238 --- Sentence: I think New England's defense will be the unit that wins or loses the game.\n", - "239 --- Sentence: You know, when I talk about ranking the players, we talk about offensive linemen.\n", - "240 --- Sentence: We go back to last year's Super Bowl.\n", - "241 --- Sentence: You had, you know, Milota and Lane Johnson were in the top 10.\n", - "242 --- Sentence: You had Creed Humphrey was in the top 10.\n", - "243 --- Sentence: And Trey Smith and Tooney are right behind that top 10.\n", - "244 --- Sentence: Now you go here and you look at these two offensive lines.\n", - "245 --- Sentence: Is there anybody who's a top 10 player on either line?\n", - "246 --- Sentence: No, I just think that the fact that they can rotate so many players on defense for both of these teams and so many guys are interchangeable.\n", - "247 --- Sentence: And to your point earlier about the Patriots, this reminds me of that kind of Patriots team where they are a team and they're well coached and they believe.\n", - "248 --- Sentence: And it's the new era of the Patriots.\n", - "249 --- Sentence: It's the same thing with the Seahawks.\n", - "250 --- Sentence: You're looking at a team that had like eight wins, nine wins.\n", - "251 --- Sentence: Now what are they, 14 wins?\n", - "252 --- Sentence: They have just gotten better and better.\n", - "253 --- Sentence: John Schneider has made all the right decisions.\n", - "254 --- Sentence: They got rid of Russell.\n", - "255 --- Sentence: They got rid of Geno.\n", - "256 --- Sentence: They got rid of DK.\n", - "257 --- Sentence: And I'm scratching my head.\n", - "258 --- Sentence: The rest of the hair I had on my head fell out.\n", - "259 --- Sentence: They brought in Cooper Cupp, and I was like, oh, this is not the solution.\n", - "260 --- Sentence: But then Jackson Smith and Jigma becomes JSN.\n", - "261 --- Sentence: And Sam Darnold shows us that he ain't going to become a pumpkin, One game left.\n", - "262 --- Sentence: One more chance.\n", - "263 --- Sentence: Both of these teams feel like teams of destiny, honestly.\n", - "264 --- Sentence: Like we've used that phrase a couple times in the playoffs.\n", - "265 --- Sentence: I mean, with that blizzard, the running game for New England, beating up on the Houston Texans defense, putting pressure on C.J.\n", - "266 --- Sentence: Stroud.\n", - "267 --- Sentence: Obviously they got a little help going against Stidham instead of Nix.\n", - "268 --- Sentence: It's going to be crazy.\n", - "269 --- Sentence: And the Seahawks had to earn it against the Rams.\n", - "270 --- Sentence: But no top ten offensive linemen.\n", - "271 --- Sentence: Seahawks had to earn it against the Rams.\n", - "272 --- Sentence: Different paths.\n", - "273 --- Sentence: It's incredible when you think about that.\n", - "274 --- Sentence: with the way the game is supposed to be played with a big physical, good offensive line with dominant players.\n", - "275 --- Sentence: They don't have them.\n", - "276 --- Sentence: Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.\n", - "277 --- Sentence: What do you think, Kyle?\n", - "278 --- Sentence: I also think that the Seattle Seahawks are to win this football game.\n", - "279 --- Sentence: I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.\n", - "280 --- Sentence: I still fully believe that.\n", - "281 --- Sentence: It's all in the eyes, Chico.\n", - "282 --- Sentence: When I look at Sam Darnold's eyes right now, that's a man on an absolute mission.\n", - "283 --- Sentence: And behind him are some of the best 52 guys ready to roll in support of him.\n", - "284 --- Sentence: Yeah, I think they're a much better team.\n", - "285 --- Sentence: I think they're better.\n", - "286 --- Sentence: As good as New England has been on defense, I think the better defense is in Seattle, and I think offensively they're a better football team.\n", - "287 --- Sentence: But who's the best player on the field?\n", - "288 --- Sentence: Is it going to be Drake Mack?\n", - "289 --- Sentence: I mean, he's the guy that's in the running for MVP.\n", - "290 --- Sentence: I mean, he can be.\n", - "291 --- Sentence: He hasn't been in the playoffs.\n", - "292 --- Sentence: I mean, if you look at it.\n", - "293 --- Sentence: Yeah, the offense hasn't had to do a lot.\n", - "294 --- Sentence: But they haven't been very good in the playoffs, the offense.\n", - "295 --- Sentence: And he hasn't been great in the playoffs.\n", - "296 --- Sentence: He was good with his legs last week, but he wasn't great.\n", - "297 --- Sentence: Watch out for those guys on the defense for the Seattle Seahawks, particularly the guys on the line of scrimmage, guys like Nicky Manwari who can work his way into the box.\n", - "298 --- Sentence: He's done so much for the Seattle Seahawks defense.\n", - "299 --- Sentence: They have a pack of dogs on the Seahawks defense.\n", - "300 --- Sentence: To the defense of the Patriots, they'll say, well, yes, the Texans great on defense.\n", - "301 --- Sentence: The Broncos great on defense.\n", - "302 --- Sentence: We beat them both.\n", - "303 --- Sentence: Chargers good on defense.\n", - "304 --- Sentence: So what different challenges does the Seattle defense?\n", - "305 --- Sentence: They were at home for two of those games.\n", - "306 --- Sentence: That's a big difference.\n", - "307 --- Sentence: Both of the teams that they just beat had great guys on the edges.\n", - "308 --- Sentence: And it's easier to help with guys on the edges.\n", - "309 --- Sentence: Where are the issues for the Seattle Seahawks defense?\n", - "310 --- Sentence: Right there in front of your quarterback.\n", - "311 --- Sentence: Right down the barrel of the gun.\n", - "312 --- Sentence: So for Drake May, that's what it's going to be.\n", - "313 --- Sentence: His ability to get the football out on time.\n", - "314 --- Sentence: Those guards on the inside of a lackluster group.\n", - "315 --- Sentence: I mean, we saw it last week.\n", - "316 --- Sentence: That left side is going to need some help.\n", - "317 --- Sentence: And Garrett Bradbury, he's good at getting out to the second level.\n", - "318 --- Sentence: He's athletic.\n", - "319 --- Sentence: But you could put a big people on top of him and give him pushback.\n", - "320 --- Sentence: He's not a big center.\n", - "321 --- Sentence: And I think that could be a problem for them on the inside.\n", - "322 --- Sentence: In fact, I thought we were giving a prop out here as well.\n", - "323 --- Sentence: Leonard Williams over a half sack was one of my props.\n", - "324 --- Sentence: You can give a prop?\n", - "325 --- Sentence: Is that your prop?\n", - "326 --- Sentence: That's not my best bet, though.\n", - "327 --- Sentence: But you can give a prop.\n", - "328 --- Sentence: Well, there's a prop.\n" + "2 --- Sentence: I'll give him a prop, too.\n", + " Model: llama-3.1-8b-instant | Label: 0\n", + " Model: llama-3.3-70b-versatile | Label: 0\n", + "3 --- Sentence: Next week.\n", + "4 --- Sentence: You can mathematically eliminate.\n", + "5 --- Sentence: No, not eliminate yet.\n", + "6 --- Sentence: if we give more props next week.\n", + "7 --- Sentence: Well, next week, yeah.\n", + "8 --- Sentence: We're going to be out there.\n", + "9 --- Sentence: We might as well have some game going.\n", + "10 --- Sentence: What do you think the vibe is going to be like for this?\n", + "11 --- Sentence: Because I talked to Kyle about this a little bit earlier on our YouTube piece.\n", + "12 --- Sentence: From the outside looking in, there's no Mahomes.\n", + "13 --- Sentence: So many years we had Brady in there.\n", + "14 --- Sentence: Blah.\n", + "15 --- Sentence: Yeah, it seems like that.\n", + "16 --- Sentence: Unless you're a football guy.\n", + "17 --- Sentence: Right.\n", + "18 --- Sentence: I mean, from a football standpoint, it's great.\n", + "19 --- Sentence: How do you sell it, though?\n", + "20 --- Sentence: It's going to be a hard sell.\n", + "21 --- Sentence: I think it's a hard sell.\n", + "22 --- Sentence: Let's just put it this way.\n", + "23 --- Sentence: It's a Paramount Plus movie and Sam Darnold, okay?\n", + "24 --- Sentence: It's the rookie of the second year, rookie of the year, Drake May, you know what I'm saying, who's almost the MVP.\n", + "25 --- Sentence: These are the new stars, right?\n", + "26 --- Sentence: Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.\n", + "27 --- Sentence: But where are the villains?\n", + "28 --- Sentence: You know, you want villains.\n", + "29 --- Sentence: Mike Vrabel is kind of a villain.\n", + "30 --- Sentence: I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years.\n", + "31 --- Sentence: Yeah, but the different team, though.\n", + "32 --- Sentence: It's a different team, and sometimes when you get removed from it, it's different.\n", + "33 --- Sentence: It's not Belichick.\n", + "34 --- Sentence: It's not Brady.\n", + "35 --- Sentence: So you look at it and you go, oh, new guys, Mike Vrabel and Drake May.\n", + "36 --- Sentence: We don't hate them as much, and I think there's some of that there.\n", + "37 --- Sentence: It is kind of a blah Super Bowl from the buildup and what people are saying about it Because you're right, there's no Mahomes, there's no Eagles going for another one.\n", + "38 --- Sentence: Back-to-back, Mahomes is going for three.\n", + "39 --- Sentence: There's no real, where are the villains?\n", + "40 --- Sentence: Every team has a villain.\n", + "41 --- Sentence: Where are the villains on these teams?\n", + "42 --- Sentence: Do you have any?\n", + "43 --- Sentence: For me, the villains are up front for the Seattle Seahawks.\n", + "44 --- Sentence: Well, they're nasty.\n", + "45 --- Sentence: They're nasty.\n", + "46 --- Sentence: The villains are up front for both defenses.\n", + "47 --- Sentence: But do they stand over toppy and taunt you and all that?\n", + "48 --- Sentence: No, they're extremely well coached.\n", + "49 --- Sentence: They respect the game of football.\n", + "50 --- Sentence: And I think that's why I enjoy watching these teams play.\n", + "51 --- Sentence: Because they fly around and they are taking on the identity of their coaches.\n", + "52 --- Sentence: The Mike and Mikes.\n", + "53 --- Sentence: You know what I'm saying?\n", + "54 --- Sentence: Mike McDonald's done a fantastic job with that group, the culture they've instilled.\n", + "55 --- Sentence: And I think they're no BS.\n", + "56 --- Sentence: They just go win.\n", + "57 --- Sentence: And the Patriots, we know how Vrabel's always been, and that's how his team is.\n", + "58 --- Sentence: But even Diggs, you know, in his past, he's not anymore.\n", + "59 --- Sentence: I mean, it's unbelievable.\n", + "60 --- Sentence: These teams are kind of dull.\n", + "61 --- Sentence: They still let Mac Hollins be Mac Hollins.\n", + "62 --- Sentence: They're damn good football teams, and that's all you want.\n", + "63 --- Sentence: But they're dull.\n", + "64 --- Sentence: All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", + "65 --- Sentence: I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\n", + "66 --- Sentence: That's what you're going to get.\n", + "67 --- Sentence: All right.\n", + "68 --- Sentence: Super Bowl 60 is coming up a week from Sunday.\n", + "69 --- Sentence: We still have best bets.\n", + "70 --- Sentence: Wait a second.\n", + "71 --- Sentence: Why is Pete listed ahead of me?\n", + "72 --- Sentence: Wait a second.\n", + "73 --- Sentence: What is this crap?\n", + "74 --- Sentence: What did you do?\n", + "75 --- Sentence: I shouldn't be there.\n", + "76 --- Sentence: What did you do?\n", + "77 --- Sentence: Are we being DDoSed?\n", + "78 --- Sentence: I didn't do that.\n", + "79 --- Sentence: Unless somebody's giving you your picks, too.\n", + "80 --- Sentence: No, I'm the only one above 500.\n", + "81 --- Sentence: I'm listed second?\n", + "82 --- Sentence: Boyd, is somebody giving you your picks too?\n", + "83 --- Sentence: Since I'm number one, I'm going to give my first pick.\n", + "84 --- Sentence: And I'm going to go against you guys.\n", + "85 --- Sentence: I'm going to take the points with the Patriots.\n", + "86 --- Sentence: Patriots plus four and a half.\n", + "87 --- Sentence: Underdogs.\n", + "88 --- Sentence: I'm not saying they win it.\n", + "89 --- Sentence: You're going to lean into that.\n", + "90 --- Sentence: Underdogs, yes.\n", + "91 --- Sentence: Three straight times, the underdog has won outright.\n", + "92 --- Sentence: Five straight times, the underdog is covered in the Super Bowl.\n", + "93 --- Sentence: You're going with the pattern.\n", + "94 --- Sentence: I'm going to say six.\n", + "95 --- Sentence: You're staying.\n", + "96 --- Sentence: We're trend busters.\n", + "97 --- Sentence: That's what we need.\n", + "98 --- Sentence: We're on it.\n", + "99 --- Sentence: Give me some.\n", + "100 --- Sentence: Our last pick of the year.\n", + "101 --- Sentence: We buck trends.\n", + "102 --- Sentence: By the way, say that fast.\n", + "103 --- Sentence: By the way, say that fast.\n", + "104 --- Sentence: Bucking trends.\n", + "105 --- Sentence: Can we thank everybody for watching us and putting up with our BS all year?\n", + "106 --- Sentence: Absolutely.\n", + "107 --- Sentence: The last two years have been fun.\n", + "108 --- Sentence: It's great.\n", + "109 --- Sentence: As back-to-back champ, it's even more fun.\n", + "110 --- Sentence: Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season.\n", + "111 --- Sentence: Stop it.\n", + "112 --- Sentence: Kyle, what pick did they give you this week?\n", + "113 --- Sentence: This week, we're going pick for the game.\n", + "114 --- Sentence: I'm going to go Seattle Seahawks.\n", + "115 --- Sentence: My best bet is JSN anytime touchdown.\n", + "116 --- Sentence: If you watch the Seahawks, this guy's going to score.\n", + "117 --- Sentence: They're going to find a way.\n", + "118 --- Sentence: Who gave you that one?\n", + "119 --- Sentence: JSN.\n", + "120 --- Sentence: Me.\n", + "121 --- Sentence: Okay.\n", + "122 --- Sentence: You actually did that one this week?\n", + "123 --- Sentence: Mies Ohos.\n", + "124 --- Sentence: Because I know the last three you didn't do.\n", + "125 --- Sentence: I did.\n", + "126 --- Sentence: I did Jarrett Stidham rushing because I saw a graphic on TikTok that said Jarrett Stidham was a better dual threat quarterback than Lamar Jackson, Jawan Jennings, Joe Burrow.\n", + "127 --- Sentence: By the way, why was Joe Burrow even on that list?\n", + "128 --- Sentence: Whoever was evaluating dual threat or the definition of it should be fired.\n", + "129 --- Sentence: Joe Burrow, not a dual threat.\n", + "130 --- Sentence: When they came out of high school.\n", + "131 --- Sentence: Because Jawan Jennings was a quarterback.\n", + "132 --- Sentence: He was great.\n", + "133 --- Sentence: You want to give like five best bets so you can try to catch up here?\n", + "134 --- Sentence: No, I got one.\n", + "135 --- Sentence: Hunter Henry over 37 and a half receiving yards.\n", + "136 --- Sentence: You're going prop two?\n", + "137 --- Sentence: And you know why?\n", + "138 --- Sentence: Because the Seahawks all year have struggled against tight ends.\n", + "139 --- Sentence: And in the playoffs, they've given up, I think, 11 catches in the playoffs in their two games.\n", + "140 --- Sentence: And they average against them six and a half catches and 70 yards receiving from the tight end position.\n", + "141 --- Sentence: So that's going to be a problem.\n", + "142 --- Sentence: So that was your bonus one?\n", + "143 --- Sentence: That's my best bet.\n", + "144 --- Sentence: I'll give a bonus one.\n", + "145 --- Sentence: Okay.\n", + "146 --- Sentence: I'm going to go Tank Lawrence half a sack.\n", + "147 --- Sentence: I had Leonard Williams for half a sack.\n", + "148 --- Sentence: We're going to be in on it.\n", + "149 --- Sentence: I think we're both going to be right.\n", + "150 --- Sentence: They're going to be hugging Drake May together?\n", + "151 --- Sentence: No, no.\n", + "152 --- Sentence: They're each going to get more than a half.\n", + "153 --- Sentence: They're both going to get one.\n", + "154 --- Sentence: Great.\n", + "155 --- Sentence: There we go.\n", + "156 --- Sentence: We got one more best bet from the producers.\n", + "157 --- Sentence: I thought for sure it would be like a national anthem over under, something like that.\n", + "158 --- Sentence: There will be a falconer.\n", + "159 --- Sentence: Bad bunny number of dresses he wears at the halftime show.\n", + "160 --- Sentence: So they're going to go one rushing touchdown and one passing touchdown from each team.\n", + "161 --- Sentence: I like that.\n", + "162 --- Sentence: I like that.\n", + "163 --- Sentence: Some balance.\n", + "164 --- Sentence: We got some balance.\n", + "165 --- Sentence: And that's plus 220.\n", + "166 --- Sentence: So you got value on that.\n", + "167 --- Sentence: That is actually pretty good.\n", + "168 --- Sentence: We like value.\n", + "169 --- Sentence: Well, if you think it's going to be a defensive game, then maybe not so much.\n", + "170 --- Sentence: But I think I actually like that.\n", + "171 --- Sentence: These are the two.\n", + "172 --- Sentence: Not as unhinged as usual.\n", + "173 --- Sentence: When you combine regular season and postseason, And these are the two best defenses at not allowing points this season in the Patriots and the Seahawks.\n", + "174 --- Sentence: It's been fun.\n", + "175 --- Sentence: Those are our best bets for the final time.\n", + "176 --- Sentence: You guys are going to be out there.\n", + "177 --- Sentence: I'm sure you're going to give us a lot more picks coming up next week.\n", + "178 --- Sentence: And those will count, too.\n", + "179 --- Sentence: And then me and Pete go on vacation together.\n", + "180 --- Sentence: You know, they count.\n", + "181 --- Sentence: Going to Barbados together.\n", + "182 --- Sentence: We're going to Sandals.\n", + "183 --- Sentence: Let's make a decision.\n", + "184 --- Sentence: Should the picks we make out there count?\n", + "185 --- Sentence: Yes or no?\n", + "186 --- Sentence: Sure.\n", + "187 --- Sentence: Sure, they'll count.\n", + "188 --- Sentence: Yeah, let's count them.\n", + "189 --- Sentence: I can catch them then.\n", + "190 --- Sentence: We'll give you a shot, Pete.\n", + "191 --- Sentence: We'll give you a shot.\n", + "192 --- Sentence: I don't know.\n", + "193 --- Sentence: If his studio help gives him picks, I won't have a chance.\n", + "194 --- Sentence: Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n", + "195 --- Sentence: If Sam Darnold wins the Super Bowl, will we consider him elite?\n", + "196 --- Sentence: Cam Newton says he is playing possessed.\n", + "197 --- Sentence: What do you think?\n", + "198 --- Sentence: This for me?\n", + "199 --- Sentence: Yep.\n", + "200 --- Sentence: Hell no.\n", + "201 --- Sentence: What you mean elite?\n", + "202 --- Sentence: Elite is reserved for the dude that just walked out of here.\n", + "203 --- Sentence: That's elite.\n", + "204 --- Sentence: Like, well, whatever your definition is.\n", + "205 --- Sentence: Like, I've had to become a better person through my therapist for not thinking that everybody thinks, you know, when things should be obvious.\n", + "206 --- Sentence: when I think things should be obvious that everybody else should.\n", + "207 --- Sentence: Here's the thing, man.\n", + "208 --- Sentence: I think because we're so inundated with clips of sports and we always see it and it's always on and we get this idea that because a dude accomplishes something or it's a great story to tell.\n", + "209 --- Sentence: It's one MJ.\n", + "210 --- Sentence: It's one Braun.\n", + "211 --- Sentence: It's one Wayne Gretzky.\n", + "212 --- Sentence: It's one Deion Sanders.\n", + "213 --- Sentence: When I think elite, Bo Jackson was elite.\n", + "214 --- Sentence: There's a difference when those guys are doing what they do as opposed to everybody else.\n", + "215 --- Sentence: So I don't tag that moniker to Sam Darnold.\n", + "216 --- Sentence: It's just that simple.\n", + "217 --- Sentence: When you give the words elite or great, to me that's an upper echelon tier that only is reserved for a few people that's ever done things.\n", + "218 --- Sentence: But you're mentioning players that don't play anymore.\n", + "219 --- Sentence: Are there elite quarterbacks that maybe he could surpass or very good quarterbacks he could surpass that are currently playing.\n", + "220 --- Sentence: He's not going to pass Patrick Mahomes.\n", + "221 --- Sentence: He's not going to pass Josh Allen.\n", + "222 --- Sentence: He's not going to pass Matthew Stafford.\n", + "223 --- Sentence: Those are guys that are going to be in that elite conversation when it's all said and done that are currently playing.\n", + "224 --- Sentence: He's not going to pass Lamar Jackson based on a win in the Super Bowl.\n", + "225 --- Sentence: So, again, the overall accomplishment will pass all of those guys that haven't won one.\n", + "226 --- Sentence: But ultimately, when I think about elite, I think about the individual and what he brings.\n", + "227 --- Sentence: I think, too, what we have to understand, especially as people are hearing this discussion take place, you're not hating.\n", + "228 --- Sentence: You're not bitter.\n", + "229 --- Sentence: You're not in a position of, hey, why would you say it like that?\n", + "230 --- Sentence: Why would you tear another person down?\n", + "231 --- Sentence: The reality is this.\n", + "232 --- Sentence: When you start to mention elite play or to say this person isn't elite, that's not a shot to say he's a bad player either.\n", + "233 --- Sentence: No, not at all.\n", + "234 --- Sentence: I think when you start to really unpack Sam Darnold, This isn't even the best version of Sam Darnold.\n", + "235 --- Sentence: I think what Sam Darnold has reminded everybody in the NFL is maybe we need to get back to sitting our players and developing them the right way rather than drafting a player early and expecting him to play early.\n", + "236 --- Sentence: That's not realistic.\n", + "237 --- Sentence: That's not what certain players need for them to get the best output of their skill set.\n", + "238 --- Sentence: So maybe Sam Darnold is setting a new precedent for quarterbacks to be at the elite level, right?\n", + "239 --- Sentence: Okay, patience.\n", + "240 --- Sentence: Go ahead, R.C.\n", + "241 --- Sentence: First off, I'm not going to be platonic with y'all.\n", + "242 --- Sentence: Oh, platonically?\n", + "243 --- Sentence: Right now, you feel me?\n", + "244 --- Sentence: Like, let's keep it real.\n", + "245 --- Sentence: Sam Darnold is playing at an extremely high level.\n", + "246 --- Sentence: Sam Darnold has been a two-time Pro Bowler for the Minnesota Vikings last year and now for the Seattle Seahawks.\n", + "247 --- Sentence: Sam Darnold is nowhere near the elite conversation.\n", + "248 --- Sentence: but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls.\n", + "249 --- Sentence: Eli Manning was never an elite quarterback.\n", + "250 --- Sentence: Eli Manning won two Super Bowls because he was in a great situation.\n", + "251 --- Sentence: He had the right support system.\n", + "252 --- Sentence: He had an excellent head coach.\n", + "253 --- Sentence: He had a top-tier defense.\n", + "254 --- Sentence: That's exactly what's happening for Sam Darnold.\n", + "255 --- Sentence: We had this conversation last year.\n", + "256 --- Sentence: Sam Darnold may go out and have a crazy Super Bowl.\n", + "257 --- Sentence: You know who had two phenomenal Super Bowls that nobody ever says is elite?\n", + "258 --- Sentence: Jalen Hurts.\n", + "259 --- Sentence: Jalen Hurts didn't just have a phenomenal Super Bowl and play well against the team.\n", + "260 --- Sentence: He had a phenomenal Super Bowl, outplayed the best player in the world, and we were still having conversations in the offseason if he was even top ten.\n", + "261 --- Sentence: He's been an all-pro.\n", + "262 --- Sentence: He was a second-team all-pro.\n", + "263 --- Sentence: He was a Super Bowl MVP, and still nobody has that conversation.\n", + "264 --- Sentence: We don't have to talk about a player being elite to respect him.\n", + "265 --- Sentence: I respect Sam Darnold.\n", + "266 --- Sentence: I know Sam Darnold is good enough to win with.\n", + "267 --- Sentence: I know Sam Darnold is going to show up every day and give you the best he possibly can.\n", + "268 --- Sentence: The deal, nothing y'all said was wrong, but it doesn't mean that it doesn't provoke a conversation.\n", + "269 --- Sentence: Obviously, you respect Sam Darnold, all right?\n", + "270 --- Sentence: You respect what he's done, et cetera.\n", + "271 --- Sentence: You get that part.\n", + "272 --- Sentence: Here's where it gets interesting.\n", + "273 --- Sentence: I'm going to challenge y'all as former football players to make up your mind, because when you brought up Jalen Hurts, Jalen Hurts has spent, even though we all respect him, and we know he's Super Bowl champion, Super Bowl MVP, two Super Bowls.\n", + "274 --- Sentence: He would have been the MVP if he'd be Kent City's first goal round, all this other stuff.\n", + "275 --- Sentence: There have been too many instances during the regular season when he didn't appear elite, when his numbers didn't appear elite, when his performance didn't appear elite, right?\n", + "276 --- Sentence: But we're looking at what he did in the Super Bowls, and we're like, he that do.\n", + "277 --- Sentence: Sam Donald's the opposite.\n", + "278 --- Sentence: The brother 28-4 over the last two seasons, 28-6 over the last two regular seasons.\n", + "279 --- Sentence: He performed very poorly in the season finale against Detroit last year.\n", + "280 --- Sentence: And then the playoff game when he was sacked nine times by the Rams last year.\n", + "281 --- Sentence: This year he comes out, plays lights out.\n", + "282 --- Sentence: They blow out San Francisco 41-6.\n", + "283 --- Sentence: NFC Championship game, he throws 346 starts.\n", + "284 --- Sentence: And if he wins the Super Bowl, that would be put on top of what he has done over the last two years.\n", + "285 --- Sentence: So as a pundit and a commentator who didn't play, I'm looking at pundits and commentators who did play.\n", + "286 --- Sentence: And I'm saying to y'all, I'm asking y'all, what's the standard when we're talking about elite?\n", + "287 --- Sentence: Because usually y'all would lean to a body of work that obviously includes the regular season.\n", + "288 --- Sentence: And now with Sam Darnold, we're not necessarily.\n", + "289 --- Sentence: Okay, well, here is all I'm going to say because I love that you used Jalen Hurts and you used Sam Darnold's record for his team in the last two years.\n", + "290 --- Sentence: Jalen Hurts in the last four, 11-6, 14-3, 11-6, 14-3, two Super Bowl appearances and phenomenal play.\n", + "291 --- Sentence: So if we are going to use him as the standard, we also have to look at regular season play and say that until week 16, we were questioning Sam Darnold still.\n", + "292 --- Sentence: We were having the conversation.\n", + "293 --- Sentence: But were we right to do it?\n", + "294 --- Sentence: Yes.\n", + "295 --- Sentence: No one already did it.\n", + "296 --- Sentence: Exactly.\n", + "297 --- Sentence: But I'm saying just because he goes on this run, and I hate being this person, and just because he goes on this run, we can't forget that he led the league in turnovers with 20.\n", + "298 --- Sentence: That's not elite level play.\n", + "299 --- Sentence: R.C., listen.\n", + "300 --- Sentence: What your damn eyes telling you?\n", + "301 --- Sentence: Like, that's why I said, like, some people have this definition of elite.\n", + "302 --- Sentence: I don't think Jalen Hurts is elite.\n", + "303 --- Sentence: I agree with that.\n", + "304 --- Sentence: I don't.\n", + "305 --- Sentence: I think he's a really good quarterback.\n", + "306 --- Sentence: And you can win Super Bowls and they can win MVPs with that.\n", + "307 --- Sentence: You're a body of work over a period of time that separates you from everybody else playing the position.\n", + "308 --- Sentence: Can we say that about Mahomes?\n", + "309 --- Sentence: Yes.\n", + "310 --- Sentence: Can we say that about Lamar Jackson?\n", + "311 --- Sentence: Yes.\n", + "312 --- Sentence: Can we say that about Josh Allen?\n", + "313 --- Sentence: Yes.\n", + "314 --- Sentence: Those are the elite guys.\n", + "315 --- Sentence: That's it.\n", + "316 --- Sentence: Right now in this iteration of the NFL.\n", + "317 --- Sentence: What about Stafford?\n", + "318 --- Sentence: Stafford is elite for longevity.\n", + "319 --- Sentence: I'm talking about guys that have these attributes that are different.\n", + "320 --- Sentence: The other three are generationally talented players.\n", + "321 --- Sentence: Yeah, but you have elite winners.\n", + "322 --- Sentence: You have Tom Brady, elite winner, not elite athlete.\n", + "323 --- Sentence: So it's your definition.\n", + "324 --- Sentence: The elitist.\n", + "325 --- Sentence: Right, right.\n", + "326 --- Sentence: Blake Cam, last word.\n", + "327 --- Sentence: Well, me and you, the quarterback.\n", + "328 --- Sentence: But when I say certain things, it just has a different kind of reaction to how people receive it.\n", + "329 --- Sentence: What I would say about Matthew Stafford, Matthew Stafford has always been elite.\n", + "330 --- Sentence: He just didn't have the winning resume to back that.\n", + "331 --- Sentence: Now, an MVP.\n", + "332 --- Sentence: Now, Super Bowl winner.\n", + "333 --- Sentence: Now, he's now propelled himself.\n", + "334 --- Sentence: He's elite.\n", + "335 --- Sentence: Matthew Stafford's elite quarterback.\n", + "336 --- Sentence: But not just elite.\n", + "337 --- Sentence: An all-time great that we have to start to consider.\n", + "338 --- Sentence: But he also had trouble with turning the ball over sometimes.\n", + "339 --- Sentence: I'm to be corrected.\n", + "340 --- Sentence: He's corrected on that.\n", + "341 --- Sentence: That's why I say longevity has created that for him.\n", + "342 --- Sentence: For sure.\n", + "343 --- Sentence: Because even when you look at Matthew Stafford, the one thing that sticks out is he's always had elite receivers too.\n", + "344 --- Sentence: He played with the greatest receiver in Megatron.\n", + "345 --- Sentence: He's had a Devontae Smith.\n", + "346 --- Sentence: I mean, Devontae Adams, Apuka Nakua, Cooper Cup.\n", + "347 --- Sentence: These guys have always been at his disposal.\n", + "348 --- Sentence: So at the same time, he still held his own with being able to distribute the football at a high level.\n", + "349 --- Sentence: What a great time it has been here in San Francisco.\n", + "350 --- Sentence: A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park.\n", + "351 --- Sentence: And Sam Fran, I got you.\n", + "352 --- Sentence: Cam, that thing look good coming out your hand, man.\n", + "353 --- Sentence: Oh my God, it's sniping.\n", + "354 --- Sentence: Uh-oh.\n", + "355 --- Sentence: It's sniping.\n", + "356 --- Sentence: Uh-oh.\n", + "357 --- Sentence: It's sniping.\n", + "358 --- Sentence: Uh-oh.\n", + "359 --- Sentence: We'll watch one more here.\n", + "360 --- Sentence: Look at Cam.\n", + "361 --- Sentence: Oh, almost hit the light.\n", + "362 --- Sentence: Didn't though.\n", + "363 --- Sentence: And the slide.\n", + "364 --- Sentence: All right, quick predictions.\n", + "365 --- Sentence: We only got 20 seconds.\n", + "366 --- Sentence: We'll go down the line.\n", + "367 --- Sentence: Who wins on Sunday, Marcus?\n", + "368 --- Sentence: I'm taking the Seattle Seahawks.\n", + "369 --- Sentence: I think they've been more consistent.\n", + "370 --- Sentence: Seattle.\n", + "371 --- Sentence: Seattle.\n", + "372 --- Sentence: 24-10.\n", + "373 --- Sentence: We got.\n", + "374 --- Sentence: Seattle Seahawks.\n", + "375 --- Sentence: Seattle.\n", + "376 --- Sentence: Damn.\n", + "377 --- Sentence: I will take the Patriots.\n", + "378 --- Sentence: Cardi B about to have a field day with us.\n", + "379 --- Sentence: I will take the Patriots.\n", + "380 --- Sentence: Cardi B about to go crazy over there.\n", + "381 --- Sentence: Thanks for being with us all week here in San Francisco.\n", + "382 --- Sentence: Let's make our official picks.\n", + "383 --- Sentence: We'll go around.\n", + "384 --- Sentence: Ty, we'll start with you.\n", + "385 --- Sentence: Seattle Seahawks, minus four and a half.\n", + "386 --- Sentence: Super Bowl Sunday.\n", + "387 --- Sentence: McDonald's, Sam Darnold.\n", + "388 --- Sentence: Sports Rage, Gabe Berenzi says the Seattle Seahawks win.\n", + "389 --- Sentence: 27-20.\n", + "390 --- Sentence: Cover, overhits as well.\n", + "391 --- Sentence: Do you see it the same as Sports Rage?\n", + "392 --- Sentence: And can you do this as Gabe Berenzi?\n", + "393 --- Sentence: Well, you know what I mean?\n", + "394 --- Sentence: I could probably try.\n", + "395 --- Sentence: I don't know if I'm going to be able to have the same type of juice.\n", + "396 --- Sentence: All week, coming into this game, I thought Seattle was going to beat the fuck out of me.\n", + "397 --- Sentence: But the closer we've gotten to this day, maybe it's because the rage is flowing through me.\n", + "398 --- Sentence: I can't believe I'm fucking saying this, but I like the Patriots 24-21.\n", + "399 --- Sentence: So I'm not to disagree with you.\n", + "400 --- Sentence: A lot of great stats.\n", + "401 --- Sentence: I know you're diving into it, obviously.\n", + "402 --- Sentence: But it's Drake May's time.\n" ] }, { "ename": "RateLimitError", - "evalue": "Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99969, Requested 222. Please try again in 2m45.024s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}", + "evalue": "Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99920, Requested 248. Please try again in 2m25.152s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}", "output_type": "error", "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mRateLimitError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[86]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m 6\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcleaned_transcript_idx\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m --- Sentence: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtext\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m model_name, model \u001b[38;5;129;01min\u001b[39;00m models.items():\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m raw_response, llm_label, llm_reasoning = \u001b[43mllm_classify_text\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mbase_prompt\u001b[49m\u001b[43m=\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[43mprompt_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mPROMPT_TYPE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel\u001b[49m\n\u001b[32m 14\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 16\u001b[39m result = (\n\u001b[32m 17\u001b[39m text,\n\u001b[32m 18\u001b[39m raw_response,\n\u001b[32m (...)\u001b[39m\u001b[32m 21\u001b[39m model_name\n\u001b[32m 22\u001b[39m )\n\u001b[32m 23\u001b[39m results.append(result)\n", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[11]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m 6\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcleaned_transcript_idx\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m --- Sentence: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtext\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m model_name, model \u001b[38;5;129;01min\u001b[39;00m models.items():\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m raw_response, llm_label, llm_reasoning = \u001b[43mllm_classify_text\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mbase_prompt\u001b[49m\u001b[43m=\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[43mprompt_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mPROMPT_TYPE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel\u001b[49m\n\u001b[32m 14\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 16\u001b[39m result = (\n\u001b[32m 17\u001b[39m text,\n\u001b[32m 18\u001b[39m raw_response,\n\u001b[32m (...)\u001b[39m\u001b[32m 21\u001b[39m model_name\n\u001b[32m 22\u001b[39m )\n\u001b[32m 23\u001b[39m results.append(result)\n", "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:873\u001b[39m, in \u001b[36mllm_classify_text\u001b[39m\u001b[34m(data, base_prompt, prompt_type, model)\u001b[39m\n\u001b[32m 870\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mUnknown prompt_type: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mprompt_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 872\u001b[39m input_prompt = model.user(prompt)\n\u001b[32m--> \u001b[39m\u001b[32m873\u001b[39m raw_text_llm_generation = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat_completion\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43minput_prompt\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 875\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 876\u001b[39m label, reasoning = parse_json_response(raw_text_llm_generation)\n", "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:266\u001b[39m, in \u001b[36mTextGenerationModelFactory.chat_completion\u001b[39m\u001b[34m(self, messages)\u001b[39m\n\u001b[32m 243\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mchat_completion\u001b[39m(\u001b[38;5;28mself\u001b[39m, messages: List[Dict]) -> \u001b[38;5;28mstr\u001b[39m:\n\u001b[32m 244\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Generate a chat completion response.\u001b[39;00m\n\u001b[32m 245\u001b[39m \u001b[33;03m \u001b[39;00m\n\u001b[32m 246\u001b[39m \u001b[33;03m Parameters:\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 263\u001b[39m \u001b[33;03m The generated chat completion response.\u001b[39;00m\n\u001b[32m 264\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m266\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 267\u001b[39m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 268\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 269\u001b[39m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 270\u001b[39m \u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 271\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 272\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m response.choices[\u001b[32m0\u001b[39m].message.content\n", "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\resources\\chat\\completions.py:355\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, exclude_domains, frequency_penalty, function_call, functions, include_domains, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, n, parallel_tool_calls, presence_penalty, reasoning_format, response_format, seed, service_tier, stop, store, stream, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 175\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 176\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 177\u001b[39m *,\n\u001b[32m (...)\u001b[39m\u001b[32m 221\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 222\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 223\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 224\u001b[39m \u001b[33;03m Creates a model response for the given chat conversation.\u001b[39;00m\n\u001b[32m 225\u001b[39m \n\u001b[32m (...)\u001b[39m\u001b[32m 353\u001b[39m \u001b[33;03m timeout: Override the client-level default timeout for this request, in seconds\u001b[39;00m\n\u001b[32m 354\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m355\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 356\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/openai/v1/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 357\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 358\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 359\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 360\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 361\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mexclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mexclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 362\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 363\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 364\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 365\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43minclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43minclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 366\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogit_bias\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m 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\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtools\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtools\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 384\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_logprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_logprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 385\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_p\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 386\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43muser\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 387\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 388\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 389\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 390\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 391\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 392\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 393\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 394\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 395\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 396\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1222\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1208\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1209\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1210\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1217\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1218\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1219\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1220\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1221\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1222\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n", "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1031\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1028\u001b[39m err.response.read()\n\u001b[32m 1030\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mRe-raising status error\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1031\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._make_status_error_from_response(err.response) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1033\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1035\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[33m\"\u001b[39m\u001b[33mcould not resolve response (should never happen)\u001b[39m\u001b[33m\"\u001b[39m\n", - "\u001b[31mRateLimitError\u001b[39m: Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99969, Requested 222. Please try again in 2m45.024s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}" + "\u001b[31mRateLimitError\u001b[39m: Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99920, Requested 248. Please try again in 2m25.152s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}" ] } ], @@ -1879,7 +1960,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 12, "id": "e4791205", "metadata": {}, "outputs": [ @@ -1913,48 +1994,48 @@ " \n", " \n", " \n", - " 651\n", - " Is that your prop?\n", + " 799\n", + " So I'm not to disagree with you.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 652\n", - " That's not my best bet, though.\n", + " 800\n", + " A lot of great stats.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 653\n", - " That's not my best bet, though.\n", + " 801\n", + " A lot of great stats.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 654\n", - " But you can give a prop.\n", + " 802\n", + " I know you're diving into it, obviously.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 655\n", - " But you can give a prop.\n", + " 803\n", + " I know you're diving into it, obviously.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 656\n", - " Well, there's a prop.\n", + " 804\n", + " But it's Drake May's time.\n", " {\"label\": 0}\n", " 0\n", " None\n", @@ -1965,24 +2046,24 @@ "" ], "text/plain": [ - " text raw_response llm_label llm_reasoning \\\n", - "651 Is that your prop? {\"label\": 0} 0 None \n", - "652 That's not my best bet, though. {\"label\": 0} 0 None \n", - "653 That's not my best bet, though. {\"label\": 0} 0 None \n", - "654 But you can give a prop. {\"label\": 0} 0 None \n", - "655 But you can give a prop. {\"label\": 0} 0 None \n", - "656 Well, there's a prop. {\"label\": 0} 0 None \n", + " text raw_response llm_label \\\n", + "799 So I'm not to disagree with you. {\"label\": 0} 0 \n", + "800 A lot of great stats. {\"label\": 0} 0 \n", + "801 A lot of great stats. {\"label\": 0} 0 \n", + "802 I know you're diving into it, obviously. {\"label\": 0} 0 \n", + "803 I know you're diving into it, obviously. {\"label\": 0} 0 \n", + "804 But it's Drake May's time. {\"label\": 0} 0 \n", "\n", - " llm_name \n", - "651 llama-3.3-70b-versatile \n", - "652 llama-3.1-8b-instant \n", - "653 llama-3.3-70b-versatile \n", - "654 llama-3.1-8b-instant \n", - "655 llama-3.3-70b-versatile \n", - "656 llama-3.1-8b-instant " + " llm_reasoning llm_name \n", + "799 None llama-3.3-70b-versatile \n", + "800 None llama-3.1-8b-instant \n", + "801 None llama-3.3-70b-versatile \n", + "802 None llama-3.1-8b-instant \n", + "803 None llama-3.3-70b-versatile \n", + "804 None llama-3.1-8b-instant " ] }, - "execution_count": 87, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -2013,7 +2094,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 13, "id": "115b0d23", "metadata": {}, "outputs": [ @@ -2046,31 +2127,31 @@ " \n", " \n", " 0\n", - " 21 years, he's getting very bold.\n", + " 24-10.\n", " 0.0\n", " 0.0\n", " \n", " \n", " 1\n", - " 29 carries in the second half against the Denver Broncos, that's awesome.\n", + " 27-20.\n", " 0.0\n", " 0.0\n", " \n", " \n", " 2\n", - " A little less bold.\n", + " A lot of great stats.\n", " 0.0\n", " 0.0\n", " \n", " \n", " 3\n", - " A week from this Sunday.\n", + " A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park.\n", " 0.0\n", " 0.0\n", " \n", " \n", " 4\n", - " Absolutely nothing.\n", + " Absolutely.\n", " 0.0\n", " 0.0\n", " \n", @@ -2081,53 +2162,53 @@ " ...\n", " \n", " \n", - " 312\n", - " came down to a field goal by Adam Vinatieri to win that Super Bowl.\n", + " 384\n", + " You're not in a position of, hey, why would you say it like that?\n", " 0.0\n", " 0.0\n", " \n", " \n", - " 313\n", - " like eight of the top ten are Seahawks?\n", - " 0.0\n", + " 385\n", + " You're staying.\n", " 0.0\n", + " 1.0\n", " \n", " \n", - " 314\n", - " the Pats go up 23 to 20.\n", + " 386\n", + " but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls.\n", " 0.0\n", " 0.0\n", " \n", " \n", - " 315\n", - " this way.\n", - " 0.0\n", + " 387\n", + " if we give more props next week.\n", + " 1.0\n", " 0.0\n", " \n", " \n", - " 316\n", - " with the way the game is supposed to be played with a big physical, good offensive line with dominant players.\n", + " 388\n", + " when I think things should be obvious that everybody else should.\n", " 0.0\n", " 0.0\n", " \n", " \n", "\n", - "

317 rows × 3 columns

\n", + "

389 rows × 3 columns

\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 21 years, he's getting very bold. \n", - "1 29 carries in the second half against the Denver Broncos, that's awesome. \n", - "2 A little less bold. \n", - "3 A week from this Sunday. \n", - "4 Absolutely nothing. \n", - ".. ... \n", - "312 came down to a field goal by Adam Vinatieri to win that Super Bowl. \n", - "313 like eight of the top ten are Seahawks? \n", - "314 the Pats go up 23 to 20. \n", - "315 this way. \n", - "316 with the way the game is supposed to be played with a big physical, good offensive line with dominant players. \n", + "llm_name Base Sentence \\\n", + "0 24-10. \n", + "1 27-20. \n", + "2 A lot of great stats. \n", + "3 A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park. \n", + "4 Absolutely. \n", + ".. ... \n", + "384 You're not in a position of, hey, why would you say it like that? \n", + "385 You're staying. \n", + "386 but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls. \n", + "387 if we give more props next week. \n", + "388 when I think things should be obvious that everybody else should. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile \n", "0 0.0 0.0 \n", @@ -2136,16 +2217,16 @@ "3 0.0 0.0 \n", "4 0.0 0.0 \n", ".. ... ... \n", - "312 0.0 0.0 \n", - "313 0.0 0.0 \n", - "314 0.0 0.0 \n", - "315 0.0 0.0 \n", - "316 0.0 0.0 \n", + "384 0.0 0.0 \n", + "385 0.0 1.0 \n", + "386 0.0 0.0 \n", + "387 1.0 0.0 \n", + "388 0.0 0.0 \n", "\n", - "[317 rows x 3 columns]" + "[389 rows x 3 columns]" ] }, - "execution_count": 88, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -2178,7 +2259,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 14, "id": "62e771bf", "metadata": {}, "outputs": [ @@ -2212,35 +2293,35 @@ " \n", " \n", " 0\n", - " 21 years, he's getting very bold.\n", + " 24-10.\n", " 0.0\n", " 0.0\n", " 0\n", " \n", " \n", " 1\n", - " 29 carries in the second half against the Denver Broncos, that's awesome.\n", + " 27-20.\n", " 0.0\n", " 0.0\n", " 0\n", " \n", " \n", " 2\n", - " A little less bold.\n", + " A lot of great stats.\n", " 0.0\n", " 0.0\n", " 0\n", " \n", " \n", " 3\n", - " A week from this Sunday.\n", + " A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park.\n", " 0.0\n", " 0.0\n", " 0\n", " \n", " \n", " 4\n", - " Absolutely nothing.\n", + " Absolutely.\n", " 0.0\n", " 0.0\n", " 0\n", @@ -2253,58 +2334,58 @@ " ...\n", " \n", " \n", - " 312\n", - " came down to a field goal by Adam Vinatieri to win that Super Bowl.\n", + " 384\n", + " You're not in a position of, hey, why would you say it like that?\n", " 0.0\n", " 0.0\n", " 0\n", " \n", " \n", - " 313\n", - " like eight of the top ten are Seahawks?\n", - " 0.0\n", + " 385\n", + " You're staying.\n", " 0.0\n", + " 1.0\n", " 0\n", " \n", " \n", - " 314\n", - " the Pats go up 23 to 20.\n", + " 386\n", + " but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls.\n", " 0.0\n", " 0.0\n", " 0\n", " \n", " \n", - " 315\n", - " this way.\n", - " 0.0\n", + " 387\n", + " if we give more props next week.\n", + " 1.0\n", " 0.0\n", " 0\n", " \n", " \n", - " 316\n", - " with the way the game is supposed to be played with a big physical, good offensive line with dominant players.\n", + " 388\n", + " when I think things should be obvious that everybody else should.\n", " 0.0\n", " 0.0\n", " 0\n", " \n", " \n", "\n", - "

317 rows × 4 columns

\n", + "

389 rows × 4 columns

\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 21 years, he's getting very bold. \n", - "1 29 carries in the second half against the Denver Broncos, that's awesome. \n", - "2 A little less bold. \n", - "3 A week from this Sunday. \n", - "4 Absolutely nothing. \n", - ".. ... \n", - "312 came down to a field goal by Adam Vinatieri to win that Super Bowl. \n", - "313 like eight of the top ten are Seahawks? \n", - "314 the Pats go up 23 to 20. \n", - "315 this way. \n", - "316 with the way the game is supposed to be played with a big physical, good offensive line with dominant players. \n", + "llm_name Base Sentence \\\n", + "0 24-10. \n", + "1 27-20. \n", + "2 A lot of great stats. \n", + "3 A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park. \n", + "4 Absolutely. \n", + ".. ... \n", + "384 You're not in a position of, hey, why would you say it like that? \n", + "385 You're staying. \n", + "386 but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls. \n", + "387 if we give more props next week. \n", + "388 when I think things should be obvious that everybody else should. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile Majority Vote Label \n", "0 0.0 0.0 0 \n", @@ -2313,16 +2394,16 @@ "3 0.0 0.0 0 \n", "4 0.0 0.0 0 \n", ".. ... ... ... \n", - "312 0.0 0.0 0 \n", - "313 0.0 0.0 0 \n", - "314 0.0 0.0 0 \n", - "315 0.0 0.0 0 \n", - "316 0.0 0.0 0 \n", + "384 0.0 0.0 0 \n", + "385 0.0 1.0 0 \n", + "386 0.0 0.0 0 \n", + "387 1.0 0.0 0 \n", + "388 0.0 0.0 0 \n", "\n", - "[317 rows x 4 columns]" + "[389 rows x 4 columns]" ] }, - "execution_count": 89, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -2340,7 +2421,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 15, "id": "d8153ff4", "metadata": {}, "outputs": [ @@ -2373,218 +2454,302 @@ " \n", " \n", " \n", - " 22\n", - " And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks.\n", + " 5\n", + " All right, quick predictions.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 25\n", - " And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going.\n", + " 6\n", + " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 29\n", - " And it's going to be a 24-10 victory for the Seattle Seahawks.\n", + " 16\n", + " And if he wins the Super Bowl, that would be put on top of what he has done over the last two years.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 32\n", - " And that's my prediction for Super Bowl 60 in advance.\n", + " 104\n", + " He's not going to pass Josh Allen.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 35\n", - " And the Blue Devils, assuming the Cooper flag is healthy, I think, are cutting down the in San Antonio.\n", + " 105\n", + " He's not going to pass Lamar Jackson based on a win in the Super Bowl.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 36\n", - " And the MVP is going to be?\n", + " 106\n", + " He's not going to pass Matthew Stafford.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 39\n", - " And their defense is going to do it.\n", + " 107\n", + " He's not going to pass Patrick Mahomes.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 42\n", - " And they are going to get the defensive stops, 24-10.\n", + " 112\n", + " Hunter Henry over 37 and a half receiving yards.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 45\n", - " And your Super Bowl MVP will be Demarcus Lawrence, baby.\n", + " 115\n", + " I can't believe I'm fucking saying this, but I like the Patriots 24-21.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 59\n", - " But this is going to come down to an Andy Borogalis game-winning field goal.\n", + " 125\n", + " I know Sam Darnold is going to show up every day and give you the best he possibly can.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 97\n", - " I also think that the Seattle Seahawks are to win this football game.\n", + " 138\n", + " I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 104\n", - " I give them maybe 23-20.\n", + " 140\n", + " I think we're both going to be right.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 107\n", - " I had Iowa State here, but because of the injury to Keyshawn Gilbert, I'll take the Spartans, everybody else, and I'll take Duke and Florida in the final.\n", + " 145\n", + " I will take the Patriots.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 125\n", - " I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.\n", + " 148\n", + " I'm going to catch him.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 126\n", - " I say it's going to be probably low in the 20s.\n", + " 151\n", + " I'm going to go Tank Lawrence half a sack.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 129\n", - " I think New England's defense will be the unit that wins or loses the game.\n", + " 152\n", + " I'm going to say six.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 132\n", - " I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one.\n", + " 153\n", + " I'm going to take the points with the Patriots.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 140\n", - " I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them.\n", + " 156\n", + " I'm sure you're going to give us a lot more picks coming up next week.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 141\n", - " I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done.\n", + " 157\n", + " I'm taking the Seattle Seahawks.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 144\n", - " If the Patriots win this, it'll be the longest streak of all time.\n", + " 162\n", + " If you watch the Seahawks, this guy's going to score.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 149\n", - " Is it going to be Drake Mack?\n", + " 167\n", + " It's going to be a hard sell.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 152\n", - " It is now time for us to predict Super Bowl 60.\n", + " 198\n", + " My best bet is JSN anytime touchdown.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 155\n", - " It's going to be crazy.\n", + " 226\n", + " Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 184\n", - " Obviously, Duke in the East, Houston in the Midwest, and then in my championship game, I have Houston, Auburn, and I have the Auburn Tigers.\n", + " 230\n", + " Sam Darnold may go out and have a crazy Super Bowl.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 185\n", - " Occasional upset aside, though, the analytics say advance all the one, two, and three seeds in your bracket.\n", + " 245\n", + " So maybe Sam Darnold is setting a new precedent for quarterbacks to be at the elite level, right?\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 208\n", - " So for Drake May, that's what it's going to be.\n", + " 247\n", + " So that's going to be a problem.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 216\n", - " So, who makes it to the Final Four this time around?\n", + " 248\n", + " So they're going to go one rushing touchdown and one passing touchdown from each team.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", " 251\n", - " They're going to get a little bit of here in the offense.\n", + " So, again, the overall accomplishment will pass all of those guys that haven't won one.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 253\n", + " Sports Rage, Gabe Berenzi says the Seattle Seahawks win.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 258\n", + " Sure, they'll count.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 270\n", + " That's what you're going to get.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 282\n", + " There will be a falconer.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 289\n", + " They blow out San Francisco 41-6.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 293\n", + " They're both going to get one.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 295\n", + " They're each going to get more than a half.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 252\n", - " They're going to get a little bit of there in special teams.\n", + " 297\n", + " They're going to find a way.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 272\n", - " Well, I tell you, I'm going to take Michigan State, the regular season champs in the Big Ten.\n", + " 301\n", + " This year he comes out, plays lights out.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 273\n", - " Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.\n", + " 302\n", + " Those are guys that are going to be in that elite conversation when it's all said and done that are currently playing.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 303\n", + " Those are our best bets for the final time.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 326\n", + " We'll give you a shot.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 331\n", + " We're going to be in on it.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 332\n", + " We're going to be out there.\n", + " 1.0\n", + " 1.0\n", + " 1\n", + " \n", + " \n", + " 371\n", + " You guys are going to be out there.\n", " 1.0\n", " 1.0\n", " 1\n", @@ -2594,74 +2759,98 @@ "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "22 And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks. \n", - "25 And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going. \n", - "29 And it's going to be a 24-10 victory for the Seattle Seahawks. \n", - "32 And that's my prediction for Super Bowl 60 in advance. \n", - "35 And the Blue Devils, assuming the Cooper flag is healthy, I think, are cutting down the in San Antonio. \n", - "36 And the MVP is going to be? \n", - "39 And their defense is going to do it. \n", - "42 And they are going to get the defensive stops, 24-10. \n", - "45 And your Super Bowl MVP will be Demarcus Lawrence, baby. \n", - "59 But this is going to come down to an Andy Borogalis game-winning field goal. \n", - "97 I also think that the Seattle Seahawks are to win this football game. \n", - "104 I give them maybe 23-20. \n", - "107 I had Iowa State here, but because of the injury to Keyshawn Gilbert, I'll take the Spartans, everybody else, and I'll take Duke and Florida in the final. \n", - "125 I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy. \n", - "126 I say it's going to be probably low in the 20s. \n", - "129 I think New England's defense will be the unit that wins or loses the game. \n", - "132 I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one. \n", - "140 I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them. \n", - "141 I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done. \n", - "144 If the Patriots win this, it'll be the longest streak of all time. \n", - "149 Is it going to be Drake Mack? \n", - "152 It is now time for us to predict Super Bowl 60. \n", - "155 It's going to be crazy. \n", - "184 Obviously, Duke in the East, Houston in the Midwest, and then in my championship game, I have Houston, Auburn, and I have the Auburn Tigers. \n", - "185 Occasional upset aside, though, the analytics say advance all the one, two, and three seeds in your bracket. \n", - "208 So for Drake May, that's what it's going to be. \n", - "216 So, who makes it to the Final Four this time around? \n", - "251 They're going to get a little bit of here in the offense. \n", - "252 They're going to get a little bit of there in special teams. \n", - "272 Well, I tell you, I'm going to take Michigan State, the regular season champs in the Big Ten. \n", - "273 Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover. \n", + "llm_name Base Sentence \\\n", + "5 All right, quick predictions. \n", + "6 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", + "16 And if he wins the Super Bowl, that would be put on top of what he has done over the last two years. \n", + "104 He's not going to pass Josh Allen. \n", + "105 He's not going to pass Lamar Jackson based on a win in the Super Bowl. \n", + "106 He's not going to pass Matthew Stafford. \n", + "107 He's not going to pass Patrick Mahomes. \n", + "112 Hunter Henry over 37 and a half receiving yards. \n", + "115 I can't believe I'm fucking saying this, but I like the Patriots 24-21. \n", + "125 I know Sam Darnold is going to show up every day and give you the best he possibly can. \n", + "138 I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football. \n", + "140 I think we're both going to be right. \n", + "145 I will take the Patriots. \n", + "148 I'm going to catch him. \n", + "151 I'm going to go Tank Lawrence half a sack. \n", + "152 I'm going to say six. \n", + "153 I'm going to take the points with the Patriots. \n", + "156 I'm sure you're going to give us a lot more picks coming up next week. \n", + "157 I'm taking the Seattle Seahawks. \n", + "162 If you watch the Seahawks, this guy's going to score. \n", + "167 It's going to be a hard sell. \n", + "198 My best bet is JSN anytime touchdown. \n", + "226 Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle. \n", + "230 Sam Darnold may go out and have a crazy Super Bowl. \n", + "245 So maybe Sam Darnold is setting a new precedent for quarterbacks to be at the elite level, right? \n", + "247 So that's going to be a problem. \n", + "248 So they're going to go one rushing touchdown and one passing touchdown from each team. \n", + "251 So, again, the overall accomplishment will pass all of those guys that haven't won one. \n", + "253 Sports Rage, Gabe Berenzi says the Seattle Seahawks win. \n", + "258 Sure, they'll count. \n", + "270 That's what you're going to get. \n", + "282 There will be a falconer. \n", + "289 They blow out San Francisco 41-6. \n", + "293 They're both going to get one. \n", + "295 They're each going to get more than a half. \n", + "297 They're going to find a way. \n", + "301 This year he comes out, plays lights out. \n", + "302 Those are guys that are going to be in that elite conversation when it's all said and done that are currently playing. \n", + "303 Those are our best bets for the final time. \n", + "326 We'll give you a shot. \n", + "331 We're going to be in on it. \n", + "332 We're going to be out there. \n", + "371 You guys are going to be out there. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile Majority Vote Label \n", - 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"252 1.0 1.0 1 \n", - "272 1.0 1.0 1 \n", - "273 1.0 1.0 1 " + "253 1.0 1.0 1 \n", + "258 1.0 1.0 1 \n", + "270 1.0 1.0 1 \n", + "282 1.0 1.0 1 \n", + "289 1.0 1.0 1 \n", + "293 1.0 1.0 1 \n", + "295 1.0 1.0 1 \n", + "297 1.0 1.0 1 \n", + "301 1.0 1.0 1 \n", + "302 1.0 1.0 1 \n", + "303 1.0 1.0 1 \n", + "326 1.0 1.0 1 \n", + "331 1.0 1.0 1 \n", + "332 1.0 1.0 1 \n", + "371 1.0 1.0 1 " ] }, - "execution_count": 90, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -2672,7 +2861,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "id": "080f76f7", "metadata": {}, "outputs": [ @@ -2680,14 +2869,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_1.csv\n" + "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_2.csv\n" ] } ], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", "save_data_path = os.path.join(base_data_path, \"yt\", \"majority_vote\", \"sports\")\n", - "DataProcessing.save_to_file(results_df, path=save_data_path, prefix='batch_1', save_file_type='csv', include_version=False)" + "DataProcessing.save_to_file(results_df, path=save_data_path, prefix='batch_3', save_file_type='csv', include_version=False)" ] }, { @@ -2701,7 +2890,7 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "predictions (3.11.14)", "language": "python", "name": "python3" }, From f18222b1fd85b706bd4b4396b968880679c36a70 Mon Sep 17 00:00:00 2001 From: Adriano Nogueira Date: Tue, 7 Apr 2026 16:33:54 -0400 Subject: [PATCH 3/9] Changes to extracting transcripts functions, adding whisper extract_with_whisper bol --- .../1-extract_transcripts.ipynb | 2390 +++-------------- .../2-label_text.ipynb | 1354 ++++------ 2 files changed, 950 insertions(+), 2794 deletions(-) diff --git a/prediction_acquition-youtube/1-extract_transcripts.ipynb b/prediction_acquition-youtube/1-extract_transcripts.ipynb index 3d2bbda..00e5906 100644 --- a/prediction_acquition-youtube/1-extract_transcripts.ipynb +++ b/prediction_acquition-youtube/1-extract_transcripts.ipynb @@ -10,14 +10,14 @@ "- **Tasks:**\n", " \n", " 1. Find any YouTube clip where predictions exists. For ex, [Immediate 2025 NCAA tournament Final Four and championship picks](https://youtu.be/-rjnvL9LL3U?si=QMFJYAQ8Q85lTNCD). Below, we include all the videos we extract data from.\n", - " 2. Use the [`youtube-transcript-api`](https://pypi.org/project/youtube-transcript-api/) to retrieve the transcript.\n", + " 2. Use the [`youtube-transcript-api`](https://pypi.org/project/youtube-transcript-api/) or [`whisper`](https://huggingface.co/openai/whisper-large) to retrieve the transcript.\n", " 3. Extract the transcript snippets.\n", " 4. Save the raw transcript snippets." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "59644191", "metadata": {}, "outputs": [], @@ -30,6 +30,12 @@ "from youtube_transcript_api import YouTubeTranscriptApi\n", "from youtube_transcript_api._errors import NoTranscriptFound\n", "\n", + "import yt_dlp\n", + "from transformers import pipeline\n", + "\n", + "from typing import Any, Mapping\n", + "import math\n", + "\n", "# Get the current working directory of the notebook\n", "notebook_dir = os.getcwd()\n", "# Add the parent directory to the system path\n", @@ -40,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "59d8e763", "metadata": {}, "outputs": [], @@ -61,13 +67,17 @@ "\n", "---\n", "\n", - "1. `YouTubeTranscriptApi()` to fetch the YT transcripts.\n", - "2. `extract_data()` to transform data into Pandas DataFrame." + "1. `YouTubeTranscriptApi()`: fetch the YT transcripts.\n", + "2. `extract_data()`: transform data into Pandas DataFrame.\n", + "3. `fetch_en_auto_transcript_snippets(ytt_api, video_id)`: lists available transcripts for the \"video_id\", selects **English (auto-generated)** when possible (\"language_code == \"en\" and \"is_generated == True\"), returns a list of \"FetchedTranscriptSnippet\" objects (each snippet has \"text\", \"start\", \"duration\").\n", + "4. `extract_data(snippets)`: converts the list of \"FetchedTranscriptSnippet\" objects into a Pandas DataFrame, output columns: \"Text\", \"Start Time\", \"Duration\" (and we add \"Video ID\" for consistency).\n", + "5. `download_audio(video_id, output_path=...)`: downloads the best available audio stream for that YouTube video (using \"yt-dlp\"), saves it to \"output_path\" (e.g. \".../{video_id}.webm\")\n", + "6. `whisper_result_to_dataframe(result, video_id)`: converts Whisper output (with timestamps) into a Pandas DataFrame, output columns: \"Text\", \"Start Time\", \"Duration\", \"Video ID\"." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "23340967", "metadata": {}, "outputs": [], @@ -77,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "9d26f862", "metadata": {}, "outputs": [], @@ -103,6 +113,172 @@ " return df" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e7c66e3", + "metadata": {}, + "outputs": [], + "source": [ + "def fetch_en_auto_transcript_snippets(ytt_api, video_id: str):\n", + " \n", + " tl = ytt_api.list(video_id)\n", + " \n", + " for t in tl:\n", + " if t.language == \"English (auto-generated)\" and t.language_code == \"en\" and t.is_generated:\n", + " return t.fetch()\n", + " \n", + " for t in tl:\n", + " if t.language_code == \"en\" and t.is_generated:\n", + " return t.fetch()\n", + " \n", + " raise NoTranscriptFound(video_id)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9be1a817", + "metadata": {}, + "outputs": [], + "source": [ + "def download_audio(video_id, output_path=\"audio.%(ext)s\"):\n", + " \"\"\"\n", + " Pass a YouTube VideoID and download the audio file.\n", + " \"\"\"\n", + " url = f\"https://www.youtube.com/watch?v={video_id}\"\n", + " \n", + " ydl_opts = {\n", + " 'format': 'bestaudio/best',\n", + " 'outtmpl': output_path,\n", + " 'quiet': True\n", + " }\n", + " \n", + " with yt_dlp.YoutubeDL(ydl_opts) as ydl:\n", + " ydl.download([url])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98d121d6", + "metadata": {}, + "outputs": [], + "source": [ + "def whisper_result_to_dataframe(result: Mapping[str, Any], video_id: str) -> pd.DataFrame:\n", + " \"\"\"\n", + " Converts the dict from pipeline Whisper into a DataFrame:\n", + " Text, Start Time, Duration, Video ID.\n", + " \"\"\"\n", + " rows = []\n", + " chunks = result.get(\"chunks\") or []\n", + " for chunk in chunks:\n", + " text = (chunk.get(\"text\") or \"\").strip()\n", + " ts = chunk.get(\"timestamp\")\n", + " if not text or ts is None:\n", + " continue\n", + " start_s = end_s = None\n", + " if isinstance(ts, (list, tuple)):\n", + " if len(ts) >= 2:\n", + " a, b = ts[0], ts[1]\n", + " \n", + " if a is not None and b is not None:\n", + " try:\n", + " start_s = float(a)\n", + " end_s = float(b)\n", + " except (TypeError, ValueError):\n", + " continue\n", + " \n", + " elif a is not None and b is None:\n", + " continue \n", + " elif len(ts) == 1 and ts[0] is not None:\n", + " try:\n", + " start_s = float(ts[0])\n", + " end_s = start_s \n", + " except (TypeError, ValueError):\n", + " continue\n", + " elif isinstance(ts, dict):\n", + " a = ts.get(\"start\")\n", + " b = ts.get(\"end\")\n", + " if a is None or b is None:\n", + " continue\n", + " try:\n", + " start_s = float(a)\n", + " end_s = float(b)\n", + " except (TypeError, ValueError):\n", + " continue\n", + " else:\n", + " continue\n", + " if start_s is None or end_s is None:\n", + " continue\n", + " if not math.isfinite(start_s) or not math.isfinite(end_s):\n", + " continue\n", + " duration = end_s - start_s\n", + " if duration < 0:\n", + " continue\n", + " rows.append({\n", + " \"Text\": text,\n", + " \"Start Time\": start_s,\n", + " \"Duration\": duration,\n", + " \"Video ID\": video_id,\n", + " })\n", + " return pd.DataFrame(rows)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8f8c542c", + "metadata": {}, + "outputs": [], + "source": [ + "def extract_transcript_df(\n", + " video_id: str,\n", + " *,\n", + " extract_with_whisper: bool = False,\n", + " ytt_api: YouTubeTranscriptApi | None = None,\n", + " whisper_pipe=None,\n", + " audio_dir: str | None = None,\n", + " audio_ext: str = \"webm\",\n", + " whisper_model: str = \"openai/whisper-large-v3\",\n", + ") -> pd.DataFrame:\n", + " \"\"\"\n", + " Unified transcript extractor.\n", + " - If extract_with_whisper=False:\n", + " uses YouTubeTranscriptApi + your English(auto-generated) filter\n", + " - If extract_with_whisper=True:\n", + " downloads audio and transcribes with Whisper pipeline\n", + " \"\"\"\n", + " if not extract_with_whisper:\n", + " if ytt_api is None:\n", + " ytt_api = YouTubeTranscriptApi()\n", + " \n", + " snippets = fetch_en_auto_transcript_snippets(ytt_api, video_id)\n", + " \n", + " df = extract_data(snippets)\n", + " \n", + " if \"Video ID\" not in df.columns:\n", + " df[\"Video ID\"] = video_id\n", + " return df[[\"Text\", \"Start Time\", \"Duration\", \"Video ID\"]]\n", + " \n", + " if audio_dir is None:\n", + " audio_dir = os.getcwd()\n", + " os.makedirs(audio_dir, exist_ok=True)\n", + " audio_path = os.path.join(audio_dir, f\"{video_id}.{audio_ext}\")\n", + " \n", + " download_audio(video_id, output_path=audio_path)\n", + " \n", + " if whisper_pipe is None:\n", + " whisper_pipe = pipeline(\n", + " \"automatic-speech-recognition\",\n", + " model=whisper_model,\n", + " return_timestamps=True,\n", + " )\n", + " result = whisper_pipe(audio_path)\n", + " \n", + " return whisper_result_to_dataframe(result, video_id)" + ] + }, { "cell_type": "markdown", "id": "65bd97ff", @@ -110,7 +286,7 @@ "source": [ "## Transcripts \n", "\n", - "| # | Title | Link | Video ID | Domain |\n", + "| # | Title | Link | Video ID | DOMAIN |\n", "|---|---|---|---|---|\n", "| 1 | Immediate 2025 NCAA tournament Final Four and championship picks | https://www.youtube.com/watch?v=-rjnvL9LL3U | -rjnvL9LL3U | SPORTS |\n", "| 2 | FULL PREVIEW & PICKS: Patriots vs. Seahawks Super Bowl LX 🏆 Who wins the Lombardi Trophy? \\| NFL Live | https://www.youtube.com/watch?v=ZZN7BAYeOtc | ZZN7BAYeOtc | SPORTS |\n", @@ -121,1242 +297,135 @@ "| 7 | Super Bowl LX On-Site Preview: Picks, Predictions, Everything you need to know for Patriots-Seahawks | https://www.youtube.com/watch?v=Z0xP3GNpjkw | Z0xP3GNpjkw | SPORTS |\n", "| 8 | Predicting the UEFA Champions League TO THE FINAL | https://www.youtube.com/watch?v=AoE8KFAXHSc | AoE8KFAXHSc | SPORTS |\n", "| 9 | Insane Tennis Predictions For 2026 | https://www.youtube.com/watch?v=jCe-bY1nP7o | jCe-bY1nP7o | SPORTS |\n", - "| 10 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", - "| 11 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", - "| 12 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", - "| 13 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", - "| 14 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", - "| 15 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", - "| 16 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", - "| 17 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", - "| 18 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", - "| 19 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", - "| 20 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", - "| 21 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", - "| 22 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" + "| 10 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", + "| 11 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", + "| 12 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", + "| 13 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", + "| 14 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", + "| 15 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", + "| 16 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", + "| 17 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", + "| 18 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", + "| 19 | 2026 HOUSE Prediction Map Based on NEW POLLS! | https://www.youtube.com/watch?v=DEhAFSPp6lQ | DEhAFSPp6lQ | POLITICAL |\n", + "| 20 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", + "| 21 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", + "| 22 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", + "| 23 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" ] }, { - "cell_type": "code", - "execution_count": 23, - "id": "85c3ba43", + "cell_type": "markdown", + "id": "249fe832", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[FetchedTranscriptSnippet(text='.', start=0.283, duration=1.248),\n", - " FetchedTranscriptSnippet(text='THAT WILL BE A MONSTER GAME.', start=0.383, duration=5.879),\n", - " FetchedTranscriptSnippet(text=\">> LET'S HOPE EVERYBODY -- HELP\", start=3.23, duration=8.195),\n", - " FetchedTranscriptSnippet(text='EVERYBODY OUT MORE.', start=6.295, duration=9.744),\n", - " FetchedTranscriptSnippet(text='THE 16 SEED HAS ONE TWO OF 24', start=11.458, duration=6.346),\n", - " FetchedTranscriptSnippet(text='MEETINGS.', start=16.072, duration=4.864),\n", - " FetchedTranscriptSnippet(text='ANALYTICS SAY ALL THE TOP THREE', start=17.837, duration=6.963)]" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "video_id = \"-rjnvL9LL3U\"\n", - "transcript_snippets = ytt_api.fetch(video_id)\n", - "transcript_snippets[:7]" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "c6c513f8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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TextStart TimeDuration
0.0.2831.248
1THAT WILL BE A MONSTER GAME.0.3835.879
2>> LET'S HOPE EVERYBODY -- HELP3.2308.195
3EVERYBODY OUT MORE.6.2959.744
4THE 16 SEED HAS ONE TWO OF 2411.4586.346
5MEETINGS.16.0724.864
6ANALYTICS SAY ALL THE TOP THREE17.8376.963
7SEEDS WILL ADVANCE.20.9696.129
8THE NINE SEED HAS WON TWO THIRDS24.8334.197
9OF THE GAMES AGAINST THE EIGHT27.1312.566
10SEED.29.0633.481
11YOU ALL HAD UCONN WINNING IT31.5953.348
12LAST YEAR.32.5775.264
13WHO MAKES IT TO THE FINAL FOUR?34.9763.464
14AND WHO CUTS DOWN THE NETS?37.8745.396
15CLARK: I GET TO CHOOSE FIRST?38.4746.495
16I WILL TAKE MICHIGAN STATE.43.3044.963
17FLORIDA IS THE MOST COMPLETE47.1684.581
18TEAM IN THE FIELD.48.3004.515
19CLEMSON IS MY DARK HORSE.51.7823.098
20THEY ARE RUGGED.52.8483.131
21THEY ALMOST GOT TO THE FINAL54.9132.499
22FOUR LAST YEAR.56.0123.798
23AND THEN WE HAVE DUKE.57.4454.763
24I AM TAKING CLEMSON IN SAN59.8436.978
25ANTONIO.62.2416.979
26I AM GOING WITH THE GATORS AS MY66.8552.598
27CHAMP.69.2533.997
28>> YOU ARE GETTING REALLY BOLD.70.8854.631
29I AM A LITTLE LESS BOLD.73.2844.397
30I HAD IOWA STATE HERE BUT77.1482.698
31BECAUSE OF THE INJURY TO GILBERT77.7144.430
32I WILL TAKE THE SPARTANS.79.8794.581
33I WILL TAKE DUKE AND FLORIDA IN82.5612.798
34THE FINAL AND THE BLUE DEVILS,84.4933.731
35ASSUMING THAT COOPER FLAGG IS85.3933.431
36HEALTHY, THEY ARE CUTTING DOWN88.2580.865
37THE NETS.88.8573.697
38>> HERE WE GO.90.7892.532
39I LIKE AUBURN COMING OUT OF THE92.7212.632
40SOUTH.93.3542.965
41I LIKE ST. JOHN LEADING OUT OF95.7192.765
42THE WEST.96.3523.714
43DUKE IN THE EAST, HOUSTON IN THE98.5173.814
44MIDWEST.100.0993.431
45IN MY CHAMPIONSHIP GAME, I HAVE102.7312.964
46HOUSTON AND AUBURN AND I HAVE103.5634.664
47THE AUBURN TIGERS FINISHING THE105.7293.031
48SEASON AS NATIONAL CHAMPS.108.2603.132
49ADAM: I THOUGHT HE WOULD GO BIG108.7932.932
50EAST.111.4253.264
51>> THREE DIFFERENT CHAMPS FOR112.9571.899
52US.114.7233.015
53ADAM: THE BIG EAST HAVE FIVE IN114.8895.514
54THE TOURNAMENT FOR US.117.7713.065
55YOU MIXED IT UP.120.4363.597
56>> HE LEARNED NOT TO GO WITH MY120.8693.331
57PICK.124.0671.415
58CLARK: YOU GUY124.3001.182
\n", - "
" - ], - "text/plain": [ - " Text Start Time Duration\n", - "0 . 0.283 1.248\n", - "1 THAT WILL BE A MONSTER GAME. 0.383 5.879\n", - "2 >> LET'S HOPE EVERYBODY -- HELP 3.230 8.195\n", - "3 EVERYBODY OUT MORE. 6.295 9.744\n", - "4 THE 16 SEED HAS ONE TWO OF 24 11.458 6.346\n", - "5 MEETINGS. 16.072 4.864\n", - "6 ANALYTICS SAY ALL THE TOP THREE 17.837 6.963\n", - "7 SEEDS WILL ADVANCE. 20.969 6.129\n", - "8 THE NINE SEED HAS WON TWO THIRDS 24.833 4.197\n", - "9 OF THE GAMES AGAINST THE EIGHT 27.131 2.566\n", - "10 SEED. 29.063 3.481\n", - "11 YOU ALL HAD UCONN WINNING IT 31.595 3.348\n", - "12 LAST YEAR. 32.577 5.264\n", - "13 WHO MAKES IT TO THE FINAL FOUR? 34.976 3.464\n", - "14 AND WHO CUTS DOWN THE NETS? 37.874 5.396\n", - "15 CLARK: I GET TO CHOOSE FIRST? 38.474 6.495\n", - "16 I WILL TAKE MICHIGAN STATE. 43.304 4.963\n", - "17 FLORIDA IS THE MOST COMPLETE 47.168 4.581\n", - "18 TEAM IN THE FIELD. 48.300 4.515\n", - "19 CLEMSON IS MY DARK HORSE. 51.782 3.098\n", - "20 THEY ARE RUGGED. 52.848 3.131\n", - "21 THEY ALMOST GOT TO THE FINAL 54.913 2.499\n", - "22 FOUR LAST YEAR. 56.012 3.798\n", - "23 AND THEN WE HAVE DUKE. 57.445 4.763\n", - "24 I AM TAKING CLEMSON IN SAN 59.843 6.978\n", - "25 ANTONIO. 62.241 6.979\n", - "26 I AM GOING WITH THE GATORS AS MY 66.855 2.598\n", - "27 CHAMP. 69.253 3.997\n", - "28 >> YOU ARE GETTING REALLY BOLD. 70.885 4.631\n", - "29 I AM A LITTLE LESS BOLD. 73.284 4.397\n", - "30 I HAD IOWA STATE HERE BUT 77.148 2.698\n", - "31 BECAUSE OF THE INJURY TO GILBERT 77.714 4.430\n", - "32 I WILL TAKE THE SPARTANS. 79.879 4.581\n", - "33 I WILL TAKE DUKE AND FLORIDA IN 82.561 2.798\n", - "34 THE FINAL AND THE BLUE DEVILS, 84.493 3.731\n", - "35 ASSUMING THAT COOPER FLAGG IS 85.393 3.431\n", - "36 HEALTHY, THEY ARE CUTTING DOWN 88.258 0.865\n", - "37 THE NETS. 88.857 3.697\n", - "38 >> HERE WE GO. 90.789 2.532\n", - "39 I LIKE AUBURN COMING OUT OF THE 92.721 2.632\n", - "40 SOUTH. 93.354 2.965\n", - "41 I LIKE ST. JOHN LEADING OUT OF 95.719 2.765\n", - "42 THE WEST. 96.352 3.714\n", - "43 DUKE IN THE EAST, HOUSTON IN THE 98.517 3.814\n", - "44 MIDWEST. 100.099 3.431\n", - "45 IN MY CHAMPIONSHIP GAME, I HAVE 102.731 2.964\n", - "46 HOUSTON AND AUBURN AND I HAVE 103.563 4.664\n", - "47 THE AUBURN TIGERS FINISHING THE 105.729 3.031\n", - "48 SEASON AS NATIONAL CHAMPS. 108.260 3.132\n", - "49 ADAM: I THOUGHT HE WOULD GO BIG 108.793 2.932\n", - "50 EAST. 111.425 3.264\n", - "51 >> THREE DIFFERENT CHAMPS FOR 112.957 1.899\n", - "52 US. 114.723 3.015\n", - "53 ADAM: THE BIG EAST HAVE FIVE IN 114.889 5.514\n", - "54 THE TOURNAMENT FOR US. 117.771 3.065\n", - "55 YOU MIXED IT UP. 120.436 3.597\n", - "56 >> HE LEARNED NOT TO GO WITH MY 120.869 3.331\n", - "57 PICK. 124.067 1.415\n", - "58 CLARK: YOU GUY 124.300 1.182" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "snippets_df = extract_data(transcript_snippets)\n", - "snippets_df" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "808123fc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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TextStart TimeDurationVideo ID
0.0.2831.248-rjnvL9LL3U
1THAT WILL BE A MONSTER GAME.0.3835.879-rjnvL9LL3U
2>> LET'S HOPE EVERYBODY -- HELP3.2308.195-rjnvL9LL3U
3EVERYBODY OUT MORE.6.2959.744-rjnvL9LL3U
4THE 16 SEED HAS ONE TWO OF 2411.4586.346-rjnvL9LL3U
5MEETINGS.16.0724.864-rjnvL9LL3U
6ANALYTICS SAY ALL THE TOP THREE17.8376.963-rjnvL9LL3U
7SEEDS WILL ADVANCE.20.9696.129-rjnvL9LL3U
8THE NINE SEED HAS WON TWO THIRDS24.8334.197-rjnvL9LL3U
9OF THE GAMES AGAINST THE EIGHT27.1312.566-rjnvL9LL3U
10SEED.29.0633.481-rjnvL9LL3U
11YOU ALL HAD UCONN WINNING IT31.5953.348-rjnvL9LL3U
12LAST YEAR.32.5775.264-rjnvL9LL3U
13WHO MAKES IT TO THE FINAL FOUR?34.9763.464-rjnvL9LL3U
14AND WHO CUTS DOWN THE NETS?37.8745.396-rjnvL9LL3U
15CLARK: I GET TO CHOOSE FIRST?38.4746.495-rjnvL9LL3U
16I WILL TAKE MICHIGAN STATE.43.3044.963-rjnvL9LL3U
17FLORIDA IS THE MOST COMPLETE47.1684.581-rjnvL9LL3U
18TEAM IN THE FIELD.48.3004.515-rjnvL9LL3U
19CLEMSON IS MY DARK HORSE.51.7823.098-rjnvL9LL3U
20THEY ARE RUGGED.52.8483.131-rjnvL9LL3U
21THEY ALMOST GOT TO THE FINAL54.9132.499-rjnvL9LL3U
22FOUR LAST YEAR.56.0123.798-rjnvL9LL3U
23AND THEN WE HAVE DUKE.57.4454.763-rjnvL9LL3U
24I AM TAKING CLEMSON IN SAN59.8436.978-rjnvL9LL3U
25ANTONIO.62.2416.979-rjnvL9LL3U
26I AM GOING WITH THE GATORS AS MY66.8552.598-rjnvL9LL3U
27CHAMP.69.2533.997-rjnvL9LL3U
28>> YOU ARE GETTING REALLY BOLD.70.8854.631-rjnvL9LL3U
29I AM A LITTLE LESS BOLD.73.2844.397-rjnvL9LL3U
30I HAD IOWA STATE HERE BUT77.1482.698-rjnvL9LL3U
31BECAUSE OF THE INJURY TO GILBERT77.7144.430-rjnvL9LL3U
32I WILL TAKE THE SPARTANS.79.8794.581-rjnvL9LL3U
33I WILL TAKE DUKE AND FLORIDA IN82.5612.798-rjnvL9LL3U
34THE FINAL AND THE BLUE DEVILS,84.4933.731-rjnvL9LL3U
35ASSUMING THAT COOPER FLAGG IS85.3933.431-rjnvL9LL3U
36HEALTHY, THEY ARE CUTTING DOWN88.2580.865-rjnvL9LL3U
37THE NETS.88.8573.697-rjnvL9LL3U
38>> HERE WE GO.90.7892.532-rjnvL9LL3U
39I LIKE AUBURN COMING OUT OF THE92.7212.632-rjnvL9LL3U
40SOUTH.93.3542.965-rjnvL9LL3U
41I LIKE ST. JOHN LEADING OUT OF95.7192.765-rjnvL9LL3U
42THE WEST.96.3523.714-rjnvL9LL3U
43DUKE IN THE EAST, HOUSTON IN THE98.5173.814-rjnvL9LL3U
44MIDWEST.100.0993.431-rjnvL9LL3U
45IN MY CHAMPIONSHIP GAME, I HAVE102.7312.964-rjnvL9LL3U
46HOUSTON AND AUBURN AND I HAVE103.5634.664-rjnvL9LL3U
47THE AUBURN TIGERS FINISHING THE105.7293.031-rjnvL9LL3U
48SEASON AS NATIONAL CHAMPS.108.2603.132-rjnvL9LL3U
49ADAM: I THOUGHT HE WOULD GO BIG108.7932.932-rjnvL9LL3U
50EAST.111.4253.264-rjnvL9LL3U
51>> THREE DIFFERENT CHAMPS FOR112.9571.899-rjnvL9LL3U
52US.114.7233.015-rjnvL9LL3U
53ADAM: THE BIG EAST HAVE FIVE IN114.8895.514-rjnvL9LL3U
54THE TOURNAMENT FOR US.117.7713.065-rjnvL9LL3U
55YOU MIXED IT UP.120.4363.597-rjnvL9LL3U
56>> HE LEARNED NOT TO GO WITH MY120.8693.331-rjnvL9LL3U
57PICK.124.0671.415-rjnvL9LL3U
58CLARK: YOU GUY124.3001.182-rjnvL9LL3U
\n", - "
" - ], - "text/plain": [ - " Text Start Time Duration Video ID\n", - "0 . 0.283 1.248 -rjnvL9LL3U\n", - "1 THAT WILL BE A MONSTER GAME. 0.383 5.879 -rjnvL9LL3U\n", - "2 >> LET'S HOPE EVERYBODY -- HELP 3.230 8.195 -rjnvL9LL3U\n", - "3 EVERYBODY OUT MORE. 6.295 9.744 -rjnvL9LL3U\n", - "4 THE 16 SEED HAS ONE TWO OF 24 11.458 6.346 -rjnvL9LL3U\n", - "5 MEETINGS. 16.072 4.864 -rjnvL9LL3U\n", - "6 ANALYTICS SAY ALL THE TOP THREE 17.837 6.963 -rjnvL9LL3U\n", - "7 SEEDS WILL ADVANCE. 20.969 6.129 -rjnvL9LL3U\n", - "8 THE NINE SEED HAS WON TWO THIRDS 24.833 4.197 -rjnvL9LL3U\n", - "9 OF THE GAMES AGAINST THE EIGHT 27.131 2.566 -rjnvL9LL3U\n", - "10 SEED. 29.063 3.481 -rjnvL9LL3U\n", - "11 YOU ALL HAD UCONN WINNING IT 31.595 3.348 -rjnvL9LL3U\n", - "12 LAST YEAR. 32.577 5.264 -rjnvL9LL3U\n", - "13 WHO MAKES IT TO THE FINAL FOUR? 34.976 3.464 -rjnvL9LL3U\n", - "14 AND WHO CUTS DOWN THE NETS? 37.874 5.396 -rjnvL9LL3U\n", - "15 CLARK: I GET TO CHOOSE FIRST? 38.474 6.495 -rjnvL9LL3U\n", - "16 I WILL TAKE MICHIGAN STATE. 43.304 4.963 -rjnvL9LL3U\n", - "17 FLORIDA IS THE MOST COMPLETE 47.168 4.581 -rjnvL9LL3U\n", - "18 TEAM IN THE FIELD. 48.300 4.515 -rjnvL9LL3U\n", - "19 CLEMSON IS MY DARK HORSE. 51.782 3.098 -rjnvL9LL3U\n", - "20 THEY ARE RUGGED. 52.848 3.131 -rjnvL9LL3U\n", - "21 THEY ALMOST GOT TO THE FINAL 54.913 2.499 -rjnvL9LL3U\n", - "22 FOUR LAST YEAR. 56.012 3.798 -rjnvL9LL3U\n", - "23 AND THEN WE HAVE DUKE. 57.445 4.763 -rjnvL9LL3U\n", - "24 I AM TAKING CLEMSON IN SAN 59.843 6.978 -rjnvL9LL3U\n", - "25 ANTONIO. 62.241 6.979 -rjnvL9LL3U\n", - "26 I AM GOING WITH THE GATORS AS MY 66.855 2.598 -rjnvL9LL3U\n", - "27 CHAMP. 69.253 3.997 -rjnvL9LL3U\n", - "28 >> YOU ARE GETTING REALLY BOLD. 70.885 4.631 -rjnvL9LL3U\n", - "29 I AM A LITTLE LESS BOLD. 73.284 4.397 -rjnvL9LL3U\n", - "30 I HAD IOWA STATE HERE BUT 77.148 2.698 -rjnvL9LL3U\n", - "31 BECAUSE OF THE INJURY TO GILBERT 77.714 4.430 -rjnvL9LL3U\n", - "32 I WILL TAKE THE SPARTANS. 79.879 4.581 -rjnvL9LL3U\n", - "33 I WILL TAKE DUKE AND FLORIDA IN 82.561 2.798 -rjnvL9LL3U\n", - "34 THE FINAL AND THE BLUE DEVILS, 84.493 3.731 -rjnvL9LL3U\n", - "35 ASSUMING THAT COOPER FLAGG IS 85.393 3.431 -rjnvL9LL3U\n", - "36 HEALTHY, THEY ARE CUTTING DOWN 88.258 0.865 -rjnvL9LL3U\n", - "37 THE NETS. 88.857 3.697 -rjnvL9LL3U\n", - "38 >> HERE WE GO. 90.789 2.532 -rjnvL9LL3U\n", - "39 I LIKE AUBURN COMING OUT OF THE 92.721 2.632 -rjnvL9LL3U\n", - "40 SOUTH. 93.354 2.965 -rjnvL9LL3U\n", - "41 I LIKE ST. JOHN LEADING OUT OF 95.719 2.765 -rjnvL9LL3U\n", - "42 THE WEST. 96.352 3.714 -rjnvL9LL3U\n", - "43 DUKE IN THE EAST, HOUSTON IN THE 98.517 3.814 -rjnvL9LL3U\n", - "44 MIDWEST. 100.099 3.431 -rjnvL9LL3U\n", - "45 IN MY CHAMPIONSHIP GAME, I HAVE 102.731 2.964 -rjnvL9LL3U\n", - "46 HOUSTON AND AUBURN AND I HAVE 103.563 4.664 -rjnvL9LL3U\n", - "47 THE AUBURN TIGERS FINISHING THE 105.729 3.031 -rjnvL9LL3U\n", - "48 SEASON AS NATIONAL CHAMPS. 108.260 3.132 -rjnvL9LL3U\n", - "49 ADAM: I THOUGHT HE WOULD GO BIG 108.793 2.932 -rjnvL9LL3U\n", - "50 EAST. 111.425 3.264 -rjnvL9LL3U\n", - "51 >> THREE DIFFERENT CHAMPS FOR 112.957 1.899 -rjnvL9LL3U\n", - "52 US. 114.723 3.015 -rjnvL9LL3U\n", - "53 ADAM: THE BIG EAST HAVE FIVE IN 114.889 5.514 -rjnvL9LL3U\n", - "54 THE TOURNAMENT FOR US. 117.771 3.065 -rjnvL9LL3U\n", - "55 YOU MIXED IT UP. 120.436 3.597 -rjnvL9LL3U\n", - "56 >> HE LEARNED NOT TO GO WITH MY 120.869 3.331 -rjnvL9LL3U\n", - "57 PICK. 124.067 1.415 -rjnvL9LL3U\n", - "58 CLARK: YOU GUY 124.300 1.182 -rjnvL9LL3U" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "snippets_df['Video ID'] = video_id\n", - "snippets_df" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "f96ac4f5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Saving CSV file to: /Users/detraviousjamaribrinkley/Documents/Development/research_labs/uf_ds/predictions/prediction_acquition-youtube/../data/yt/raw_transcripts/-rjnvL9LL3U.csv\n" - ] - } - ], - "source": [ - "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", - "save_data_path = os.path.join(base_data_path, \"yt\", \"raw_transcripts\")\n", - "DataProcessing.save_to_file(snippets_df, path=save_data_path, prefix=f'{video_id}', save_file_type='csv', include_version=False)" - ] - }, - { - "cell_type": "markdown", - "id": "1de284e0", - "metadata": {}, - "source": [ - "## Filtering English Auto Generated Transcripts" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "841b2680", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'id': '-rjnvL9LL3U', 'language': 'English - DTVCC1', 'language_code': 'en', 'is_generated': False}\n", - "{'id': '-rjnvL9LL3U', 'language': 'English (auto-generated)', 'language_code': 'en', 'is_generated': True}\n", - "{'id': 'ZZN7BAYeOtc', 'language': 'English (auto-generated)', 'language_code': 'en', 'is_generated': True}\n", - "{'id': 'mBK8o5orBbE', 'language': 'English (auto-generated)', 'language_code': 'en', 'is_generated': True}\n", - "{'id': 'Z0xP3GNpjkw', 'language': 'English - DTVCC1', 'language_code': 'en', 'is_generated': False}\n", - "{'id': 'Z0xP3GNpjkw', 'language': 'Scots - CC1', 'language_code': 'sco', 'is_generated': False}\n", - "{'id': 'Z0xP3GNpjkw', 'language': 'English (auto-generated)', 'language_code': 'en', 'is_generated': True}\n" - ] - } - ], - "source": [ - "video_ids = [\"-rjnvL9LL3U\", \"ZZN7BAYeOtc\", \"mBK8o5orBbE\", \"Z0xP3GNpjkw\"]\n", - "\n", - "results = {}\n", - "\n", - "for vid in video_ids:\n", - " transcript_list = ytt_api.list(vid)\n", - " for transcript in transcript_list :\n", - " print({\n", - " \"id\": vid,\n", - " \"language\": transcript.language,\n", - " \"language_code\": transcript.language_code,\n", - " \"is_generated\": transcript.is_generated})" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "0020cd6e", - "metadata": {}, - "outputs": [], - "source": [ - "def fetch_en_auto_transcript_snippets(ytt_api, video_id: str):\n", - " \n", - " tl = ytt_api.list(video_id)\n", - " \n", - " for t in tl:\n", - " if t.language == \"English (auto-generated)\" and t.language_code == \"en\" and t.is_generated:\n", - " return t.fetch()\n", - " \n", - " for t in tl:\n", - " if t.language_code == \"en\" and t.is_generated:\n", - " return t.fetch()\n", - " \n", - " raise NoTranscriptFound(video_id)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "de9c1d7b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[FetchedTranscriptSnippet(text='Welcome to CBS Sports HQ presented by', start=2.24, duration=4.639),\n", - " FetchedTranscriptSnippet(text='Hines. It has to be Hines and this has', start=4.48, duration=3.6),\n", - " FetchedTranscriptSnippet(text=\"to be a good show because it's a Friday\", start=6.879, duration=2.961),\n", - " FetchedTranscriptSnippet(text=\"of Super Bowl week. I'm Jenny Dell. The\", start=8.08, duration=3.679),\n", - " FetchedTranscriptSnippet(text='Super Bowl, the day after tomorrow. We', start=9.84, duration=3.759),\n", - " FetchedTranscriptSnippet(text=\"are almost there. We've made it. Let's\", start=11.759, duration=3.04),\n", - " FetchedTranscriptSnippet(text='get through this Friday afternoon', start=13.599, duration=3.431)]" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "video_id = \"Z0xP3GNpjkw\" #-rjnvL9LL3U ZZN7BAYeOtc mBK8o5orBbE LXPQrZV4Cfw fUmJAtFEGn8 MTVAkVkkaz4 Z0xP3GNpjkw\n", - "transcript_snippets = fetch_en_auto_transcript_snippets(ytt_api, video_id)\n", - "transcript_snippets[:7]" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "bd62f5a2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " Text Start Time Duration\n", - "0 Welcome to CBS Sports HQ presented by 2.240 4.639\n", - "1 Hines. It has to be Hines and this has 4.480 3.600\n", - "2 to be a good show because it's a Friday 6.879 2.961\n", - "3 of Super Bowl week. I'm Jenny Dell. The 8.080 3.679\n", - "4 Super Bowl, the day after tomorrow. We 9.840 3.759" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "## Extracting Transcriptions" + ] + }, + { + "cell_type": "markdown", + "id": "5231c785", + "metadata": {}, + "source": [ + "There are **two ways** to obtain a transcript for a YouTube video:\n", + "\n", + "- **YouTube transcripts (fast, no download)**: uses `YouTubeTranscriptApi()` to fetch captions that already exist on YouTube. In this notebook, we prioritize **English auto-generated** captions when available.\n", + "\n", + "- **Whisper transcripts (slower, download required)**: downloads the video audio and transcribes it locally using a Whisper model via the Hugging Face `pipeline(...)`.\n", + "\n", + "To make this easy to use, we wrap both approaches in a single function: `extract_transcript_df(...)`.\n", + "\n", + "---\n", + "\n", + "**Option A — Do NOT use Whisper**\n", + "\n", + "Use this when you want the fastest approach, the video has English auto-generated captions availabl and you do not have enough memory available.\n", + "\n", + "```python\n", + "df = extract_transcript_df(\"Z0xP3GNpjkw\", extract_with_whisper=False)\n", + "df.head()\n", + "```\n", + "\n", + "**Option B — Use Whisper (download + transcribe)**\n", + "\n", + "Use this when the video has no captions / captions are disabled, or\n", + "you want transcripts that don’t depend on YouTube caption (more reliable)\n", + "\n", + "```python\n", + "from transformers import pipeline\n", + "pipe = pipeline(\n", + " \"automatic-speech-recognition\",\n", + " model=\"openai/whisper-large-v3\",\n", + " return_timestamps=True\n", + ")\n", + "df = extract_transcript_df(\n", + " \"Z0xP3GNpjkw\",\n", + " extract_with_whisper=True,\n", + " whisper_pipe=pipe,\n", + " audio_dir=save_data_path\n", + ")\n", + "df.head()\n", + "```\n", + "\n", + "---\n", + "Computational note about whisper-large-v3: openai/whisper-large-v3 is high quality but computationally heavy.\n", + "\n", + "---\n", + "**Saving the final DataFrame**\n", + "\n", + "After you generate the transcript DataFrame (either method), save it so you don’t need to re-run extraction:\n", + "\n", + "```python\n", + "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", + "save_data_path = os.path.join(base_data_path, \"yt\", \"transcripts\") # choose a folder name you like\n", + "DataProcessing.save_to_file(\n", + " df,\n", + " path=save_data_path,\n", + " prefix=video_id,\n", + " save_file_type=\"csv\",\n", + " include_version=False\n", + ")\n", + "```\n", + "\n", + "This will create a CSV for that \"video_id\" that you can reuse later in your pipeline.\n", + "\n", + "---\n", + "\n", + "**Whisper setup (only needed if using `extract_with_whisper=True`)**\n", + "\n", + "Whisper transcription in this notebook uses the Hugging Face `pipeline(\"automatic-speech-recognition\", ...)`.\n", + "If you plan to use Whisper, make sure you have the required dependencies installed.\n", + "\n", + "Install Python packages:\n", + "\n", + "```python\n", + "#!pip install -U transformers accelerate yt-dlp\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ddaa9dfa", + "metadata": {}, + "outputs": [], + "source": [ + "video_id = \"AoE8KFAXHSc\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "883cb0d2", + "metadata": {}, + "outputs": [], "source": [ - "snippets_df = extract_data(transcript_snippets)\n", - "snippets_df.head()" + "# df = extract_transcript_df(video_id, extract_with_whisper=False)" ] }, { "cell_type": "code", - "execution_count": 33, - "id": "7fd75561", + "execution_count": null, + "id": "8dc416b1", "metadata": {}, "outputs": [ { @@ -1389,176 +458,97 @@ " \n", " \n", " 0\n", - " Welcome to CBS Sports HQ presented by\n", - " 2.240\n", - " 4.639\n", - " Z0xP3GNpjkw\n", + " So, the Champions League round of 16 has\n", + " 0.320\n", + " 4.080\n", + " AoE8KFAXHSc\n", " \n", " \n", " 1\n", - " Hines. It has to be Hines and this has\n", - " 4.480\n", - " 3.600\n", - " Z0xP3GNpjkw\n", + " finally taken shape with eight clubs\n", + " 2.399\n", + " 4.641\n", + " AoE8KFAXHSc\n", " \n", " \n", " 2\n", - " to be a good show because it's a Friday\n", - " 6.879\n", - " 2.961\n", - " Z0xP3GNpjkw\n", + " joining the knockout round playoffs into\n", + " 4.400\n", + " 5.600\n", + " AoE8KFAXHSc\n", " \n", " \n", " 3\n", - " of Super Bowl week. I'm Jenny Dell. The\n", - " 8.080\n", - " 3.679\n", - " Z0xP3GNpjkw\n", + " this pool where we are one step closer\n", + " 7.040\n", + " 5.120\n", + " AoE8KFAXHSc\n", " \n", " \n", " 4\n", - " Super Bowl, the day after tomorrow. We\n", - " 9.840\n", - " 3.759\n", - " Z0xP3GNpjkw\n", + " to the final in Budapest. The likes of\n", + " 10.000\n", + " 4.160\n", + " AoE8KFAXHSc\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Text Start Time Duration Video ID\n", - "0 Welcome to CBS Sports HQ presented by 2.240 4.639 Z0xP3GNpjkw\n", - "1 Hines. It has to be Hines and this has 4.480 3.600 Z0xP3GNpjkw\n", - "2 to be a good show because it's a Friday 6.879 2.961 Z0xP3GNpjkw\n", - "3 of Super Bowl week. I'm Jenny Dell. The 8.080 3.679 Z0xP3GNpjkw\n", - "4 Super Bowl, the day after tomorrow. We 9.840 3.759 Z0xP3GNpjkw" + " Text Start Time Duration Video ID\n", + "0 So, the Champions League round of 16 has 0.320 4.080 AoE8KFAXHSc\n", + "1 finally taken shape with eight clubs 2.399 4.641 AoE8KFAXHSc\n", + "2 joining the knockout round playoffs into 4.400 5.600 AoE8KFAXHSc\n", + "3 this pool where we are one step closer 7.040 5.120 AoE8KFAXHSc\n", + "4 to the final in Budapest. The likes of 10.000 4.160 AoE8KFAXHSc" ] }, - "execution_count": 33, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "snippets_df['Video ID'] = video_id\n", - "snippets_df.head()" + "# df.head()" ] }, { "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\raw_transcripts\\Z0xP3GNpjkw.csv\n" - ] - } - ], - "source": [ - "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", - "save_data_path = os.path.join(base_data_path, \"yt\", \"raw_transcripts\")\n", - "DataProcessing.save_to_file(snippets_df, path=save_data_path, prefix=f'{video_id}', save_file_type='csv', include_version=False)" - ] - }, - { - "cell_type": "markdown", - "id": "8601966f", + "execution_count": null, + "id": "70ec6c80", "metadata": {}, + "outputs": [], "source": [ - "## Whisper" + "# base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", + "# save_data_path = os.path.join(base_data_path, \"yt\", \"raw_transcripts\")\n", + "# DataProcessing.save_to_file(df, path=save_data_path, prefix=f'{video_id}', save_file_type='csv', include_version=False)" ] }, { "cell_type": "code", "execution_count": null, - "id": "0127fc80", + "id": "71706281", "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Collecting yt-dlp\n", - " Downloading yt_dlp-2026.3.17-py3-none-any.whl.metadata (182 kB)\n", - "Downloading yt_dlp-2026.3.17-py3-none-any.whl (3.3 MB)\n", - " ---------------------------------------- 0.0/3.3 MB ? eta -:--:--\n", - " ---------------------------------------- 3.3/3.3 MB 17.7 MB/s eta 0:00:00\n", - "Installing collected packages: yt-dlp\n", - "Successfully installed yt-dlp-2026.3.17\n" + "Device set to use cpu\n" ] } ], "source": [ - "#!pip install yt-dlp" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "ce00da08", - "metadata": {}, - "outputs": [], - "source": [ - "import yt_dlp\n", - "from transformers import pipeline\n", - "from typing import Any, Mapping\n", - "import math" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "bc7691ca", - "metadata": {}, - "outputs": [], - "source": [ - "# Youtube Audio Download\n", - "\n", - "def download_audio(video_id, output_path=\"audio.%(ext)s\"):\n", - " url = f\"https://www.youtube.com/watch?v={video_id}\"\n", - " \n", - " ydl_opts = {\n", - " 'format': 'bestaudio/best',\n", - " 'outtmpl': output_path,\n", - " 'quiet': True\n", - " }\n", - " \n", - " with yt_dlp.YoutubeDL(ydl_opts) as ydl:\n", - " ydl.download([url])" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "0936c558", - "metadata": {}, - "outputs": [], - "source": [ - "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", - "save_data_path = os.path.join(base_data_path, \"yt\", \"mp3_audio\")\n", - "os.makedirs(save_data_path, exist_ok=True) " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "3d9ce5c7", - "metadata": {}, - "outputs": [], - "source": [ - "video_id = \"Z0xP3GNpjkw\" #-rjnvL9LL3U ZZN7BAYeOtc mBK8o5orBbE LXPQrZV4Cfw fUmJAtFEGn8 MTVAkVkkaz4 Z0xP3GNpjkw\n", + "# change to \"openai/whisper-large-v3\" if more memory is available (openai/whisper-base, openai/whisper-small, openai/whisper-medium are other options)\n", "\n", - "outtmpl = os.path.join(save_data_path, f\"{video_id}.webm\")" + "pipe = pipeline(\"automatic-speech-recognition\", model=\"openai/whisper-large-v3\", return_timestamps=True)" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "d7fea276", + "execution_count": 13, + "id": "98992167", "metadata": {}, "outputs": [ { @@ -1574,23 +564,11 @@ "text": [ " \r" ] - } - ], - "source": [ - "download_audio(video_id, output_path=outtmpl)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "a73f63a2", - "metadata": {}, - "outputs": [ + }, { "name": "stderr", "output_type": "stream", "text": [ - "Device set to use cpu\n", "c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\transformers\\models\\whisper\\generation_whisper.py:573: FutureWarning: The input name `inputs` is deprecated. Please make sure to use `input_features` instead.\n", " warnings.warn(\n", "Due to a bug fix in https://github.com/huggingface/transformers/pull/28687 transcription using a multilingual Whisper will default to language detection followed by transcription instead of translation to English.This might be a breaking change for your use case. If you want to instead always translate your audio to English, make sure to pass `language='en'`.\n" @@ -1598,547 +576,13 @@ } ], "source": [ - "# Run Whisper pipeline\n", - "\n", - "pipe = pipeline(\n", - " \"automatic-speech-recognition\",\n", - " model=\"openai/whisper-large-v3\", # change to \"openai/whisper-large-v3\" if more memory is available (openai/whisper-base, openai/whisper-small, openai/whisper-medium)\n", - " return_timestamps=True\n", - ")\n", - "\n", - "result = pipe(outtmpl)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "8e03f911", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "' Welcome to CBS Sports HQ presented by Heinz. It has to be Heinz and this has to be a good show because it\\'s a Friday of Super Bowl week. I\\'m Jenny Dell. The Super Bowl the day after tomorrow. We are almost there. We\\'ve made it. Let\\'s get through this Friday afternoon together and then we can celebrate Super Bowl weekend. Super Bowl 60 going down on Sunday at Levi\\'s Stadium. Seahawks and the Patriots battling for NFL supremacy. The Patriots 12th the Super Bowl appearance. That\\'s the most of any franchise and of course a rematch of Super Bowl 49 with And hearing about that all week, the Pats, of course, won that one. Fun fact for this, this marks the 10th Super Bowl rematch ever. The previous nine, the team that won the first meeting has gone on to win six times. So history, pressure, the Lombardi Trophy on the line. Damian Harris is holding it down in Santa Clara with our cast and crew. Damian, take it away. Thanks, Jenny. We\\'ve got CBS finest crew here for the final day of Radio Row here at Super Bowl 60. I\\'m Damian Harris. We got Brian McFadden, Kyle Long, the amazing, great Peter Prisco. Fellas, we are two days away from the Super Bowl. The game will be played. A Super Bowl champion will be crowned. What are your final thoughts going into the game? Pete, I\\'ll start with you. Sam Darnold. Uh-oh, it\\'s time. I mean, look, so far he\\'s played very well in the postseason. He hasn\\'t become Sam Darnold of late last year. And this is the moment for him to show everybody that that\\'s all behind. And can he do it? That\\'s the biggest question. On the biggest stage, will he be able to do what he\\'s done so far in the playoffs? And look, the way they scheme things up, Clint Kubiak does a great job of making it easy on him. I think he\\'s going to be able to play some good football in the finest moment and shut people like me up. So you\\'re a believer, Pete? I\\'m not a believer that he\\'s an elite quarterback. I\\'m a believer that he\\'s a good enough quarterback. Okay, Kyle, what about you? The last two Super Bowls I\\'ve watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage. that really being the story of the game. Josh McDaniel\\'s protection plan, that\\'s what I\\'m really keyed in on. How are they going to protect the interior part of that pocket? We know there\\'s issues at the tackle position, and we know Seattle\\'s got guys that can come in waves as rushers. That\\'s the story. In order to protect your quarterback and have success, you need to win the line of scrimmage, particularly the A and the B gaps. For me, you guys gave great stories. I have the story, the status of Nick Emanwuri. Hearing the ankle injury that he sustained Wednesday, he did not practice at all yesterday, even though the team came out and made a statement that they expect him to play, but to what level? Because we know when you\\'re a guy like Nick Emanwuri, the ability to impact a ball game can come in a multitude of ways because of the versatility, but if he\\'s not at his best, their defense won\\'t be at their best. You know what I mean? So when you look at his impact, like I said, he is the Kyle Hamilton for their defense and how Mike McDonald utilizes him in run support, in the blitz concept, and most importantly, in the coverage end of things as well. Remember what he was doing against Puka Nakua in the championship game and Devontae? You don\\'t oftentimes see guys 6\\'3\", 220-plus, cover like he can cover. So waiting to see his status I think is very, very important for their overall team success on the defensive side. And when you look at what Nick Emanwuri does, I mean, Seattle\\'s defense, they don\\'t pressure a lot. But whenever they do pressure, it\\'s usually with Nick Emanwuri. Pete, I know that this Seattle Seahawks defense, they get to the quarterback a lot. And they\\'re going against an offensive line that doesn\\'t protect very well. Even if Nick Emanwuri isn\\'t 100%, do you think the Seattle Seahawks defense has enough to get to Drake May early and often and make him uncomfortable? With four. With four. They don\\'t need Nick Emanwuri to brush the passer. That\\'s the key to winning in the Super Bowl, like you said. is the key to winning for all time. If you go back in history, anybody who could rush with four is going to win Super Bowls. Go back to the Jimmy Johnson Cowboys. They all rushed with four, and they dominated. When the Giants upset the Patriots, how did they do it? By rushing with four. And this team can rush with four. And when you rush with four, that puts an awful lot of pressure on the quarterback, the young quarterback, to decipher what\\'s going on behind him. And we\\'ve seen him have struggles. I mean, that\\'s the story that not a lot of people are talking about. Drake May is completing under 60% of his passes in the playoffs. He\\'s been sacked 15 times. His eye level has come down. This is a big moment for Drake May, too. I\\'m glad he pointed out the pressure in the postseason and his response to pressure, Drake May, because there was nobody better during the regular season at taking on pressure and turning into explosives. So to your point, I mean, get in his grill, find a way to get his eye level down. And I think the way that they handled, they fought fire with fire in Denver. They ran the football almost 30 times in the second half. Damian, that\\'s like our fantasy. You know what I\\'m saying? I don\\'t have to drop back and pass protect ever. We can just run the football behind 61 and when you, I believe his name is, he\\'s about two humans wide. Just give the ball to your running backs and make those defensive linemen have to play the rush. That\\'s how I think they can fight fire with fire. No, Pete, you said something that was very, very intriguing, that there\\'s a lot of pressure on Drake May, which I don\\'t disagree with. But I think there\\'s even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback because there\\'s a significant drop-off in their points that they\\'ve averaged. In regular season play, they averaged 28 points. In the playoff games, they only averaged 15 because they haven\\'t been able to protect their quarterback. So Josh McDaniels, if I\\'m not mistaken, who will be coaching his 10th Super Bowl? Wow. His 10th Super Bowl, we need to see that experience being put forth in terms of the scheme, the strategy that he plans on using to help his offensive line, especially the left side. Well, it\\'s interesting, and I wanted to ask you this because you were a running back and you played on the offensive line. They go to a lot of jumbo formations. They bring that extra tackle in. Yes. Mumford comes in there. Mumford comes in. He comes in and plays right tackle. Huh? When he comes in, is that when you\\'re running the ball behind the jumbo package, is that a big advantage for you as a back? You\\'re damn right. I mean, knowing you\\'ve got an extra Kyle Long in front of you to at least just say, cover a guy up, and then if you get the ability to collect and climb to the second level, that\\'s just more big people on more small people. I mean, like you say, Seattle\\'s got four great defensive linemen, but when you\\'ve got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta\\'s second level, which we\\'ve seen, if it\\'s Travion Henderson, even Ramondre Stevenson, if they get to the second level, they can make those big explosive runs that make the key differences in the game. But speaking of those Patriots running backs, I do want to talk about X factors because when you look through the history of the Super Bowl, some of the greatest moments haven\\'t been made by the superstars of the team. It\\'s been the X factors. Sometimes it\\'s James White for the New England Patriots or Julian Edelman. If you guys have an X factor for who\\'s going to determine the outcome of tonight\\'s game, Kyle Long, I\\'ll start with you. Who do you think? I think it\\'s got to be the kicking game. I mean, look, I was there at the AFC championship, and you talked about the points per game. While I agree with you, the defenses they were playing against were great, and they couldn\\'t even see where the ball was going to be thrown. That\\'s how white out of a condition it was. But the kicking game is what that game came down to pretty much, and that\\'s what I think this one will come down to as well. There will be a 50-plus yarder at some point in the game. Who\\'s going to make it? Pete? Well, I think an X factor for the Patriots, I don\\'t think they\\'re going to win the game, but I think the X factor for the Patriots is Hunter Henry. And the reason I say that is Seattle has been awful against tight ends this year. They\\'re giving up an average of over six catches per game to the tight end position. And that\\'s a problem when you play a team, because they can get Hunter Henry in the middle of the field, get the ball out of Drake May\\'s hands. And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards. I like that. And they have to get the ball. And if Iman Worry isn\\'t in the game, then it becomes that much more of a factor. because I think if he\\'s not there, and he missed time this year, they might move Witherspoon inside to play the slot corner. Remember, Witherspoon used to play the slot for them as well. Correct, but you don\\'t want him playing in there, but he can do it, but then that weakens you on the outside a little bit because I think you get other guys on the field. Job gets on the field more, Wolin gets on the field more, and I think that weakens them on defense. And their dime package has been very, very influential because you now have Nick Emanwary playing the dime, you have Spoon playing the nickel, two guys that are very, very relentless in terms of tackling, and they play with their hair on fire. So if they don\\'t have that status in terms of their sub packages, who knows? But for me, I know we\\'ve highlighted Seattle, talking about Sam. What about the Patriots and their game plan for JSN? So my X factor that I\\'m watching and looking to see the impact is the two corners, right? Carlton Davis and Christian Gonzalez. Both guys have been lock down this playoff stretch. Christian Gonzalez, guys, in the playoffs, he\\'s allowed a zero passer rating in the fourth quarter. Zero passing rating. He\\'s been playing his best football in the more critical moments to close out ball games to be able to get to this point. And JSN has been the most prolific wide receiver this season. And when Sam is thrown to JSN, he is a much better quarterback. So what\\'s the game plan on number 11? Did you see what Carlton Davis said yesterday? He said that Christian Gonzalez is going to spend most of the time on JSA. And see, I\\'m a bit surprised that he made that known now. I agree. Because oftentimes. He\\'s got to work through all that trash going across the field. I don\\'t like that at all, by the way. With all the stuff they do with JSA and getting Sam on the outside. But what I\\'m saying with this, Kyle and Damian, when you basically kind of gave an insight on the game plan. I don\\'t like that. I don\\'t like that either. Well, here\\'s the thing. Or did he? Smoke screen. But here\\'s the thing, though. Here\\'s the thing, gentlemen, gentlemen. We live in the era of you have to play the game within a game. This is media week. We talked about this how many times about now is the time more than ever to limit distractions. And why not give somebody a distraction? Hey, guess what we\\'re going to do when we\\'re not going to do that? Do you think they\\'re going to do it? I don\\'t think that they\\'re going to do that. Seattle, I don\\'t think they\\'re going to do it. So you think you gave away the game plan? The reason why I don\\'t think that they would do it is because that\\'s not who Seattle has been. They are a zone defense who likes to have eyes on the Patriots. The Patriots. Oh, yeah, yeah, yeah. Yeah, they\\'re playing for JSN. I think that, yes, they will follow. Yes, they will follow. For some reason, I thought the Seahawks were covering JSN. But, yes, I think Gonzalez will absolutely travel with JSN. So why would he get that away? Because... He got caught up in the moment? He got caught up in the moment. This is the Super Bowl. Again, we\\'re talking about distraction. He\\'s right to right. We\\'re talking about media. The lights are bright and the microphones are hot. But I will say, one guy that has gone under the radar, even through his success in the end of the regular season, end of the postseason, my X-Factor is going to be Ramondre Stevenson. And I\\'ll even say this, because I like to follow storylines when it comes to games like this. A very interesting storyline for me is what Mondre Stevenson has gone through off the field. The loss of his father this season. The motivation that he\\'s played with through the fumbling issues and still having to deal with that off the field. And how has he responded in the second half of the season? He\\'s been one of the more reliable players, not only in the run game, not only pass protection and protecting Drake May, but as a receiver as well. So I think if the Patriots are going to have a good offensive game plan, run or pass, it will start with Ramon Tisner. And if I\\'m not mistaken, he hasn\\'t fumbled since October. So he\\'s due for one. He has not, no. Well, listen, before Pete starts jinxing more people and putting bad juju out there, let\\'s just get a final score prediction. Pete, we\\'ll start with you. 27-10 Seattle. I think the defense is suffocating. I think that offensive line is a problem. And I think Drake May hasn\\'t played well. I think Seattle dominates this game. 24-17 Seattle Seahawks. Am I the lone wolf? Are you getting the pick? Do it. He\\'s a Patriot. I know he\\'s a homer. But my initial prediction when the playoffs were set, I had the New England Patriots beating Seattle. I had this matchup. So I\\'m sticking with my guns with this one. I had the Patriots 23-20. You told me you were wavering. I\\'m not wavering. Fellas, the best part about being the point guard is I just dish it out. I don\\'t need to make a pick. You already know who I\\'m rocking with. We appreciate y\\'all. Final day already. Our real Super Bowl coming up in two days. Thank y\\'all. We appreciate y\\'all.'" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result[\"text\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "8cd88e10", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'timestamp': (0.0, 29.98),\n", - " 'text': \" Welcome to CBS Sports HQ presented by Heinz. It has to be Heinz and this has to be a good show because it's a Friday of Super Bowl week. I'm Jenny Dell. The Super Bowl the day after tomorrow. We are almost there. We've made it. Let's get through this Friday afternoon together and then we can celebrate Super Bowl weekend. Super Bowl 60 going down on Sunday at Levi's Stadium. Seahawks and the Patriots battling for NFL supremacy. The Patriots 12th the Super Bowl appearance. That's the most of any franchise and of course a rematch of Super Bowl 49 with\"},\n", - " {'timestamp': (29.98, 0.0), 'text': ''},\n", - " {'timestamp': (3.14, 3.5),\n", - " 'text': ' And hearing about that all week, the Pats, of course, won that one.'},\n", - " {'timestamp': (6.6, 6.8),\n", - " 'text': ' Fun fact for this, this marks the 10th Super Bowl rematch ever.'},\n", - " {'timestamp': (10.98, 11.1),\n", - " 'text': ' The previous nine, the team that won the first meeting has gone on to win six times.'},\n", - " {'timestamp': (14.26, 14.36),\n", - " 'text': ' So history, pressure, the Lombardi Trophy on the line.'},\n", - " {'timestamp': (17.06, 17.16),\n", - " 'text': ' Damian Harris is holding it down in Santa Clara with our cast and crew.'},\n", - " {'timestamp': (18.38, 21.06), 'text': ' Damian, take it away.'},\n", - " {'timestamp': (21.74, 27.16),\n", - " 'text': \" Thanks, Jenny. We've got CBS finest crew here for the final day of Radio Row here at Super Bowl 60.\"},\n", - " {'timestamp': (27.56, 28.26), 'text': \" I'm Damian Harris.\"},\n", - " {'timestamp': (28.36, 0.0), 'text': ''},\n", - " {'timestamp': (4.32, 4.86),\n", - " 'text': ' We got Brian McFadden, Kyle Long, the amazing, great Peter Prisco.'},\n", - " {'timestamp': (7.34, 7.44),\n", - " 'text': ' Fellas, we are two days away from the Super Bowl.'},\n", - " {'timestamp': (8.72, 8.92), 'text': ' The game will be played.'},\n", - " {'timestamp': (10.0, 10.74),\n", - " 'text': ' A Super Bowl champion will be crowned.'},\n", - " {'timestamp': (12.22, 12.3),\n", - " 'text': ' What are your final thoughts going into the game?'},\n", - " {'timestamp': (13.18, 13.76), 'text': \" Pete, I'll start with you.\"},\n", - " {'timestamp': (14.22, 14.64), 'text': ' Sam Darnold.'},\n", - " {'timestamp': (15.42, 15.72), 'text': \" Uh-oh, it's time.\"},\n", - " {'timestamp': (19.04, 19.16),\n", - " 'text': \" I mean, look, so far he's played very well in the postseason.\"},\n", - " {'timestamp': (22.2, 22.6),\n", - " 'text': \" He hasn't become Sam Darnold of late last year.\"},\n", - " {'timestamp': (25.56, 26.06),\n", - " 'text': \" And this is the moment for him to show everybody that that's all behind.\"},\n", - " {'timestamp': (27.28, 27.3), 'text': ' And can he do it?'},\n", - " {'timestamp': (28.16, 0.0), 'text': \" That's the biggest question.\"},\n", - " {'timestamp': (4.14, 4.44),\n", - " 'text': \" On the biggest stage, will he be able to do what he's done so far in the playoffs?\"},\n", - " {'timestamp': (9.88, 10.08),\n", - " 'text': ' And look, the way they scheme things up, Clint Kubiak does a great job of making it easy on him.'},\n", - " {'timestamp': (14.88, 14.94),\n", - " 'text': \" I think he's going to be able to play some good football in the finest moment and shut people like me up.\"},\n", - " {'timestamp': (16.1, 16.3), 'text': \" So you're a believer, Pete?\"},\n", - " {'timestamp': (18.58, 18.8),\n", - " 'text': \" I'm not a believer that he's an elite quarterback.\"},\n", - " {'timestamp': (20.56, 21.02),\n", - " 'text': \" I'm a believer that he's a good enough quarterback.\"},\n", - " {'timestamp': (22.18, 22.76), 'text': ' Okay, Kyle, what about you?'},\n", - " {'timestamp': (27.0, 29.9),\n", - " 'text': \" The last two Super Bowls I've watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage.\"},\n", - " {'timestamp': (0.0, 1.4),\n", - " 'text': ' that really being the story of the game.'},\n", - " {'timestamp': (2.44, 6.08),\n", - " 'text': \" Josh McDaniel's protection plan, that's what I'm really keyed in on.\"},\n", - " {'timestamp': (6.2, 8.48),\n", - " 'text': ' How are they going to protect the interior part of that pocket?'},\n", - " {'timestamp': (8.8, 11.04),\n", - " 'text': \" We know there's issues at the tackle position,\"},\n", - " {'timestamp': (11.36, 14.78),\n", - " 'text': \" and we know Seattle's got guys that can come in waves as rushers.\"},\n", - " {'timestamp': (15.58, 16.46), 'text': \" That's the story.\"},\n", - " {'timestamp': (16.92, 19.22),\n", - " 'text': ' In order to protect your quarterback and have success,'},\n", - " {'timestamp': (19.22, 22.38),\n", - " 'text': ' you need to win the line of scrimmage, particularly the A and the B gaps.'},\n", - " {'timestamp': (22.86, 25.64),\n", - " 'text': ' For me, you guys gave great stories.'},\n", - " {'timestamp': (25.86, 29.34),\n", - " 'text': ' I have the story, the status of Nick Emanwuri.'},\n", - " {'timestamp': (0.0, 7.44),\n", - " 'text': ' Hearing the ankle injury that he sustained Wednesday, he did not practice at all yesterday,'},\n", - " {'timestamp': (7.9, 12.84),\n", - " 'text': ' even though the team came out and made a statement that they expect him to play, but to what level?'},\n", - " {'timestamp': (13.36, 19.94),\n", - " 'text': \" Because we know when you're a guy like Nick Emanwuri, the ability to impact a ball game can come in a multitude of ways\"},\n", - " {'timestamp': (19.94, 24.98),\n", - " 'text': \" because of the versatility, but if he's not at his best, their defense won't be at their best.\"},\n", - " {'timestamp': (24.98, 25.76), 'text': ' You know what I mean?'},\n", - " {'timestamp': (25.84, 0.0), 'text': ''},\n", - " {'timestamp': (4.24, 9.76),\n", - " 'text': ' So when you look at his impact, like I said, he is the Kyle Hamilton for their defense and how Mike McDonald utilizes him in run support, in the blitz concept,'},\n", - " {'timestamp': (9.76, 13.66),\n", - " 'text': ' and most importantly, in the coverage end of things as well.'},\n", - " {'timestamp': (13.78, 18.24),\n", - " 'text': ' Remember what he was doing against Puka Nakua in the championship game and Devontae?'},\n", - " {'timestamp': (18.52, 23.38),\n", - " 'text': ' You don\\'t oftentimes see guys 6\\'3\", 220-plus, cover like he can cover.'},\n", - " {'timestamp': (23.72, 29.58),\n", - " 'text': ' So waiting to see his status I think is very, very important for their overall team success on the defensive side.'},\n", - " {'timestamp': (29.58, 0.0), 'text': ''},\n", - " {'timestamp': (4.28, 4.34),\n", - " 'text': \" And when you look at what Nick Emanwuri does, I mean, Seattle's defense, they don't pressure a lot.\"},\n", - " {'timestamp': (7.36, 7.76),\n", - " 'text': \" But whenever they do pressure, it's usually with Nick Emanwuri.\"},\n", - " {'timestamp': (11.88, 11.92),\n", - " 'text': ' Pete, I know that this Seattle Seahawks defense, they get to the quarterback a lot.'},\n", - " {'timestamp': (15.1, 15.38),\n", - " 'text': \" And they're going against an offensive line that doesn't protect very well.\"},\n", - " {'timestamp': (22.94, 22.96),\n", - " 'text': \" Even if Nick Emanwuri isn't 100%, do you think the Seattle Seahawks defense has enough to get to Drake May early and often and make him uncomfortable?\"},\n", - " {'timestamp': (24.38, 24.66), 'text': ' With four. With four.'},\n", - " {'timestamp': (26.98, 27.18),\n", - " 'text': \" They don't need Nick Emanwuri to brush the passer.\"},\n", - " {'timestamp': (29.44, 0.0),\n", - " 'text': \" That's the key to winning in the Super Bowl, like you said.\"},\n", - " {'timestamp': (5.72, 10.62),\n", - " 'text': ' is the key to winning for all time. If you go back in history, anybody who could rush with four is going to win Super Bowls. Go back to the Jimmy Johnson Cowboys. They all rushed with four,'},\n", - " {'timestamp': (10.78, 15.0),\n", - " 'text': ' and they dominated. When the Giants upset the Patriots, how did they do it? By rushing with'},\n", - " {'timestamp': (15.0, 19.2),\n", - " 'text': ' four. And this team can rush with four. And when you rush with four, that puts an awful lot of'},\n", - " {'timestamp': (19.2, 23.58),\n", - " 'text': \" pressure on the quarterback, the young quarterback, to decipher what's going on behind him. And\"},\n", - " {'timestamp': (23.58, 28.84),\n", - " 'text': \" we've seen him have struggles. I mean, that's the story that not a lot of people are talking about.\"},\n", - " {'timestamp': (28.84, 0.0), 'text': ''},\n", - " {'timestamp': (4.36, 4.74),\n", - " 'text': ' Drake May is completing under 60% of his passes in the playoffs.'},\n", - " {'timestamp': (6.44, 6.7), 'text': \" He's been sacked 15 times.\"},\n", - " {'timestamp': (8.26, 8.48), 'text': ' His eye level has come down.'},\n", - " {'timestamp': (10.42, 10.9),\n", - " 'text': ' This is a big moment for Drake May, too.'},\n", - " {'timestamp': (14.62, 16.34),\n", - " 'text': \" I'm glad he pointed out the pressure in the postseason and his response to pressure, Drake May,\"},\n", - " {'timestamp': (16.42, 19.1),\n", - " 'text': ' because there was nobody better during the regular season'},\n", - " {'timestamp': (19.1, 21.78),\n", - " 'text': ' at taking on pressure and turning into explosives.'},\n", - " {'timestamp': (22.52, 27.08),\n", - " 'text': ' So to your point, I mean, get in his grill, find a way to get his eye level down.'},\n", - " {'timestamp': (27.08, 0.0), 'text': ''},\n", - " {'timestamp': (3.72, 4.08),\n", - " 'text': ' And I think the way that they handled, they fought fire with fire in Denver.'},\n", - " {'timestamp': (6.62, 6.74),\n", - " 'text': ' They ran the football almost 30 times in the second half.'},\n", - " {'timestamp': (9.64, 9.9), 'text': \" Damian, that's like our fantasy.\"},\n", - " {'timestamp': (10.32, 10.52), 'text': \" You know what I'm saying?\"},\n", - " {'timestamp': (12.88, 13.14),\n", - " 'text': \" I don't have to drop back and pass protect ever.\"},\n", - " {'timestamp': (16.28, 16.52),\n", - " 'text': ' We can just run the football behind 61 and when you, I believe his name is,'},\n", - " {'timestamp': (17.92, 18.32), 'text': \" he's about two humans wide.\"},\n", - " {'timestamp': (21.18, 21.9),\n", - " 'text': ' Just give the ball to your running backs and make those defensive linemen have to play the rush.'},\n", - " {'timestamp': (21.98, 24.22),\n", - " 'text': \" That's how I think they can fight fire with fire.\"},\n", - " {'timestamp': (24.28, 26.14),\n", - " 'text': ' No, Pete, you said something that was very, very intriguing,'},\n", - " {'timestamp': (26.3, 29.34),\n", - " 'text': \" that there's a lot of pressure on Drake May, which I don't disagree with.\"},\n", - " {'timestamp': (29.34, 0.0), 'text': ''},\n", - " {'timestamp': (3.1, 7.82),\n", - " 'text': \" But I think there's even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback\"},\n", - " {'timestamp': (7.82, 12.7),\n", - " 'text': \" because there's a significant drop-off in their points that they've averaged.\"},\n", - " {'timestamp': (12.84, 14.86),\n", - " 'text': ' In regular season play, they averaged 28 points.'},\n", - " {'timestamp': (15.26, 17.08),\n", - " 'text': ' In the playoff games, they only averaged 15'},\n", - " {'timestamp': (17.08, 19.68),\n", - " 'text': \" because they haven't been able to protect their quarterback.\"},\n", - " {'timestamp': (20.12, 25.08),\n", - " 'text': \" So Josh McDaniels, if I'm not mistaken, who will be coaching his 10th Super Bowl?\"},\n", - " {'timestamp': (25.1, 25.44), 'text': ' Wow.'},\n", - " {'timestamp': (25.44, 29.36),\n", - " 'text': ' His 10th Super Bowl, we need to see that experience being put forth'},\n", - " {'timestamp': (29.36, 0.0), 'text': ''},\n", - " {'timestamp': (5.9, 6.58),\n", - " 'text': ' in terms of the scheme, the strategy that he plans on using to help his offensive line,'},\n", - " {'timestamp': (8.02, 8.18), 'text': ' especially the left side.'},\n", - " {'timestamp': (11.0, 12.1),\n", - " 'text': \" Well, it's interesting, and I wanted to ask you this because you were a running back and you played on the offensive line.\"},\n", - " {'timestamp': (12.36, 14.06),\n", - " 'text': ' They go to a lot of jumbo formations.'},\n", - " {'timestamp': (14.34, 15.82), 'text': ' They bring that extra tackle in.'},\n", - " {'timestamp': (16.12, 16.32), 'text': ' Yes.'},\n", - " {'timestamp': (17.0, 18.0), 'text': ' Mumford comes in there.'},\n", - " {'timestamp': (18.12, 18.7), 'text': ' Mumford comes in.'},\n", - " {'timestamp': (18.74, 19.68), 'text': ' He comes in and plays right tackle.'},\n", - " {'timestamp': (20.62, 20.82), 'text': ' Huh?'},\n", - " {'timestamp': (21.08, 25.02),\n", - " 'text': \" When he comes in, is that when you're running the ball behind the jumbo package,\"},\n", - " {'timestamp': (25.36, 27.56),\n", - " 'text': ' is that a big advantage for you as a back?'},\n", - " {'timestamp': (27.56, 27.66), 'text': \" You're damn right.\"},\n", - " {'timestamp': (27.66, 0.0), 'text': ''},\n", - " {'timestamp': (3.94, 4.24),\n", - " 'text': \" I mean, knowing you've got an extra Kyle Long in front of you to at least just say,\"},\n", - " {'timestamp': (8.92, 9.16),\n", - " 'text': ' cover a guy up, and then if you get the ability to collect and climb to the second level,'},\n", - " {'timestamp': (11.38, 11.5),\n", - " 'text': \" that's just more big people on more small people.\"},\n", - " {'timestamp': (14.54, 14.62),\n", - " 'text': \" I mean, like you say, Seattle's got four great defensive linemen,\"},\n", - " {'timestamp': (19.28, 23.34),\n", - " 'text': \" but when you've got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta's second level, which we've seen,\"},\n", - " {'timestamp': (23.42, 27.28),\n", - " 'text': \" if it's Travion Henderson, even Ramondre Stevenson, if they get to the second level,\"},\n", - " {'timestamp': (27.28, 0.0), 'text': ''},\n", - " {'timestamp': (4.9, 5.16),\n", - " 'text': ' they can make those big explosive runs that make the key differences in the game.'},\n", - " {'timestamp': (8.66, 12.44),\n", - " 'text': ' But speaking of those Patriots running backs, I do want to talk about X factors because when you look through the history of the Super Bowl,'},\n", - " {'timestamp': (12.54, 16.28),\n", - " 'text': \" some of the greatest moments haven't been made by the superstars of the team.\"},\n", - " {'timestamp': (16.4, 17.5), 'text': \" It's been the X factors.\"},\n", - " {'timestamp': (17.8, 21.74),\n", - " 'text': \" Sometimes it's James White for the New England Patriots or Julian Edelman.\"},\n", - " {'timestamp': (22.12, 25.64),\n", - " 'text': \" If you guys have an X factor for who's going to determine the outcome of tonight's game,\"},\n", - " {'timestamp': (26.04, 27.1), 'text': \" Kyle Long, I'll start with you.\"},\n", - " {'timestamp': (27.18, 27.64), 'text': ' Who do you think?'},\n", - " {'timestamp': (28.06, 29.46),\n", - " 'text': \" I think it's got to be the kicking game.\"},\n", - " {'timestamp': (29.46, 0.0), 'text': ''},\n", - " {'timestamp': (5.02, 5.14),\n", - " 'text': ' I mean, look, I was there at the AFC championship, and you talked about the points per game.'},\n", - " {'timestamp': (7.88, 8.32),\n", - " 'text': ' While I agree with you, the defenses they were playing against were great,'},\n", - " {'timestamp': (11.72, 11.94),\n", - " 'text': \" and they couldn't even see where the ball was going to be thrown.\"},\n", - " {'timestamp': (14.06, 14.56),\n", - " 'text': \" That's how white out of a condition it was.\"},\n", - " {'timestamp': (17.98, 18.1),\n", - " 'text': ' But the kicking game is what that game came down to pretty much,'},\n", - " {'timestamp': (20.18, 20.52),\n", - " 'text': \" and that's what I think this one will come down to as well.\"},\n", - " {'timestamp': (23.18, 23.94),\n", - " 'text': ' There will be a 50-plus yarder at some point in the game.'},\n", - " {'timestamp': (24.84, 25.36), 'text': \" Who's going to make it?\"},\n", - " {'timestamp': (25.72, 26.3), 'text': ' Pete?'},\n", - " {'timestamp': (29.8, 0.0),\n", - " 'text': \" Well, I think an X factor for the Patriots, I don't think they're going to win the game,\"},\n", - " {'timestamp': (2.44, 2.9),\n", - " 'text': ' but I think the X factor for the Patriots is Hunter Henry.'},\n", - " {'timestamp': (7.14, 7.56),\n", - " 'text': ' And the reason I say that is Seattle has been awful against tight ends this year.'},\n", - " {'timestamp': (11.1, 11.38),\n", - " 'text': \" They're giving up an average of over six catches per game to the tight end position.\"},\n", - " {'timestamp': (13.4, 15.42),\n", - " 'text': \" And that's a problem when you play a team, because they can get Hunter Henry in the middle of the field,\"},\n", - " {'timestamp': (15.72, 17.28),\n", - " 'text': \" get the ball out of Drake May's hands.\"},\n", - " {'timestamp': (17.62, 21.32),\n", - " 'text': ' And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards.'},\n", - " {'timestamp': (21.42, 21.78), 'text': ' I like that.'},\n", - " {'timestamp': (21.86, 23.22), 'text': ' And they have to get the ball.'},\n", - " {'timestamp': (23.32, 26.74),\n", - " 'text': \" And if Iman Worry isn't in the game, then it becomes that much more of a factor.\"},\n", - " {'timestamp': (26.74, 0.0), 'text': ''},\n", - " {'timestamp': (3.24, 3.52),\n", - " 'text': \" because I think if he's not there, and he missed time this year,\"},\n", - " {'timestamp': (6.18, 8.96),\n", - " 'text': ' they might move Witherspoon inside to play the slot corner. Remember, Witherspoon used to play the slot for them as well.'},\n", - " {'timestamp': (9.0, 11.32),\n", - " 'text': \" Correct, but you don't want him playing in there, but he can do it,\"},\n", - " {'timestamp': (11.46, 13.58),\n", - " 'text': ' but then that weakens you on the outside a little bit'},\n", - " {'timestamp': (13.58, 17.3),\n", - " 'text': ' because I think you get other guys on the field.'},\n", - " {'timestamp': (17.44, 20.38),\n", - " 'text': ' Job gets on the field more, Wolin gets on the field more,'},\n", - " {'timestamp': (20.4, 21.6),\n", - " 'text': ' and I think that weakens them on defense.'},\n", - " {'timestamp': (21.6, 24.48),\n", - " 'text': ' And their dime package has been very, very influential'},\n", - " {'timestamp': (24.48, 27.88),\n", - " 'text': ' because you now have Nick Emanwary playing the dime,'},\n", - " {'timestamp': (27.88, 0.0), 'text': ''},\n", - " {'timestamp': (3.86, 4.1),\n", - " 'text': ' you have Spoon playing the nickel, two guys that are very, very relentless in terms of tackling,'},\n", - " {'timestamp': (8.0, 14.22),\n", - " 'text': \" and they play with their hair on fire. So if they don't have that status in terms of their sub packages, who knows? But for me, I know we've highlighted Seattle, talking about Sam. What\"},\n", - " {'timestamp': (14.22, 21.22),\n", - " 'text': \" about the Patriots and their game plan for JSN? So my X factor that I'm watching and looking to\"},\n", - " {'timestamp': (21.22, 28.28),\n", - " 'text': ' see the impact is the two corners, right? Carlton Davis and Christian Gonzalez. Both guys have been'},\n", - " {'timestamp': (28.28, 0.0), 'text': ''},\n", - " {'timestamp': (6.12, 12.98),\n", - " 'text': \" lock down this playoff stretch. Christian Gonzalez, guys, in the playoffs, he's allowed a zero passer rating in the fourth quarter. Zero passing rating. He's been playing his best football in the\"},\n", - " {'timestamp': (12.98, 18.58),\n", - " 'text': ' more critical moments to close out ball games to be able to get to this point. And JSN has been the'},\n", - " {'timestamp': (18.58, 25.1),\n", - " 'text': ' most prolific wide receiver this season. And when Sam is thrown to JSN, he is a much better'},\n", - " {'timestamp': (25.1, 28.64),\n", - " 'text': \" quarterback. So what's the game plan on number 11? Did you see what Carlton Davis said yesterday?\"},\n", - " {'timestamp': (28.64, 0.0), 'text': ''},\n", - " {'timestamp': (5.9, 6.12),\n", - " 'text': ' He said that Christian Gonzalez is going to spend most of the time on JSA.'},\n", - " {'timestamp': (9.0, 9.26),\n", - " 'text': \" And see, I'm a bit surprised that he made that known now.\"},\n", - " {'timestamp': (9.76, 9.96), 'text': ' I agree.'},\n", - " {'timestamp': (10.32, 10.82), 'text': ' Because oftentimes.'},\n", - " {'timestamp': (12.9, 13.02),\n", - " 'text': \" He's got to work through all that trash going across the field.\"},\n", - " {'timestamp': (14.48, 14.54),\n", - " 'text': \" I don't like that at all, by the way.\"},\n", - " {'timestamp': (17.58, 17.98),\n", - " 'text': ' With all the stuff they do with JSA and getting Sam on the outside.'},\n", - " {'timestamp': (20.22, 20.28),\n", - " 'text': \" But what I'm saying with this, Kyle and Damian,\"},\n", - " {'timestamp': (23.88, 24.08),\n", - " 'text': ' when you basically kind of gave an insight on the game plan.'},\n", - " {'timestamp': (24.64, 24.68), 'text': \" I don't like that.\"},\n", - " {'timestamp': (25.48, 25.98),\n", - " 'text': \" I don't like that either. Well, here's the thing.\"},\n", - " {'timestamp': (25.98, 26.8), 'text': ' Or did he?'},\n", - " {'timestamp': (26.88, 27.46), 'text': ' Smoke screen.'},\n", - " {'timestamp': (27.46, 28.4), 'text': \" But here's the thing, though.\"},\n", - " {'timestamp': (28.4, 29.64),\n", - " 'text': \" Here's the thing, gentlemen, gentlemen.\"},\n", - " {'timestamp': (29.84, 0.0), 'text': ''},\n", - " {'timestamp': (4.24, 4.62),\n", - " 'text': ' We live in the era of you have to play the game within a game.'},\n", - " {'timestamp': (6.36, 6.64), 'text': ' This is media week.'},\n", - " {'timestamp': (11.3, 11.72),\n", - " 'text': ' We talked about this how many times about now is the time more than ever to limit distractions.'},\n", - " {'timestamp': (13.52, 13.66),\n", - " 'text': ' And why not give somebody a distraction?'},\n", - " {'timestamp': (15.88, 16.66),\n", - " 'text': \" Hey, guess what we're going to do when we're not going to do that? Do you think they're going to do it?\"},\n", - " {'timestamp': (16.7, 18.08),\n", - " 'text': \" I don't think that they're going to do that.\"},\n", - " {'timestamp': (18.16, 19.72),\n", - " 'text': \" Seattle, I don't think they're going to do it.\"},\n", - " {'timestamp': (19.94, 20.54),\n", - " 'text': ' So you think you gave away the game plan?'},\n", - " {'timestamp': (20.56, 23.84),\n", - " 'text': \" The reason why I don't think that they would do it is because that's not who Seattle has been.\"},\n", - " {'timestamp': (23.94, 27.26),\n", - " 'text': ' They are a zone defense who likes to have eyes on the Patriots.'},\n", - " {'timestamp': (27.26, 28.02), 'text': ' The Patriots.'},\n", - " {'timestamp': (28.02, 29.48), 'text': ' Oh, yeah, yeah, yeah.'},\n", - " {'timestamp': (29.58, 0.0), 'text': ''},\n", - " {'timestamp': (0.9, 1.18), 'text': \" Yeah, they're playing for JSN.\"},\n", - " {'timestamp': (2.74, 2.9), 'text': ' I think that, yes, they will follow.'},\n", - " {'timestamp': (3.5, 3.58), 'text': ' Yes, they will follow.'},\n", - " {'timestamp': (5.8, 6.2),\n", - " 'text': ' For some reason, I thought the Seahawks were covering JSN.'},\n", - " {'timestamp': (9.06, 10.04),\n", - " 'text': ' But, yes, I think Gonzalez will absolutely travel with JSN. So why would he get that away?'},\n", - " {'timestamp': (10.88, 11.24), 'text': ' Because...'},\n", - " {'timestamp': (11.24, 12.08), 'text': ' He got caught up in the moment?'},\n", - " {'timestamp': (12.08, 13.12), 'text': ' He got caught up in the moment.'},\n", - " {'timestamp': (13.24, 13.86), 'text': ' This is the Super Bowl.'},\n", - " {'timestamp': (13.9, 14.9),\n", - " 'text': \" Again, we're talking about distraction.\"},\n", - " {'timestamp': (14.9, 15.34), 'text': \" He's right to right.\"},\n", - " {'timestamp': (15.34, 16.26), 'text': \" We're talking about media.\"},\n", - " {'timestamp': (16.52, 18.68),\n", - " 'text': ' The lights are bright and the microphones are hot.'},\n", - " {'timestamp': (18.68, 21.48),\n", - " 'text': ' But I will say, one guy that has gone under the radar,'},\n", - " {'timestamp': (21.6, 24.86),\n", - " 'text': ' even through his success in the end of the regular season,'},\n", - " {'timestamp': (24.98, 25.88), 'text': ' end of the postseason,'},\n", - " {'timestamp': (26.16, 28.04),\n", - " 'text': ' my X-Factor is going to be Ramondre Stevenson.'},\n", - " {'timestamp': (28.3, 0.0), 'text': ''},\n", - " {'timestamp': (4.12, 4.44),\n", - " 'text': \" And I'll even say this, because I like to follow storylines when it comes to games like this.\"},\n", - " {'timestamp': (9.24, 9.64),\n", - " 'text': ' A very interesting storyline for me is what Mondre Stevenson has gone through off the field.'},\n", - " {'timestamp': (11.24, 11.4), 'text': ' The loss of his father this season.'},\n", - " {'timestamp': (14.1, 16.52),\n", - " 'text': \" The motivation that he's played with through the fumbling issues and still having to deal with that off the field.\"},\n", - " {'timestamp': (16.62, 18.7),\n", - " 'text': ' And how has he responded in the second half of the season?'},\n", - " {'timestamp': (18.98, 22.34),\n", - " 'text': \" He's been one of the more reliable players, not only in the run game,\"},\n", - " {'timestamp': (22.58, 26.82),\n", - " 'text': ' not only pass protection and protecting Drake May, but as a receiver as well.'},\n", - " {'timestamp': (26.82, 0.0), 'text': ''},\n", - " {'timestamp': (7.14, 7.54),\n", - " 'text': ' So I think if the Patriots are going to have a good offensive game plan, run or pass, it will start with Ramon Tisner.'},\n", - " {'timestamp': (11.5, 12.14),\n", - " 'text': \" And if I'm not mistaken, he hasn't fumbled since October. So he's due for one.\"},\n", - " {'timestamp': (12.14, 12.86), 'text': ' He has not, no.'},\n", - " {'timestamp': (14.02, 20.24),\n", - " 'text': \" Well, listen, before Pete starts jinxing more people and putting bad juju out there, let's just get a final score prediction.\"},\n", - " {'timestamp': (20.4, 21.24), 'text': \" Pete, we'll start with you.\"},\n", - " {'timestamp': (21.32, 22.36), 'text': ' 27-10 Seattle.'},\n", - " {'timestamp': (22.5, 23.92), 'text': ' I think the defense is suffocating.'},\n", - " {'timestamp': (24.06, 25.66),\n", - " 'text': ' I think that offensive line is a problem.'},\n", - " {'timestamp': (26.02, 27.56),\n", - " 'text': \" And I think Drake May hasn't played well.\"},\n", - " {'timestamp': (27.66, 29.26),\n", - " 'text': ' I think Seattle dominates this game.'},\n", - " {'timestamp': (29.7, 0.0), 'text': ''},\n", - " {'timestamp': (2.6, 4.14), 'text': ' 24-17 Seattle Seahawks.'},\n", - " {'timestamp': (5.22, 5.72), 'text': ' Am I the lone wolf?'},\n", - " {'timestamp': (6.36, 6.4), 'text': ' Are you getting the pick?'},\n", - " {'timestamp': (6.7, 7.74), 'text': ' Do it.'},\n", - " {'timestamp': (8.48, 8.52), 'text': \" He's a Patriot.\"},\n", - " {'timestamp': (9.24, 9.72), 'text': \" I know he's a homer.\"},\n", - " {'timestamp': (12.24, 12.58),\n", - " 'text': ' But my initial prediction when the playoffs were set,'},\n", - " {'timestamp': (15.46, 15.58),\n", - " 'text': ' I had the New England Patriots beating Seattle.'},\n", - " {'timestamp': (16.28, 16.36), 'text': ' I had this matchup.'},\n", - " {'timestamp': (18.0, 18.16),\n", - " 'text': \" So I'm sticking with my guns with this one.\"},\n", - " {'timestamp': (21.58, 21.76), 'text': ' I had the Patriots 23-20.'},\n", - " {'timestamp': (22.9, 23.14), 'text': ' You told me you were wavering.'},\n", - " {'timestamp': (23.84, 24.0), 'text': \" I'm not wavering.\"},\n", - " {'timestamp': (27.08, 27.18),\n", - " 'text': ' Fellas, the best part about being the point guard is I just dish it out.'},\n", - " {'timestamp': (28.12, 29.2),\n", - " 'text': \" I don't need to make a pick. You already know who I'm rocking with.\"},\n", - " {'timestamp': (0.0, 1.18), 'text': \" We appreciate y'all.\"},\n", - " {'timestamp': (1.4, 2.4), 'text': ' Final day already.'},\n", - " {'timestamp': (2.58, 4.12),\n", - " 'text': ' Our real Super Bowl coming up in two days.'},\n", - " {'timestamp': (4.36, 4.78), 'text': \" Thank y'all.\"},\n", - " {'timestamp': (4.88, 5.6), 'text': \" We appreciate y'all.\"}]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result['chunks']" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "5448a72e", - "metadata": {}, - "outputs": [], - "source": [ - "def whisper_result_to_dataframe(result: Mapping[str, Any], video_id: str) -> pd.DataFrame:\n", - " \"\"\"\n", - " Converts the dict from pipeline Whisper into a DataFrame:\n", - " Text, Start Time, Duration, Video ID.\n", - " \"\"\"\n", - " rows = []\n", - " chunks = result.get(\"chunks\") or []\n", - " for chunk in chunks:\n", - " text = (chunk.get(\"text\") or \"\").strip()\n", - " ts = chunk.get(\"timestamp\")\n", - " if not text or ts is None:\n", - " continue\n", - " start_s = end_s = None\n", - " if isinstance(ts, (list, tuple)):\n", - " if len(ts) >= 2:\n", - " a, b = ts[0], ts[1]\n", - " \n", - " if a is not None and b is not None:\n", - " try:\n", - " start_s = float(a)\n", - " end_s = float(b)\n", - " except (TypeError, ValueError):\n", - " continue\n", - " \n", - " elif a is not None and b is None:\n", - " continue \n", - " elif len(ts) == 1 and ts[0] is not None:\n", - " try:\n", - " start_s = float(ts[0])\n", - " end_s = start_s \n", - " except (TypeError, ValueError):\n", - " continue\n", - " elif isinstance(ts, dict):\n", - " a = ts.get(\"start\")\n", - " b = ts.get(\"end\")\n", - " if a is None or b is None:\n", - " continue\n", - " try:\n", - " start_s = float(a)\n", - " end_s = float(b)\n", - " except (TypeError, ValueError):\n", - " continue\n", - " else:\n", - " continue\n", - " if start_s is None or end_s is None:\n", - " continue\n", - " if not math.isfinite(start_s) or not math.isfinite(end_s):\n", - " continue\n", - " duration = end_s - start_s\n", - " if duration < 0:\n", - " continue\n", - " rows.append({\n", - " \"Text\": text,\n", - " \"Start Time\": start_s,\n", - " \"Duration\": duration,\n", - " \"Video ID\": video_id,\n", - " })\n", - " return pd.DataFrame(rows)" + "df = extract_transcript_df(\"AoE8KFAXHSc\", extract_with_whisper=True, whisper_pipe=pipe, audio_dir=r\"..\\data\\yt\\mp3_audio\\sports\")" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "e62d0aeb", + "execution_count": 14, + "id": "f6ce3b55", "metadata": {}, "outputs": [ { @@ -2171,144 +615,78 @@ " \n", " \n", " 0\n", - " Welcome to CBS Sports HQ presented by Heinz. It has to be Heinz and this has to be a good show because it's a Friday of Super Bowl week. I'm Jenny Dell. The Super Bowl the day after tomorrow. We are almost there. We've made it. Let's get through this Friday afternoon together and then we can celebrate Super Bowl weekend. Super Bowl 60 going down on Sunday at Levi's Stadium. Seahawks and the Patriots battling for NFL supremacy. The Patriots 12th the Super Bowl appearance. That's the most of any franchise and of course a rematch of Super Bowl 49 with\n", + " So the Champions League Round of 16 has finally taken shape with eight clubs joining the knockout round playoffs into this pool\n", " 0.00\n", - " 29.98\n", - " Z0xP3GNpjkw\n", + " 7.60\n", + " AoE8KFAXHSc\n", " \n", " \n", " 1\n", - " And hearing about that all week, the Pats, of course, won that one.\n", - " 3.14\n", - " 0.36\n", - " Z0xP3GNpjkw\n", + " Where we are one step closer to the final in Budapest the life of Athletica Madrid and Atalanta who came back against Dortmund\n", + " 7.92\n", + " 7.16\n", + " AoE8KFAXHSc\n", " \n", " \n", " 2\n", - " Fun fact for this, this marks the 10th Super Bowl rematch ever.\n", - " 6.60\n", - " 0.20\n", - " Z0xP3GNpjkw\n", + " Real Madrid's in there as well and new castle setting up some really\n", + " 15.08\n", + " 4.48\n", + " AoE8KFAXHSc\n", " \n", " \n", " 3\n", - " The previous nine, the team that won the first meeting has gone on to win six times.\n", - " 10.98\n", - " 0.12\n", - " Z0xP3GNpjkw\n", + " Enticing matchups and you can get ready for this stage like never before with the Champions League bracket games\n", + " 19.92\n", + " 6.52\n", + " AoE8KFAXHSc\n", " \n", " \n", " 4\n", - " So history, pressure, the Lombardi Trophy on the line.\n", - " 14.26\n", - " 0.10\n", - " Z0xP3GNpjkw\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 227\n", - " We appreciate y'all.\n", - " 0.00\n", - " 1.18\n", - " Z0xP3GNpjkw\n", - " \n", - " \n", - " 228\n", - " Final day already.\n", - " 1.40\n", - " 1.00\n", - " Z0xP3GNpjkw\n", - " \n", - " \n", - " 229\n", - " Our real Super Bowl coming up in two days.\n", - " 2.58\n", - " 1.54\n", - " Z0xP3GNpjkw\n", - " \n", - " \n", - " 230\n", - " Thank y'all.\n", - " 4.36\n", - " 0.42\n", - " Z0xP3GNpjkw\n", - " \n", - " \n", - " 231\n", - " We appreciate y'all.\n", - " 4.88\n", - " 0.72\n", - " Z0xP3GNpjkw\n", + " you can create a Paul against friends or compete for the chance to win a dream trip to London. Plus see how you stack up against your favourite Champions League on air personalities,\n", + " 4.96\n", + " 5.20\n", + " AoE8KFAXHSc\n", " \n", " \n", "\n", - "

232 rows × 4 columns

\n", "" ], "text/plain": [ - " Text \\\n", - "0 Welcome to CBS Sports HQ presented by Heinz. It has to be Heinz and this has to be a good show because it's a Friday of Super Bowl week. I'm Jenny Dell. The Super Bowl the day after tomorrow. We are almost there. We've made it. Let's get through this Friday afternoon together and then we can celebrate Super Bowl weekend. Super Bowl 60 going down on Sunday at Levi's Stadium. Seahawks and the Patriots battling for NFL supremacy. The Patriots 12th the Super Bowl appearance. That's the most of any franchise and of course a rematch of Super Bowl 49 with \n", - "1 And hearing about that all week, the Pats, of course, won that one. \n", - "2 Fun fact for this, this marks the 10th Super Bowl rematch ever. \n", - "3 The previous nine, the team that won the first meeting has gone on to win six times. \n", - "4 So history, pressure, the Lombardi Trophy on the line. \n", - ".. ... \n", - "227 We appreciate y'all. \n", - "228 Final day already. \n", - "229 Our real Super Bowl coming up in two days. \n", - "230 Thank y'all. \n", - "231 We appreciate y'all. \n", + " Text \\\n", + "0 So the Champions League Round of 16 has finally taken shape with eight clubs joining the knockout round playoffs into this pool \n", + "1 Where we are one step closer to the final in Budapest the life of Athletica Madrid and Atalanta who came back against Dortmund \n", + "2 Real Madrid's in there as well and new castle setting up some really \n", + "3 Enticing matchups and you can get ready for this stage like never before with the Champions League bracket games \n", + "4 you can create a Paul against friends or compete for the chance to win a dream trip to London. Plus see how you stack up against your favourite Champions League on air personalities, \n", "\n", - " Start Time Duration Video ID \n", - "0 0.00 29.98 Z0xP3GNpjkw \n", - "1 3.14 0.36 Z0xP3GNpjkw \n", - "2 6.60 0.20 Z0xP3GNpjkw \n", - "3 10.98 0.12 Z0xP3GNpjkw \n", - "4 14.26 0.10 Z0xP3GNpjkw \n", - ".. ... ... ... \n", - "227 0.00 1.18 Z0xP3GNpjkw \n", - "228 1.40 1.00 Z0xP3GNpjkw \n", - "229 2.58 1.54 Z0xP3GNpjkw \n", - "230 4.36 0.42 Z0xP3GNpjkw \n", - "231 4.88 0.72 Z0xP3GNpjkw \n", - "\n", - "[232 rows x 4 columns]" + " Start Time Duration Video ID \n", + "0 0.00 7.60 AoE8KFAXHSc \n", + "1 7.92 7.16 AoE8KFAXHSc \n", + "2 15.08 4.48 AoE8KFAXHSc \n", + "3 19.92 6.52 AoE8KFAXHSc \n", + "4 4.96 5.20 AoE8KFAXHSc " ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_whisper_transcripts = whisper_result_to_dataframe(result, video_id)\n", - "df_whisper_transcripts" + "df.head()" ] }, { "cell_type": "code", "execution_count": null, - "id": "295b3dc1", + "id": "767d3f95", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\whisper_transcripts\\Z0xP3GNpjkw.csv\n" - ] - } - ], + "outputs": [], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", "save_data_path = os.path.join(base_data_path, \"yt\", \"whisper_transcripts\", \"sports\")\n", - "DataProcessing.save_to_file(df_whisper_transcripts, path=save_data_path, prefix=f'{video_id}', save_file_type='csv', include_version=False)" + "DataProcessing.save_to_file(df, path=save_data_path, prefix=f'{video_id}', save_file_type='csv', include_version=False)" ] }, { diff --git a/prediction_acquition-youtube/2-label_text.ipynb b/prediction_acquition-youtube/2-label_text.ipynb index 0d3ae80..25b7d5e 100644 --- a/prediction_acquition-youtube/2-label_text.ipynb +++ b/prediction_acquition-youtube/2-label_text.ipynb @@ -67,13 +67,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "06a3c656", "metadata": {}, "outputs": [], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir)\n", - "yt_data_path = os.path.join(base_data_path, 'yt', 'sports', 'whisper_transcripts')\n", + "yt_data_path = os.path.join(base_data_path, 'yt', 'whisper_transcripts', 'sports')\n", "transcripts = os.listdir(yt_data_path)" ] }, @@ -94,7 +94,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 7/7 [00:00<00:00, 61.59it/s]\n" + "100%|██████████| 7/7 [00:00<00:00, 50.44it/s]\n" ] }, { @@ -292,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 6, "id": "af279592", "metadata": {}, "outputs": [ @@ -1302,7 +1302,7 @@ " ...]" ] }, - "execution_count": 47, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1314,7 +1314,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 7, "id": "a4480d7f", "metadata": {}, "outputs": [ @@ -1353,7 +1353,7 @@ " 'Yes.']" ] }, - "execution_count": 83, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1380,7 +1380,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "9e05974a", "metadata": {}, "outputs": [], @@ -1422,7 +1422,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "a8fa141d", "metadata": {}, "outputs": [ @@ -1436,11 +1436,11 @@ { "data": { "text/plain": [ - "{'llama-3.1-8b-instant': ,\n", - " 'llama-3.3-70b-versatile': }" + "{'llama-3.1-8b-instant': ,\n", + " 'llama-3.3-70b-versatile': }" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1464,17 +1464,7 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "e1a01c34", - "metadata": {}, - "outputs": [], - "source": [ - "cleaned_transcripts = cleaned_transcripts[732:]" - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "66bce6de", "metadata": {}, "outputs": [ @@ -1482,431 +1472,246 @@ "name": "stdout", "output_type": "stream", "text": [ - "0 --- Sentence: Are you trying to give out several props so you can try to catch him?\n", + "0 --- Sentence: That's the reason you don't have to get frustrated.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", - "1 --- Sentence: I'm going to catch him.\n", - " Model: llama-3.1-8b-instant | Label: 1\n", - " Model: llama-3.3-70b-versatile | Label: 1\n", - "2 --- Sentence: I'll give him a prop, too.\n", + "1 --- Sentence: It's not even that we have to have you number one in the progression or we have to make sure we call this play for you.\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", - "3 --- Sentence: Next week.\n", - "4 --- Sentence: You can mathematically eliminate.\n", - "5 --- Sentence: No, not eliminate yet.\n", - "6 --- Sentence: if we give more props next week.\n", - "7 --- Sentence: Well, next week, yeah.\n", - "8 --- Sentence: We're going to be out there.\n", - "9 --- Sentence: We might as well have some game going.\n", - "10 --- Sentence: What do you think the vibe is going to be like for this?\n", - "11 --- Sentence: Because I talked to Kyle about this a little bit earlier on our YouTube piece.\n", - "12 --- Sentence: From the outside looking in, there's no Mahomes.\n", - "13 --- Sentence: So many years we had Brady in there.\n", - "14 --- Sentence: Blah.\n", - "15 --- Sentence: Yeah, it seems like that.\n", - "16 --- Sentence: Unless you're a football guy.\n", - "17 --- Sentence: Right.\n", - "18 --- Sentence: I mean, from a football standpoint, it's great.\n", - "19 --- Sentence: How do you sell it, though?\n", - "20 --- Sentence: It's going to be a hard sell.\n", - "21 --- Sentence: I think it's a hard sell.\n", - "22 --- Sentence: Let's just put it this way.\n", - "23 --- Sentence: It's a Paramount Plus movie and Sam Darnold, okay?\n", - "24 --- Sentence: It's the rookie of the second year, rookie of the year, Drake May, you know what I'm saying, who's almost the MVP.\n", - "25 --- Sentence: These are the new stars, right?\n", - "26 --- Sentence: Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.\n", - "27 --- Sentence: But where are the villains?\n", - "28 --- Sentence: You know, you want villains.\n", - "29 --- Sentence: Mike Vrabel is kind of a villain.\n", - "30 --- Sentence: I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years.\n", - "31 --- Sentence: Yeah, but the different team, though.\n", - "32 --- Sentence: It's a different team, and sometimes when you get removed from it, it's different.\n", - "33 --- Sentence: It's not Belichick.\n", - "34 --- Sentence: It's not Brady.\n", - "35 --- Sentence: So you look at it and you go, oh, new guys, Mike Vrabel and Drake May.\n", - "36 --- Sentence: We don't hate them as much, and I think there's some of that there.\n", - "37 --- Sentence: It is kind of a blah Super Bowl from the buildup and what people are saying about it Because you're right, there's no Mahomes, there's no Eagles going for another one.\n", - "38 --- Sentence: Back-to-back, Mahomes is going for three.\n", - "39 --- Sentence: There's no real, where are the villains?\n", - "40 --- Sentence: Every team has a villain.\n", - "41 --- Sentence: Where are the villains on these teams?\n", - "42 --- Sentence: Do you have any?\n", - "43 --- Sentence: For me, the villains are up front for the Seattle Seahawks.\n", - "44 --- Sentence: Well, they're nasty.\n", - "45 --- Sentence: They're nasty.\n", - "46 --- Sentence: The villains are up front for both defenses.\n", - "47 --- Sentence: But do they stand over toppy and taunt you and all that?\n", - "48 --- Sentence: No, they're extremely well coached.\n", - "49 --- Sentence: They respect the game of football.\n", - "50 --- Sentence: And I think that's why I enjoy watching these teams play.\n", - "51 --- Sentence: Because they fly around and they are taking on the identity of their coaches.\n", - "52 --- Sentence: The Mike and Mikes.\n", - "53 --- Sentence: You know what I'm saying?\n", - "54 --- Sentence: Mike McDonald's done a fantastic job with that group, the culture they've instilled.\n", - "55 --- Sentence: And I think they're no BS.\n", - "56 --- Sentence: They just go win.\n", - "57 --- Sentence: And the Patriots, we know how Vrabel's always been, and that's how his team is.\n", - "58 --- Sentence: But even Diggs, you know, in his past, he's not anymore.\n", - "59 --- Sentence: I mean, it's unbelievable.\n", - "60 --- Sentence: These teams are kind of dull.\n", - "61 --- Sentence: They still let Mac Hollins be Mac Hollins.\n", - "62 --- Sentence: They're damn good football teams, and that's all you want.\n", - "63 --- Sentence: But they're dull.\n", - "64 --- Sentence: All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", - "65 --- Sentence: I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\n", - "66 --- Sentence: That's what you're going to get.\n", - "67 --- Sentence: All right.\n", - "68 --- Sentence: Super Bowl 60 is coming up a week from Sunday.\n", - "69 --- Sentence: We still have best bets.\n", - "70 --- Sentence: Wait a second.\n", - "71 --- Sentence: Why is Pete listed ahead of me?\n", - "72 --- Sentence: Wait a second.\n", - "73 --- Sentence: What is this crap?\n", - "74 --- Sentence: What did you do?\n", - "75 --- Sentence: I shouldn't be there.\n", - "76 --- Sentence: What did you do?\n", - "77 --- Sentence: Are we being DDoSed?\n", - "78 --- Sentence: I didn't do that.\n", - "79 --- Sentence: Unless somebody's giving you your picks, too.\n", - "80 --- Sentence: No, I'm the only one above 500.\n", - "81 --- Sentence: I'm listed second?\n", - "82 --- Sentence: Boyd, is somebody giving you your picks too?\n", - "83 --- Sentence: Since I'm number one, I'm going to give my first pick.\n", - "84 --- Sentence: And I'm going to go against you guys.\n", - "85 --- Sentence: I'm going to take the points with the Patriots.\n", - "86 --- Sentence: Patriots plus four and a half.\n", - "87 --- Sentence: Underdogs.\n", - "88 --- Sentence: I'm not saying they win it.\n", - "89 --- Sentence: You're going to lean into that.\n", - "90 --- Sentence: Underdogs, yes.\n", - "91 --- Sentence: Three straight times, the underdog has won outright.\n", - "92 --- Sentence: Five straight times, the underdog is covered in the Super Bowl.\n", - "93 --- Sentence: You're going with the pattern.\n", - "94 --- Sentence: I'm going to say six.\n", - "95 --- Sentence: You're staying.\n", - "96 --- Sentence: We're trend busters.\n", - "97 --- Sentence: That's what we need.\n", - "98 --- Sentence: We're on it.\n", - "99 --- Sentence: Give me some.\n", - "100 --- Sentence: Our last pick of the year.\n", - "101 --- Sentence: We buck trends.\n", - "102 --- Sentence: By the way, say that fast.\n", - "103 --- Sentence: By the way, say that fast.\n", - "104 --- Sentence: Bucking trends.\n", - "105 --- Sentence: Can we thank everybody for watching us and putting up with our BS all year?\n", - "106 --- Sentence: Absolutely.\n", - "107 --- Sentence: The last two years have been fun.\n", - "108 --- Sentence: It's great.\n", - "109 --- Sentence: As back-to-back champ, it's even more fun.\n", - "110 --- Sentence: Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season.\n", - "111 --- Sentence: Stop it.\n", - "112 --- Sentence: Kyle, what pick did they give you this week?\n", - "113 --- Sentence: This week, we're going pick for the game.\n", - "114 --- Sentence: I'm going to go Seattle Seahawks.\n", - "115 --- Sentence: My best bet is JSN anytime touchdown.\n", - "116 --- Sentence: If you watch the Seahawks, this guy's going to score.\n", - "117 --- Sentence: They're going to find a way.\n", - "118 --- Sentence: Who gave you that one?\n", - "119 --- Sentence: JSN.\n", - "120 --- Sentence: Me.\n", - "121 --- Sentence: Okay.\n", - "122 --- Sentence: You actually did that one this week?\n", - "123 --- Sentence: Mies Ohos.\n", - "124 --- Sentence: Because I know the last three you didn't do.\n", - "125 --- Sentence: I did.\n", - "126 --- Sentence: I did Jarrett Stidham rushing because I saw a graphic on TikTok that said Jarrett Stidham was a better dual threat quarterback than Lamar Jackson, Jawan Jennings, Joe Burrow.\n", - "127 --- Sentence: By the way, why was Joe Burrow even on that list?\n", - "128 --- Sentence: Whoever was evaluating dual threat or the definition of it should be fired.\n", - "129 --- Sentence: Joe Burrow, not a dual threat.\n", - "130 --- Sentence: When they came out of high school.\n", - "131 --- Sentence: Because Jawan Jennings was a quarterback.\n", - "132 --- Sentence: He was great.\n", - "133 --- Sentence: You want to give like five best bets so you can try to catch up here?\n", - "134 --- Sentence: No, I got one.\n", - "135 --- Sentence: Hunter Henry over 37 and a half receiving yards.\n", - "136 --- Sentence: You're going prop two?\n", - "137 --- Sentence: And you know why?\n", - "138 --- Sentence: Because the Seahawks all year have struggled against tight ends.\n", - "139 --- Sentence: And in the playoffs, they've given up, I think, 11 catches in the playoffs in their two games.\n", - "140 --- Sentence: And they average against them six and a half catches and 70 yards receiving from the tight end position.\n", - "141 --- Sentence: So that's going to be a problem.\n", - "142 --- Sentence: So that was your bonus one?\n", - "143 --- Sentence: That's my best bet.\n", - "144 --- Sentence: I'll give a bonus one.\n", - "145 --- Sentence: Okay.\n", - "146 --- Sentence: I'm going to go Tank Lawrence half a sack.\n", - "147 --- Sentence: I had Leonard Williams for half a sack.\n", - "148 --- Sentence: We're going to be in on it.\n", - "149 --- Sentence: I think we're both going to be right.\n", - "150 --- Sentence: They're going to be hugging Drake May together?\n", - "151 --- Sentence: No, no.\n", - "152 --- Sentence: They're each going to get more than a half.\n", - "153 --- Sentence: They're both going to get one.\n", - "154 --- Sentence: Great.\n", - "155 --- Sentence: There we go.\n", - "156 --- Sentence: We got one more best bet from the producers.\n", - "157 --- Sentence: I thought for sure it would be like a national anthem over under, something like that.\n", - "158 --- Sentence: There will be a falconer.\n", - "159 --- Sentence: Bad bunny number of dresses he wears at the halftime show.\n", - "160 --- Sentence: So they're going to go one rushing touchdown and one passing touchdown from each team.\n", - "161 --- Sentence: I like that.\n", - "162 --- Sentence: I like that.\n", - "163 --- Sentence: Some balance.\n", - "164 --- Sentence: We got some balance.\n", - "165 --- Sentence: And that's plus 220.\n", - "166 --- Sentence: So you got value on that.\n", - "167 --- Sentence: That is actually pretty good.\n", - "168 --- Sentence: We like value.\n", - "169 --- Sentence: Well, if you think it's going to be a defensive game, then maybe not so much.\n", - "170 --- Sentence: But I think I actually like that.\n", - "171 --- Sentence: These are the two.\n", - "172 --- Sentence: Not as unhinged as usual.\n", - "173 --- Sentence: When you combine regular season and postseason, And these are the two best defenses at not allowing points this season in the Patriots and the Seahawks.\n", - "174 --- Sentence: It's been fun.\n", - "175 --- Sentence: Those are our best bets for the final time.\n", - "176 --- Sentence: You guys are going to be out there.\n", - "177 --- Sentence: I'm sure you're going to give us a lot more picks coming up next week.\n", - "178 --- Sentence: And those will count, too.\n", - "179 --- Sentence: And then me and Pete go on vacation together.\n", - "180 --- Sentence: You know, they count.\n", - "181 --- Sentence: Going to Barbados together.\n", - "182 --- Sentence: We're going to Sandals.\n", - "183 --- Sentence: Let's make a decision.\n", - "184 --- Sentence: Should the picks we make out there count?\n", - "185 --- Sentence: Yes or no?\n", - "186 --- Sentence: Sure.\n", - "187 --- Sentence: Sure, they'll count.\n", - "188 --- Sentence: Yeah, let's count them.\n", - "189 --- Sentence: I can catch them then.\n", - "190 --- Sentence: We'll give you a shot, Pete.\n", - "191 --- Sentence: We'll give you a shot.\n", - "192 --- Sentence: I don't know.\n", - "193 --- Sentence: If his studio help gives him picks, I won't have a chance.\n", - "194 --- Sentence: Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n", - "195 --- Sentence: If Sam Darnold wins the Super Bowl, will we consider him elite?\n", - "196 --- Sentence: Cam Newton says he is playing possessed.\n", - "197 --- Sentence: What do you think?\n", - "198 --- Sentence: This for me?\n", - "199 --- Sentence: Yep.\n", - "200 --- Sentence: Hell no.\n", - "201 --- Sentence: What you mean elite?\n", - "202 --- Sentence: Elite is reserved for the dude that just walked out of here.\n", - "203 --- Sentence: That's elite.\n", - "204 --- Sentence: Like, well, whatever your definition is.\n", - "205 --- Sentence: Like, I've had to become a better person through my therapist for not thinking that everybody thinks, you know, when things should be obvious.\n", - "206 --- Sentence: when I think things should be obvious that everybody else should.\n", - "207 --- Sentence: Here's the thing, man.\n", - "208 --- Sentence: I think because we're so inundated with clips of sports and we always see it and it's always on and we get this idea that because a dude accomplishes something or it's a great story to tell.\n", - "209 --- Sentence: It's one MJ.\n", - "210 --- Sentence: It's one Braun.\n", - "211 --- Sentence: It's one Wayne Gretzky.\n", - "212 --- Sentence: It's one Deion Sanders.\n", - "213 --- Sentence: When I think elite, Bo Jackson was elite.\n", - "214 --- Sentence: There's a difference when those guys are doing what they do as opposed to everybody else.\n", - "215 --- Sentence: So I don't tag that moniker to Sam Darnold.\n", - "216 --- Sentence: It's just that simple.\n", - "217 --- Sentence: When you give the words elite or great, to me that's an upper echelon tier that only is reserved for a few people that's ever done things.\n", - "218 --- Sentence: But you're mentioning players that don't play anymore.\n", - "219 --- Sentence: Are there elite quarterbacks that maybe he could surpass or very good quarterbacks he could surpass that are currently playing.\n", - "220 --- Sentence: He's not going to pass Patrick Mahomes.\n", - "221 --- Sentence: He's not going to pass Josh Allen.\n", - "222 --- Sentence: He's not going to pass Matthew Stafford.\n", - "223 --- Sentence: Those are guys that are going to be in that elite conversation when it's all said and done that are currently playing.\n", - "224 --- Sentence: He's not going to pass Lamar Jackson based on a win in the Super Bowl.\n", - "225 --- Sentence: So, again, the overall accomplishment will pass all of those guys that haven't won one.\n", - "226 --- Sentence: But ultimately, when I think about elite, I think about the individual and what he brings.\n", - "227 --- Sentence: I think, too, what we have to understand, especially as people are hearing this discussion take place, you're not hating.\n", - "228 --- Sentence: You're not bitter.\n", - "229 --- Sentence: You're not in a position of, hey, why would you say it like that?\n", - "230 --- Sentence: Why would you tear another person down?\n", - "231 --- Sentence: The reality is this.\n", - "232 --- Sentence: When you start to mention elite play or to say this person isn't elite, that's not a shot to say he's a bad player either.\n", - "233 --- Sentence: No, not at all.\n", - "234 --- Sentence: I think when you start to really unpack Sam Darnold, This isn't even the best version of Sam Darnold.\n", - "235 --- Sentence: I think what Sam Darnold has reminded everybody in the NFL is maybe we need to get back to sitting our players and developing them the right way rather than drafting a player early and expecting him to play early.\n", - "236 --- Sentence: That's not realistic.\n", - "237 --- Sentence: That's not what certain players need for them to get the best output of their skill set.\n", - "238 --- Sentence: So maybe Sam Darnold is setting a new precedent for quarterbacks to be at the elite level, right?\n", - "239 --- Sentence: Okay, patience.\n", - "240 --- Sentence: Go ahead, R.C.\n", - "241 --- Sentence: First off, I'm not going to be platonic with y'all.\n", - "242 --- Sentence: Oh, platonically?\n", - "243 --- Sentence: Right now, you feel me?\n", - "244 --- Sentence: Like, let's keep it real.\n", - "245 --- Sentence: Sam Darnold is playing at an extremely high level.\n", - "246 --- Sentence: Sam Darnold has been a two-time Pro Bowler for the Minnesota Vikings last year and now for the Seattle Seahawks.\n", - "247 --- Sentence: Sam Darnold is nowhere near the elite conversation.\n", - "248 --- Sentence: but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls.\n", - "249 --- Sentence: Eli Manning was never an elite quarterback.\n", - "250 --- Sentence: Eli Manning won two Super Bowls because he was in a great situation.\n", - "251 --- Sentence: He had the right support system.\n", - "252 --- Sentence: He had an excellent head coach.\n", - "253 --- Sentence: He had a top-tier defense.\n", - "254 --- Sentence: That's exactly what's happening for Sam Darnold.\n", - "255 --- Sentence: We had this conversation last year.\n", - "256 --- Sentence: Sam Darnold may go out and have a crazy Super Bowl.\n", - "257 --- Sentence: You know who had two phenomenal Super Bowls that nobody ever says is elite?\n", - "258 --- Sentence: Jalen Hurts.\n", - "259 --- Sentence: Jalen Hurts didn't just have a phenomenal Super Bowl and play well against the team.\n", - "260 --- Sentence: He had a phenomenal Super Bowl, outplayed the best player in the world, and we were still having conversations in the offseason if he was even top ten.\n", - "261 --- Sentence: He's been an all-pro.\n", - "262 --- Sentence: He was a second-team all-pro.\n", - "263 --- Sentence: He was a Super Bowl MVP, and still nobody has that conversation.\n", - "264 --- Sentence: We don't have to talk about a player being elite to respect him.\n", - "265 --- Sentence: I respect Sam Darnold.\n", - "266 --- Sentence: I know Sam Darnold is good enough to win with.\n", - "267 --- Sentence: I know Sam Darnold is going to show up every day and give you the best he possibly can.\n", - "268 --- Sentence: The deal, nothing y'all said was wrong, but it doesn't mean that it doesn't provoke a conversation.\n", - "269 --- Sentence: Obviously, you respect Sam Darnold, all right?\n", - "270 --- Sentence: You respect what he's done, et cetera.\n", - "271 --- Sentence: You get that part.\n", - "272 --- Sentence: Here's where it gets interesting.\n", - "273 --- Sentence: I'm going to challenge y'all as former football players to make up your mind, because when you brought up Jalen Hurts, Jalen Hurts has spent, even though we all respect him, and we know he's Super Bowl champion, Super Bowl MVP, two Super Bowls.\n", - "274 --- Sentence: He would have been the MVP if he'd be Kent City's first goal round, all this other stuff.\n", - "275 --- Sentence: There have been too many instances during the regular season when he didn't appear elite, when his numbers didn't appear elite, when his performance didn't appear elite, right?\n", - "276 --- Sentence: But we're looking at what he did in the Super Bowls, and we're like, he that do.\n", - "277 --- Sentence: Sam Donald's the opposite.\n", - "278 --- Sentence: The brother 28-4 over the last two seasons, 28-6 over the last two regular seasons.\n", - "279 --- Sentence: He performed very poorly in the season finale against Detroit last year.\n", - "280 --- Sentence: And then the playoff game when he was sacked nine times by the Rams last year.\n", - "281 --- Sentence: This year he comes out, plays lights out.\n", - "282 --- Sentence: They blow out San Francisco 41-6.\n", - "283 --- Sentence: NFC Championship game, he throws 346 starts.\n", - "284 --- Sentence: And if he wins the Super Bowl, that would be put on top of what he has done over the last two years.\n", - "285 --- Sentence: So as a pundit and a commentator who didn't play, I'm looking at pundits and commentators who did play.\n", - "286 --- Sentence: And I'm saying to y'all, I'm asking y'all, what's the standard when we're talking about elite?\n", - "287 --- Sentence: Because usually y'all would lean to a body of work that obviously includes the regular season.\n", - "288 --- Sentence: And now with Sam Darnold, we're not necessarily.\n", - "289 --- Sentence: Okay, well, here is all I'm going to say because I love that you used Jalen Hurts and you used Sam Darnold's record for his team in the last two years.\n", - "290 --- Sentence: Jalen Hurts in the last four, 11-6, 14-3, 11-6, 14-3, two Super Bowl appearances and phenomenal play.\n", - "291 --- Sentence: So if we are going to use him as the standard, we also have to look at regular season play and say that until week 16, we were questioning Sam Darnold still.\n", - "292 --- Sentence: We were having the conversation.\n", - "293 --- Sentence: But were we right to do it?\n", - "294 --- Sentence: Yes.\n", - "295 --- Sentence: No one already did it.\n", - "296 --- Sentence: Exactly.\n", - "297 --- Sentence: But I'm saying just because he goes on this run, and I hate being this person, and just because he goes on this run, we can't forget that he led the league in turnovers with 20.\n", - "298 --- Sentence: That's not elite level play.\n", - "299 --- Sentence: R.C., listen.\n", - "300 --- Sentence: What your damn eyes telling you?\n", - "301 --- Sentence: Like, that's why I said, like, some people have this definition of elite.\n", - "302 --- Sentence: I don't think Jalen Hurts is elite.\n", - "303 --- Sentence: I agree with that.\n", - "304 --- Sentence: I don't.\n", - "305 --- Sentence: I think he's a really good quarterback.\n", - "306 --- Sentence: And you can win Super Bowls and they can win MVPs with that.\n", - "307 --- Sentence: You're a body of work over a period of time that separates you from everybody else playing the position.\n", - "308 --- Sentence: Can we say that about Mahomes?\n", - "309 --- Sentence: Yes.\n", - "310 --- Sentence: Can we say that about Lamar Jackson?\n", - "311 --- Sentence: Yes.\n", - "312 --- Sentence: Can we say that about Josh Allen?\n", - "313 --- Sentence: Yes.\n", - "314 --- Sentence: Those are the elite guys.\n", - "315 --- Sentence: That's it.\n", - "316 --- Sentence: Right now in this iteration of the NFL.\n", - "317 --- Sentence: What about Stafford?\n", - "318 --- Sentence: Stafford is elite for longevity.\n", - "319 --- Sentence: I'm talking about guys that have these attributes that are different.\n", - "320 --- Sentence: The other three are generationally talented players.\n", - "321 --- Sentence: Yeah, but you have elite winners.\n", - "322 --- Sentence: You have Tom Brady, elite winner, not elite athlete.\n", - "323 --- Sentence: So it's your definition.\n", - "324 --- Sentence: The elitist.\n", - "325 --- Sentence: Right, right.\n", - "326 --- Sentence: Blake Cam, last word.\n", - "327 --- Sentence: Well, me and you, the quarterback.\n", - "328 --- Sentence: But when I say certain things, it just has a different kind of reaction to how people receive it.\n", - "329 --- Sentence: What I would say about Matthew Stafford, Matthew Stafford has always been elite.\n", - "330 --- Sentence: He just didn't have the winning resume to back that.\n", - "331 --- Sentence: Now, an MVP.\n", - "332 --- Sentence: Now, Super Bowl winner.\n", - "333 --- Sentence: Now, he's now propelled himself.\n", - "334 --- Sentence: He's elite.\n", - "335 --- Sentence: Matthew Stafford's elite quarterback.\n", - "336 --- Sentence: But not just elite.\n", - "337 --- Sentence: An all-time great that we have to start to consider.\n", - "338 --- Sentence: But he also had trouble with turning the ball over sometimes.\n", - "339 --- Sentence: I'm to be corrected.\n", - "340 --- Sentence: He's corrected on that.\n", - "341 --- Sentence: That's why I say longevity has created that for him.\n", - "342 --- Sentence: For sure.\n", - "343 --- Sentence: Because even when you look at Matthew Stafford, the one thing that sticks out is he's always had elite receivers too.\n", - "344 --- Sentence: He played with the greatest receiver in Megatron.\n", - "345 --- Sentence: He's had a Devontae Smith.\n", - "346 --- Sentence: I mean, Devontae Adams, Apuka Nakua, Cooper Cup.\n", - "347 --- Sentence: These guys have always been at his disposal.\n", - "348 --- Sentence: So at the same time, he still held his own with being able to distribute the football at a high level.\n", - "349 --- Sentence: What a great time it has been here in San Francisco.\n", - "350 --- Sentence: A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park.\n", - "351 --- Sentence: And Sam Fran, I got you.\n", - "352 --- Sentence: Cam, that thing look good coming out your hand, man.\n", - "353 --- Sentence: Oh my God, it's sniping.\n", - "354 --- Sentence: Uh-oh.\n", - "355 --- Sentence: It's sniping.\n", - "356 --- Sentence: Uh-oh.\n", - "357 --- Sentence: It's sniping.\n", - "358 --- Sentence: Uh-oh.\n", - "359 --- Sentence: We'll watch one more here.\n", - "360 --- Sentence: Look at Cam.\n", - "361 --- Sentence: Oh, almost hit the light.\n", - "362 --- Sentence: Didn't though.\n", - "363 --- Sentence: And the slide.\n", - "364 --- Sentence: All right, quick predictions.\n", - "365 --- Sentence: We only got 20 seconds.\n", - "366 --- Sentence: We'll go down the line.\n", - "367 --- Sentence: Who wins on Sunday, Marcus?\n", - "368 --- Sentence: I'm taking the Seattle Seahawks.\n", - "369 --- Sentence: I think they've been more consistent.\n", - "370 --- Sentence: Seattle.\n", - "371 --- Sentence: Seattle.\n", - "372 --- Sentence: 24-10.\n", - "373 --- Sentence: We got.\n", - "374 --- Sentence: Seattle Seahawks.\n", - "375 --- Sentence: Seattle.\n", - "376 --- Sentence: Damn.\n", - "377 --- Sentence: I will take the Patriots.\n", - "378 --- Sentence: Cardi B about to have a field day with us.\n", - "379 --- Sentence: I will take the Patriots.\n", - "380 --- Sentence: Cardi B about to go crazy over there.\n", - "381 --- Sentence: Thanks for being with us all week here in San Francisco.\n", - "382 --- Sentence: Let's make our official picks.\n", - "383 --- Sentence: We'll go around.\n", - "384 --- Sentence: Ty, we'll start with you.\n", - "385 --- Sentence: Seattle Seahawks, minus four and a half.\n", - "386 --- Sentence: Super Bowl Sunday.\n", - "387 --- Sentence: McDonald's, Sam Darnold.\n", - "388 --- Sentence: Sports Rage, Gabe Berenzi says the Seattle Seahawks win.\n", - "389 --- Sentence: 27-20.\n", - "390 --- Sentence: Cover, overhits as well.\n", - "391 --- Sentence: Do you see it the same as Sports Rage?\n", - "392 --- Sentence: And can you do this as Gabe Berenzi?\n", - "393 --- Sentence: Well, you know what I mean?\n", - "394 --- Sentence: I could probably try.\n", - "395 --- Sentence: I don't know if I'm going to be able to have the same type of juice.\n", - "396 --- Sentence: All week, coming into this game, I thought Seattle was going to beat the fuck out of me.\n", - "397 --- Sentence: But the closer we've gotten to this day, maybe it's because the rage is flowing through me.\n", - "398 --- Sentence: I can't believe I'm fucking saying this, but I like the Patriots 24-21.\n", - "399 --- Sentence: So I'm not to disagree with you.\n", - "400 --- Sentence: A lot of great stats.\n", - "401 --- Sentence: I know you're diving into it, obviously.\n", - "402 --- Sentence: But it's Drake May's time.\n" - ] - }, - { - "ename": "RateLimitError", - "evalue": "Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99920, Requested 248. Please try again in 2m25.152s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mRateLimitError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[11]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m 6\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcleaned_transcript_idx\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m --- Sentence: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtext\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m model_name, model \u001b[38;5;129;01min\u001b[39;00m models.items():\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m raw_response, llm_label, llm_reasoning = \u001b[43mllm_classify_text\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mbase_prompt\u001b[49m\u001b[43m=\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[43mprompt_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mPROMPT_TYPE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel\u001b[49m\n\u001b[32m 14\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 16\u001b[39m result = (\n\u001b[32m 17\u001b[39m text,\n\u001b[32m 18\u001b[39m raw_response,\n\u001b[32m (...)\u001b[39m\u001b[32m 21\u001b[39m model_name\n\u001b[32m 22\u001b[39m )\n\u001b[32m 23\u001b[39m results.append(result)\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:873\u001b[39m, in \u001b[36mllm_classify_text\u001b[39m\u001b[34m(data, base_prompt, prompt_type, model)\u001b[39m\n\u001b[32m 870\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mUnknown prompt_type: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mprompt_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 872\u001b[39m input_prompt = model.user(prompt)\n\u001b[32m--> \u001b[39m\u001b[32m873\u001b[39m raw_text_llm_generation = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat_completion\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43minput_prompt\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 875\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 876\u001b[39m label, reasoning = parse_json_response(raw_text_llm_generation)\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:266\u001b[39m, in \u001b[36mTextGenerationModelFactory.chat_completion\u001b[39m\u001b[34m(self, messages)\u001b[39m\n\u001b[32m 243\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mchat_completion\u001b[39m(\u001b[38;5;28mself\u001b[39m, messages: List[Dict]) -> \u001b[38;5;28mstr\u001b[39m:\n\u001b[32m 244\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Generate a chat completion response.\u001b[39;00m\n\u001b[32m 245\u001b[39m \u001b[33;03m \u001b[39;00m\n\u001b[32m 246\u001b[39m \u001b[33;03m Parameters:\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 263\u001b[39m \u001b[33;03m The generated chat completion response.\u001b[39;00m\n\u001b[32m 264\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m266\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 267\u001b[39m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 268\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 269\u001b[39m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 270\u001b[39m \u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 271\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 272\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m response.choices[\u001b[32m0\u001b[39m].message.content\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\resources\\chat\\completions.py:355\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, exclude_domains, frequency_penalty, function_call, functions, include_domains, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, n, parallel_tool_calls, presence_penalty, reasoning_format, response_format, seed, service_tier, stop, store, stream, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 175\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 176\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 177\u001b[39m *,\n\u001b[32m (...)\u001b[39m\u001b[32m 221\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 222\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 223\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 224\u001b[39m \u001b[33;03m Creates a model response for the given chat conversation.\u001b[39;00m\n\u001b[32m 225\u001b[39m \n\u001b[32m (...)\u001b[39m\u001b[32m 353\u001b[39m \u001b[33;03m timeout: Override the client-level default timeout for this request, in seconds\u001b[39;00m\n\u001b[32m 354\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m355\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 356\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/openai/v1/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 357\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 358\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 359\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 360\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 361\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mexclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mexclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 362\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 363\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 364\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 365\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43minclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43minclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 366\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogit_bias\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 367\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 368\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_completion_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_completion_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 369\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 370\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmetadata\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 371\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mn\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 372\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mparallel_tool_calls\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparallel_tool_calls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 373\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpresence_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 374\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mreasoning_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mreasoning_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 375\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mresponse_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 376\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mseed\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 377\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mservice_tier\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice_tier\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 378\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstop\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 379\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstore\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 380\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstream\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 381\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtemperature\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 382\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtool_choice\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtool_choice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 383\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtools\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtools\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 384\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_logprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_logprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 385\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_p\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 386\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43muser\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 387\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 388\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 389\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 390\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 391\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 392\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 393\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 394\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 395\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 396\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1222\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1208\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1209\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1210\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1217\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1218\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1219\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1220\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1221\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1222\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1031\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1028\u001b[39m err.response.read()\n\u001b[32m 1030\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mRe-raising status error\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1031\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._make_status_error_from_response(err.response) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1033\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1035\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[33m\"\u001b[39m\u001b[33mcould not resolve response (should never happen)\u001b[39m\u001b[33m\"\u001b[39m\n", - "\u001b[31mRateLimitError\u001b[39m: Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99920, Requested 248. Please try again in 2m25.152s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}" + "2 --- Sentence: It's eventually through the flow of the offense, you'll have your chance.\n", + " Model: llama-3.1-8b-instant | Label: 1\n", + " Model: llama-3.3-70b-versatile | Label: 1\n", + "3 --- Sentence: And when he does, he seems to always capitalize.\n", + "4 --- Sentence: And like Dan says, every route, the stem, the top of the route, They look the same.\n", + "5 --- Sentence: And when the movement happens, you separate so much.\n", + "6 --- Sentence: He's so talented.\n", + "7 --- Sentence: Darnold's 18 completions or 20 or more air yards to Smith and Jigba are the most this season by any QB wide receiver combo.\n", + "8 --- Sentence: And we're going to talk about the Patriots' answer to this.\n", + "9 --- Sentence: We continue to break down every angle of the Super Bowl 60.\n", + "10 --- Sentence: There's a look at sparkling Levi's Stadium just about 35 miles down the road.\n", + "11 --- Sentence: It's going to take you a while to get there, though.\n", + "12 --- Sentence: I'm just telling you, traffic's been a little much here.\n", + "13 --- Sentence: But we expect that on a Super Bowl week.\n", + "14 --- Sentence: Christian Gonzalez has been a lockdown defender this postseason as we talk about how the Patriots can answer JSN on the other side.\n", + "15 --- Sentence: Opposing quarterbacks are completing just 39% of their passes with him in coverage this postseason.\n", + "16 --- Sentence: On pace to be the lowest in a single season postseason since NFL Next Gen began tracking in 2018.\n", + "17 --- Sentence: He's allowed no touchdowns with an interception.\n", + "18 --- Sentence: He's just been, lockdown's the best way to describe it, right?\n", + "19 --- Sentence: Dan, we spoke at length about JSN, the last block.\n", + "20 --- Sentence: What can New England try to do defensively to answer that on the other side?\n", + "21 --- Sentence: Yeah, so one pass off, two palms.\n", + "22 --- Sentence: And this is something we've talked about.\n", + "23 --- Sentence: JSN and the crossers start on one side of the field in this play action or crossing concept.\n", + "24 --- Sentence: New England is notorious for this.\n", + "25 --- Sentence: They didn't do it a ton this year, but there's a clip in the Denver game.\n", + "26 --- Sentence: And this is going to be palms, OK?\n", + "27 --- Sentence: This is quarters, so everybody's responsible for a quarter of the field in defense.\n", + "28 --- Sentence: Those two defenders at the bottom of the screen are playing palms.\n", + "29 --- Sentence: They're reading that slot receiver.\n", + "30 --- Sentence: Once that slot receiver outbreaks, it becomes cover two.\n", + "31 --- Sentence: The corner drives it.\n", + "32 --- Sentence: The safety plays over the top.\n", + "33 --- Sentence: So that's one way where they'll try to have extra bodies on him.\n", + "34 --- Sentence: The other part is this pass off when a crossing route happens.\n", + "35 --- Sentence: The man in coverage passes it off to the safety.\n", + "36 --- Sentence: He cuts it and goes over the top.\n", + "37 --- Sentence: I'm always like, it's hard at times for us, but I always know there's a shot down the field if you're not on the same page.\n", + "38 --- Sentence: That's the point, though.\n", + "39 --- Sentence: I'm trying to think about the amount of times I've seen Sam Darnold in Seattle take hole shots.\n", + "40 --- Sentence: When you look at teams that have had success against two, Otunga Valoa and the Miami Dolphins, a lot of times you've seen them in cover two or palms or two buster where you're passing off things with people who can see it from high to low.\n", + "41 --- Sentence: That's why it's so difficult in cover three.\n", + "42 --- Sentence: I also wonder what you do with Christian Gonzalez.\n", + "43 --- Sentence: If you ever say, okay, we got to get it more man-to-man, do you put him on Rashid Shaheed and allow them to be one-on-one or with Cooper Cup and then you double team where you played the cloud coverage to JSN.\n", + "44 --- Sentence: And so now you have an eye on him.\n", + "45 --- Sentence: Yeah, double 11 where you could put hands on him, have someone over the top, and I would never play in and out because he's too good of a route.\n", + "46 --- Sentence: How does that change, though, with him moving?\n", + "47 --- Sentence: The way that it changes when he moves is now you can just change the sides.\n", + "48 --- Sentence: The problem is you're never going to be upset, to me, in my opinion, if Carlton Davis has to end up on Rasheed Shaheed or Cooper Cup because it's a change of strength motion.\n", + "49 --- Sentence: What you never want is for JSN to end up in the man-to-man that would be the guy that's the second wide receiver.\n", + "50 --- Sentence: So for those who don't know, the one-double recommendation is really interesting because that's what the Patriots famously— They did it with Darrell Reeves.\n", + "51 --- Sentence: And I think it does make sense.\n", + "52 --- Sentence: It does.\n", + "53 --- Sentence: I do think, though, Gonzalez, as great as he is, Shahid can get him with his speed.\n", + "54 --- Sentence: You remember Marvin Mims, obviously, in the AFC Championship, beat him on the go route.\n", + "55 --- Sentence: And I also think if they end up playing any form of man coverage, there's here you see here Gonzo.\n", + "56 --- Sentence: I mean, he just got beat like Mims.\n", + "57 --- Sentence: But that's been there.\n", + "58 --- Sentence: That shot on the backside.\n", + "59 --- Sentence: You can take a shot at the safe.\n", + "60 --- Sentence: I think this is a little bit more into safety than Gonzo.\n", + "61 --- Sentence: Why you go get Rashid Shaheed and bring in that speed.\n", + "62 --- Sentence: Because you've seen this all year.\n", + "63 --- Sentence: You talked about them cutting the crossers.\n", + "64 --- Sentence: Teams will do that to JSN.\n", + "65 --- Sentence: It does create opportunities for the other players.\n", + "66 --- Sentence: which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez.\n", + "67 --- Sentence: My concern would actually be less JSN, even though I do think he would get his still against Gonzo, whoever, and more about the other tight ends, the backs.\n", + "68 --- Sentence: We talk about Walker.\n", + "69 --- Sentence: If you can get him on the linebackers in the passing game, this is what's scary about this.\n", + "70 --- Sentence: As much as it flows through JSN, they do have other skill players who can beat you and they can also use them to hunt matchups.\n", + "71 --- Sentence: That's why the Cooper cup being in this game is huge.\n", + "72 --- Sentence: just the understanding of space and where to go.\n", + "73 --- Sentence: I want to get to this New England Patriots defense.\n", + "74 --- Sentence: We talked about them, and we haven't really locked in on how good they've been.\n", + "75 --- Sentence: They've been phenomenal as well.\n", + "76 --- Sentence: Now we talk about what the other teams were missing, so it kind of dilutes that conversation.\n", + "77 --- Sentence: But there's also within this defense of Mike Vrabel, of wanting to keep things in front of him, there will be those open holes in this zone.\n", + "78 --- Sentence: There will be these opportunities to find space for Drake May and move this football down the field.\n", + "79 --- Sentence: Excuse me.\n", + "80 --- Sentence: So you look at this defense from New England, right, and it's about finding where the open spot is.\n", + "81 --- Sentence: You got this slot on the out route.\n", + "82 --- Sentence: To me, that's open.\n", + "83 --- Sentence: To me, that is where your eyes need to get to with an understanding of this is going to be getting the ball out of quick.\n", + "84 --- Sentence: Amina, which lends itself to what you said earlier about this defense.\n", + "85 --- Sentence: If you can find those opportunities early in downs, sometimes, And then you notice sometimes the play is called.\n", + "86 --- Sentence: There's an expectation for your first read.\n", + "87 --- Sentence: And if that first read is taken away, it's about how fast can you get to those next ones.\n", + "88 --- Sentence: And I think New England gives you a lot of those opportunities when they play zone.\n", + "89 --- Sentence: The problem is Milton Williams has been so good at pressing the pocket that you feel some panic before you can find that area.\n", + "90 --- Sentence: You see in that clips.\n", + "91 --- Sentence: But Seattle also has to take a shot on the safeties in the first two series.\n", + "92 --- Sentence: Totally agree.\n", + "93 --- Sentence: Like they have played overly aggressive in these playoffs.\n", + "94 --- Sentence: And it's why they've been able to get breakups on quick digs, on square ends.\n", + "95 --- Sentence: If you, to me, I'm calling dig and go early on in this game.\n", + "96 --- Sentence: And I'm not doing it with JSN.\n", + "97 --- Sentence: I'm doing it with Rasheed Shaheed.\n", + "98 --- Sentence: Because I believe they will be primed to allow that play to hit and get over the top early.\n", + "99 --- Sentence: Dio, do you think there is a level of respect that Mike Rabel and his staff is going to have for Sam Darnold that he didn't have for Stroud?\n", + "100 --- Sentence: Obviously, not Stidham.\n", + "101 --- Sentence: Do you think anything changes with that mindset based on what this quarterback from Seattle has shown?\n", + "102 --- Sentence: I have a level of respect for the skill play.\n", + "103 --- Sentence: Yes, and I also think the level of respect for the scheme diversity.\n", + "104 --- Sentence: All the things that you just – and you never see Darnold throw the ball from the same spot two times in a row.\n", + "105 --- Sentence: It's three-step.\n", + "106 --- Sentence: It's five-step.\n", + "107 --- Sentence: It's boot to the left, boot to the right.\n", + "108 --- Sentence: It's roll behind the guard, roll behind the tack.\n", + "109 --- Sentence: I think that's the challenging thing from that perspective.\n", + "110 --- Sentence: They just always give him so many answers on first down.\n", + "111 --- Sentence: I think where you see what you're talking about come to play is if it gets to third down, that's where you start to worry about Darnold.\n", + "112 --- Sentence: Totally.\n", + "113 --- Sentence: All right, are you guys ready for us to make some Super Bowl picks?\n", + "114 --- Sentence: Yeah, that's coming up next.\n", + "115 --- Sentence: Sunday at 6.30 Eastern, these two teams will figure out which one ends up hoisting that Lombardi.\n", + "116 --- Sentence: You see them talking about it.\n", + "117 --- Sentence: It's becoming even more real.\n", + "118 --- Sentence: And Marcus, when you look at this game, what's one thing that you think will define Super Bowl 60?\n", + "119 --- Sentence: A young man by the name of Dwayne Carter, a.k.a.\n", + "120 --- Sentence: Lil Wayne, has said, what is a goon to a goblin?\n", + "121 --- Sentence: And Leonard Williams is a goblin.\n", + "122 --- Sentence: And the other side of that is Milton Williams is a goblin, who we haven't talked about enough, who's taken over games for the New England Patriots on the interior.\n", + "123 --- Sentence: He is doing exactly what they paid him to do.\n", + "124 --- Sentence: For as much as we've talked about the Seattle Seahawks defensive line, these two interior guys between Christian Barmore and Milton Williams have impacted games as much as anybody in these playoffs.\n", + "125 --- Sentence: And I think in order for New England to have a shot at winning this game and winning it straight up, those two are who we are going to have to talk about after the game.\n", + "126 --- Sentence: I don't know if you can talk about pivotal matchups in this game and not mention the name Will Campbell.\n", + "127 --- Sentence: Yeah.\n", + "128 --- Sentence: Since returning from injury, Will Campbell has truly been an Achilles heel for this offense.\n", + "129 --- Sentence: And Drake made the pressure that we've seen created from the left side of the offensive line of the New England Patriots.\n", + "130 --- Sentence: And if you're Mike McDonald, this Seahawks defense, you're going to try to get as many one-on-one matchups as you can with the young rookie.\n", + "131 --- Sentence: And believe me, he is going to be the fish.\n", + "132 --- Sentence: There are going to be arguments on the sideline of who gets to line up on the right side of the defensive line.\n", + "133 --- Sentence: We've been showing you guys explosive Seattle pass plays all week.\n", + "134 --- Sentence: Most of them happen on first down.\n", + "135 --- Sentence: Under Sender, play action.\n", + "136 --- Sentence: Jackson Smith and Jigba running deep on the crosser.\n", + "137 --- Sentence: They averaged nearly nine yards a pass on first down this season, second only to New England Patriots.\n", + "138 --- Sentence: but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run-pass conflict.\n", + "139 --- Sentence: It's when they're the best.\n", + "140 --- Sentence: Yeah, going last on this one is outstanding.\n", + "141 --- Sentence: There you go, Dan.\n", + "142 --- Sentence: Dan, here's a short one for you.\n", + "143 --- Sentence: All right, turnovers.\n", + "144 --- Sentence: Five kickers.\n", + "145 --- Sentence: Look at whether the storm.\n", + "146 --- Sentence: Both of these teams lead the NFL or tops in the NFL when it comes to first quarter scoring differential.\n", + "147 --- Sentence: So, like, who comes out and throws the first punch?\n", + "148 --- Sentence: Yeah.\n", + "149 --- Sentence: And then who can kind of punch back?\n", + "150 --- Sentence: Seattle, plus 79.\n", + "151 --- Sentence: in the first quarter outscoring their opponents in New England, plus 45.\n", + "152 --- Sentence: So what team kind of takes that lead early on?\n", + "153 --- Sentence: But if that's the case, what team in that first quarter can kind of throw that counterpunch back?\n", + "154 --- Sentence: Dan, this is really interesting, but there was a baby that was stealing the show back.\n", + "155 --- Sentence: Where's the baby?\n", + "156 --- Sentence: Show the baby.\n", + "157 --- Sentence: Show the baby.\n", + "158 --- Sentence: Little baby.\n", + "159 --- Sentence: I'll take the baby.\n", + "160 --- Sentence: Simba.\n", + "161 --- Sentence: Are you doing the baby?\n", + "162 --- Sentence: Simba.\n", + "163 --- Sentence: Oh, Dan.\n", + "164 --- Sentence: Aw, Dan's got the baby.\n", + "165 --- Sentence: Dan's not going to get the baby back.\n", + "166 --- Sentence: Look at the baby like what the hell?\n", + "167 --- Sentence: Baby, I need another baby, I need another kid.\n", + "168 --- Sentence: Uh-oh, uh-oh.\n", + "169 --- Sentence: No, Dan, don't come home, don't come home.\n", + "170 --- Sentence: Look how cute.\n", + "171 --- Sentence: Dan's got four kids, he's asking for another.\n", + "172 --- Sentence: I thought they were saying Vrabel, they were saying baby the whole time.\n", + "173 --- Sentence: Dan, get a man his baby back.\n", + "174 --- Sentence: Yeah, that baby is really cute.\n", + "175 --- Sentence: That's a real cute baby.\n", + "176 --- Sentence: Also, that baby is way chiller than my two babies cuz just dealt with it.\n", + "177 --- Sentence: By the way, Dan, you had 11 career fumbles.\n", + "178 --- Sentence: I'm glad that wasn't number 12.\n", + "179 --- Sentence: All right.\n", + "180 --- Sentence: Let's talk about this game.\n", + "181 --- Sentence: That's what I'm told in my ear.\n", + "182 --- Sentence: ESPN Analytics simulated the Super Bowl 10,000 times, and the Seahawks were victorious in 60% of those simulations.\n", + "183 --- Sentence: The average score difference in those 10,000 matchups was the Seahawks by about 3.5 points.\n", + "184 --- Sentence: Currently, DraftKings Sportsbook has Seattle as a 4.5-point favorite.\n", + "185 --- Sentence: Swagu you first who you got in this game.\n", + "186 --- Sentence: I remember being in New England It was snowing and the Houston Texans were coming in the town Yeah, and I was thinking to myself There is no way you're going to be able to beat the Houston Texans with the way that that defense is played We've talked about Seattle defense and how good they've been all season long.\n", + "187 --- Sentence: I'm taking Seattle I'm taking the Seahawks man.\n", + "188 --- Sentence: I think they're a complete team.\n", + "189 --- Sentence: I think the offense will show up We have spent this entire week talking about the matchups, both sides of the ball between these teams.\n", + "190 --- Sentence: Most of those matchups favor the Seattle Seahawks.\n", + "191 --- Sentence: Top to bottom, the roster is better.\n", + "192 --- Sentence: If Sam Darnold protects the football, limits turnovers, I do not see how Seattle loses this game.\n", + "193 --- Sentence: I'm picking Seattle.\n", + "194 --- Sentence: Yeah, I think every team has their moment, and it feels like the Seattle Seahawks are destined for this moment.\n", + "195 --- Sentence: The way that this defense has played all year, the story behind Sam Darnold and Jackson Smith and Jigba's absolute excellence at the position.\n", + "196 --- Sentence: This is a team under Mike McDonald that knew exactly who they needed to be, and they'll be that on Sunday evening.\n", + "197 --- Sentence: Yeah, I'm taking Seattle.\n", + "198 --- Sentence: They've been one of the more dominant football teams we've seen in the NFL the last 10 years.\n", + "199 --- Sentence: I think New England's defense can keep them in it.\n", + "200 --- Sentence: I have so much respect for Mike Vrabel as a coach, but Seattle has been, with the Rams, the two best teams in football all year.\n", + "201 --- Sentence: Seattle plays their A game.\n", + "202 --- Sentence: They control the football game.\n", + "203 --- Sentence: They win.\n", + "204 --- Sentence: Boogie, please.\n", + "205 --- Sentence: We are in danger of the NFL live curse affecting Super Bowl 60, but it's not going to happen.\n", + "206 --- Sentence: Let's go with the Patriots.\n", + "207 --- Sentence: Yes, Boogie! You guys love me.\n", + "208 --- Sentence: I need you.\n", + "209 --- Sentence: All right, but here's why.\n", + "210 --- Sentence: I actually think Drake May and his legs is going to be the key factor in this game.\n", + "211 --- Sentence: I think he's going to step up in huge moments.\n", + "212 --- Sentence: And I'm doing it for you, Mina.\n", + "213 --- Sentence: I'm doing it for you.\n", + "214 --- Sentence: No, I'm just saying.\n", + "215 --- Sentence: We don't want to curse him.\n", + "216 --- Sentence: Drake Mays going to stand up and it's going to be great and they're going to win.\n", + "217 --- Sentence: And you guys are all going to be wrong.\n", + "218 --- Sentence: And I'm good with that.\n", + "219 --- Sentence: On Sunday night when we see you as part of the handoff show, which tune in around 1 a.m.\n", + "220 --- Sentence: Eastern time, we'll talk about how I'm right and you guys are wrong.\n", + "221 --- Sentence: And then we'll see you again on Monday in Disneyland.\n", + "222 --- Sentence: We've got all kinds of great coverage still coming up.\n", + "223 --- Sentence: Thanks to everybody for being here.\n", + "224 --- Sentence: Thanks to our incredible staff back in Bristol, Connecticut.\n", + "225 --- Sentence: We love you guys.\n", + "226 --- Sentence: And we appreciate everybody for tuning in.\n", + "227 --- Sentence: Enjoy Super Bowl 60.\n" ] } ], @@ -1960,7 +1765,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "e4791205", "metadata": {}, "outputs": [ @@ -1994,76 +1799,76 @@ " \n", " \n", " \n", - " 799\n", - " So I'm not to disagree with you.\n", - " {\"label\": 0}\n", - " 0\n", - " None\n", - " llama-3.3-70b-versatile\n", - " \n", - " \n", - " 800\n", - " A lot of great stats.\n", + " 450\n", + " We love you guys.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 801\n", - " A lot of great stats.\n", + " 451\n", + " We love you guys.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 802\n", - " I know you're diving into it, obviously.\n", + " 452\n", + " And we appreciate everybody for tuning in.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 803\n", - " I know you're diving into it, obviously.\n", + " 453\n", + " And we appreciate everybody for tuning in.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 804\n", - " But it's Drake May's time.\n", + " 454\n", + " Enjoy Super Bowl 60.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", + " \n", + " 455\n", + " Enjoy Super Bowl 60.\n", + " {\"label\": 0}\n", + " 0\n", + " None\n", + " llama-3.3-70b-versatile\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " text raw_response llm_label \\\n", - "799 So I'm not to disagree with you. {\"label\": 0} 0 \n", - "800 A lot of great stats. {\"label\": 0} 0 \n", - "801 A lot of great stats. {\"label\": 0} 0 \n", - "802 I know you're diving into it, obviously. {\"label\": 0} 0 \n", - "803 I know you're diving into it, obviously. {\"label\": 0} 0 \n", - "804 But it's Drake May's time. {\"label\": 0} 0 \n", + " text raw_response llm_label \\\n", + "450 We love you guys. {\"label\": 0} 0 \n", + "451 We love you guys. {\"label\": 0} 0 \n", + "452 And we appreciate everybody for tuning in. {\"label\": 0} 0 \n", + "453 And we appreciate everybody for tuning in. {\"label\": 0} 0 \n", + "454 Enjoy Super Bowl 60. {\"label\": 0} 0 \n", + "455 Enjoy Super Bowl 60. {\"label\": 0} 0 \n", "\n", " llm_reasoning llm_name \n", - "799 None llama-3.3-70b-versatile \n", - "800 None llama-3.1-8b-instant \n", - "801 None llama-3.3-70b-versatile \n", - "802 None llama-3.1-8b-instant \n", - "803 None llama-3.3-70b-versatile \n", - "804 None llama-3.1-8b-instant " + "450 None llama-3.1-8b-instant \n", + "451 None llama-3.3-70b-versatile \n", + "452 None llama-3.1-8b-instant \n", + "453 None llama-3.3-70b-versatile \n", + "454 None llama-3.1-8b-instant \n", + "455 None llama-3.3-70b-versatile " ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -2094,7 +1899,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "115b0d23", "metadata": {}, "outputs": [ @@ -2127,33 +1932,33 @@ " \n", " \n", " 0\n", - " 24-10.\n", - " 0.0\n", - " 0.0\n", + " A young man by the name of Dwayne Carter, a.k.a.\n", + " 0\n", + " 0\n", " \n", " \n", " 1\n", - " 27-20.\n", - " 0.0\n", - " 0.0\n", + " All right, are you guys ready for us to make some Super Bowl picks?\n", + " 0\n", + " 0\n", " \n", " \n", " 2\n", - " A lot of great stats.\n", - " 0.0\n", - " 0.0\n", + " All right, but here's why.\n", + " 0\n", + " 0\n", " \n", " \n", " 3\n", - " A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park.\n", - " 0.0\n", - " 0.0\n", + " All right, turnovers.\n", + " 0\n", + " 0\n", " \n", " \n", " 4\n", - " Absolutely.\n", - " 0.0\n", - " 0.0\n", + " All right.\n", + " 0\n", + " 0\n", " \n", " \n", " ...\n", @@ -2162,71 +1967,71 @@ " ...\n", " \n", " \n", - " 384\n", - " You're not in a position of, hey, why would you say it like that?\n", - " 0.0\n", - " 0.0\n", + " 220\n", + " You talked about them cutting the crossers.\n", + " 0\n", + " 0\n", " \n", " \n", - " 385\n", - " You're staying.\n", - " 0.0\n", - " 1.0\n", + " 221\n", + " but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run-pass conflict.\n", + " 0\n", + " 1\n", " \n", " \n", - " 386\n", - " but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls.\n", - " 0.0\n", - " 0.0\n", + " 222\n", + " in the first quarter outscoring their opponents in New England, plus 45.\n", + " 1\n", + " 0\n", " \n", " \n", - " 387\n", - " if we give more props next week.\n", - " 1.0\n", - " 0.0\n", + " 223\n", + " just the understanding of space and where to go.\n", + " 0\n", + " 0\n", " \n", " \n", - " 388\n", - " when I think things should be obvious that everybody else should.\n", - " 0.0\n", - " 0.0\n", + " 224\n", + " which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez.\n", + " 0\n", + " 0\n", " \n", " \n", "\n", - "

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\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 24-10. \n", - "1 27-20. \n", - "2 A lot of great stats. \n", - "3 A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park. \n", - "4 Absolutely. \n", - ".. ... \n", - "384 You're not in a position of, hey, why would you say it like that? \n", - "385 You're staying. \n", - "386 but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls. \n", - "387 if we give more props next week. \n", - "388 when I think things should be obvious that everybody else should. \n", + "llm_name Base Sentence \\\n", + "0 A young man by the name of Dwayne Carter, a.k.a. \n", + "1 All right, are you guys ready for us to make some Super Bowl picks? \n", + "2 All right, but here's why. \n", + "3 All right, turnovers. \n", + "4 All right. \n", + ".. ... \n", + "220 You talked about them cutting the crossers. \n", + "221 but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run-pass conflict. \n", + "222 in the first quarter outscoring their opponents in New England, plus 45. \n", + "223 just the understanding of space and where to go. \n", + "224 which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile \n", - "0 0.0 0.0 \n", - "1 0.0 0.0 \n", - "2 0.0 0.0 \n", - "3 0.0 0.0 \n", - "4 0.0 0.0 \n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", ".. ... ... \n", - "384 0.0 0.0 \n", - "385 0.0 1.0 \n", - "386 0.0 0.0 \n", - "387 1.0 0.0 \n", - "388 0.0 0.0 \n", + "220 0 0 \n", + "221 0 1 \n", + "222 1 0 \n", + "223 0 0 \n", + "224 0 0 \n", "\n", - "[389 rows x 3 columns]" + "[225 rows x 3 columns]" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -2259,7 +2064,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "62e771bf", "metadata": {}, "outputs": [ @@ -2293,37 +2098,37 @@ " \n", " \n", " 0\n", - " 24-10.\n", - " 0.0\n", - " 0.0\n", + " A young man by the name of Dwayne Carter, a.k.a.\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", " 1\n", - " 27-20.\n", - " 0.0\n", - " 0.0\n", + " All right, are you guys ready for us to make some Super Bowl picks?\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", " 2\n", - " A lot of great stats.\n", - " 0.0\n", - " 0.0\n", + " All right, but here's why.\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", " 3\n", - " A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park.\n", - " 0.0\n", - " 0.0\n", + " All right, turnovers.\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", " 4\n", - " Absolutely.\n", - " 0.0\n", - " 0.0\n", + " All right.\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", @@ -2334,76 +2139,76 @@ " ...\n", " \n", " \n", - " 384\n", - " You're not in a position of, hey, why would you say it like that?\n", - " 0.0\n", - " 0.0\n", + " 220\n", + " You talked about them cutting the crossers.\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", - " 385\n", - " You're staying.\n", - " 0.0\n", - " 1.0\n", + " 221\n", + " but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run-pass conflict.\n", + " 0\n", + " 1\n", " 0\n", " \n", " \n", - " 386\n", - " but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls.\n", - " 0.0\n", - " 0.0\n", + " 222\n", + " in the first quarter outscoring their opponents in New England, plus 45.\n", + " 1\n", + " 0\n", " 0\n", " \n", " \n", - " 387\n", - " if we give more props next week.\n", - " 1.0\n", - " 0.0\n", + " 223\n", + " just the understanding of space and where to go.\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", - " 388\n", - " when I think things should be obvious that everybody else should.\n", - " 0.0\n", - " 0.0\n", + " 224\n", + " which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez.\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", "\n", - "

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\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 24-10. \n", - "1 27-20. \n", - "2 A lot of great stats. \n", - "3 A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park. \n", - "4 Absolutely. \n", - ".. ... \n", - "384 You're not in a position of, hey, why would you say it like that? \n", - "385 You're staying. \n", - "386 but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls. \n", - "387 if we give more props next week. \n", - "388 when I think things should be obvious that everybody else should. \n", + "llm_name Base Sentence \\\n", + "0 A young man by the name of Dwayne Carter, a.k.a. \n", + "1 All right, are you guys ready for us to make some Super Bowl picks? \n", + "2 All right, but here's why. \n", + "3 All right, turnovers. \n", + "4 All right. \n", + ".. ... \n", + "220 You talked about them cutting the crossers. \n", + "221 but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run-pass conflict. \n", + "222 in the first quarter outscoring their opponents in New England, plus 45. \n", + "223 just the understanding of space and where to go. \n", + "224 which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile Majority Vote Label \n", - 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" And if he wins the Super Bowl, that would be put on top of what he has done over the last two years.\n", + " And I just don't see how McDaniels coaching in his ninth, appearing in his tenth Super Bowl with the Drake Mays, he's going to know what to do.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 104\n", - " He's not going to pass Josh Allen.\n", + " 19\n", + " And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 105\n", - " He's not going to pass Lamar Jackson based on a win in the Super Bowl.\n", + " 22\n", + " And I think what you'll see in this game is Clint Kubiak doing that early on, partly to have success, partly to get information.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 106\n", - " He's not going to pass Matthew Stafford.\n", + " 30\n", + " And if Iman Worry isn't in the game, then it becomes that much more of a factor.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 107\n", - " He's not going to pass Patrick Mahomes.\n", + " 54\n", + " Andre would be in the slot.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 112\n", - " Hunter Henry over 37 and a half receiving yards.\n", + " 67\n", + " But I think there's even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback because there's a significant drop-off in their points that they've averaged.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 115\n", - " I can't believe I'm fucking saying this, but I like the Patriots 24-21.\n", + " 68\n", + " But I will say, one guy that has gone under the radar, even through his success in the end of the regular season, end of the postseason, my X-Factor is going to be Ramondre Stevenson.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 125\n", - " I know Sam Darnold is going to show up every day and give you the best he possibly can.\n", + " 69\n", + " But everything you said is exactly why the Patriots will win.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 138\n", - " I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\n", + " 75\n", + " But my initial prediction when the playoffs were set, I had the New England Patriots beating Seattle.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 140\n", - " I think we're both going to be right.\n", + " 77\n", + " But the kicking game is what that game came down to pretty much, and that's what I think this one will come down to as well.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 145\n", - " I will take the Patriots.\n", + " 84\n", + " But, yes, I think Gonzalez will absolutely travel with JSN.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 148\n", - " I'm going to catch him.\n", + " 97\n", + " Drake May is completing under 60% of his passes in the playoffs.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 151\n", - " I'm going to go Tank Lawrence half a sack.\n", + " 123\n", + " He said that Christian Gonzalez is going to spend most of the time on JSA.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 152\n", - " I'm going to say six.\n", + " 149\n", + " I don't think that they're going to do that.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 153\n", - " I'm going to take the points with the Patriots.\n", - " 1.0\n", - " 1.0\n", - " 1\n", - " \n", - " \n", - " 156\n", - " I'm sure you're going to give us a lot more picks coming up next week.\n", - " 1.0\n", - " 1.0\n", - " 1\n", - " \n", - " \n", - " 157\n", - " I'm taking the Seattle Seahawks.\n", + " 158\n", + " I mean, like you say, Seattle's got four great defensive linemen, but when you've got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta's second level, which we've seen, if it's Travion Henderson, even Ramondre Stevenson, if they get to the second level, they can make those big explosive runs that make the key differences in the game.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", " 162\n", - " If you watch the Seahawks, this guy's going to score.\n", + " I think Seattle dominates this game.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 167\n", - " It's going to be a hard sell.\n", + " 163\n", + " I think he's going to be able to play some good football in the finest moment and shut people like me up.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 198\n", - " My best bet is JSN anytime touchdown.\n", + " 165\n", + " I think teams might be a little tight early.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 226\n", - " Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.\n", + " 168\n", + " I think that, yes, they will follow.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 230\n", - " Sam Darnold may go out and have a crazy Super Bowl.\n", + " 170\n", + " I think the defenses will rule the day.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 245\n", - " So maybe Sam Darnold is setting a new precedent for quarterbacks to be at the elite level, right?\n", + " 178\n", + " I'm going to give the Patriots an edge.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 247\n", - " So that's going to be a problem.\n", + " 182\n", + " I'm taking Patriots 21, Seahawks 17.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 248\n", - " So they're going to go one rushing touchdown and one passing touchdown from each team.\n", + " 196\n", + " It's going to be here before we know it.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 251\n", - " So, again, the overall accomplishment will pass all of those guys that haven't won one.\n", + " 200\n", + " Job gets on the field more, Wolin gets on the field more, and I think that weakens them on defense.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 253\n", - " Sports Rage, Gabe Berenzi says the Seattle Seahawks win.\n", + " 210\n", + " Maybe take some little easy completions, but maybe punt the ball back and forth, even though you say they're going to score touchdowns on both drives.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 258\n", - " Sure, they'll count.\n", + " 246\n", + " Seattle, I don't think they're going to do it.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 270\n", - " That's what you're going to get.\n", + " 249\n", + " So I think if the Patriots are going to have a good offensive game plan, run or pass, it will start with Ramon Tisner.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 282\n", - " There will be a falconer.\n", + " 250\n", + " So I'm going the under, and I'm going to go 23-20 Seattle.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 289\n", - " They blow out San Francisco 41-6.\n", + " 254\n", + " So here's favored by three and a half to six and a half point in the Super Bowl.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 293\n", - " They're both going to get one.\n", + " 266\n", + " So, personally, I mean, I don't want to go out on a limb, but I'm going to go, you know, 33-13.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 295\n", - " They're each going to get more than a half.\n", + " 274\n", + " That clock will continue to count down.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 297\n", - " They're going to find a way.\n", + " 284\n", + " That's the Madden prediction, by the way.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 301\n", - " This year he comes out, plays lights out.\n", + " 292\n", + " The last two Super Bowls I've watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 302\n", - " Those are guys that are going to be in that elite conversation when it's all said and done that are currently playing.\n", + " 299\n", + " There will be a 50-plus yarder at some point in the game.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 303\n", - " Those are our best bets for the final time.\n", + " 332\n", + " We've got a 23-point win over there for Connor and a four-point win for the Patriots by Ty.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 326\n", - " We'll give you a shot.\n", + " 338\n", + " Well, listen, before Pete starts jinxing more people and putting bad juju out there, let's just get a final score prediction.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 331\n", - " We're going to be in on it.\n", + " 365\n", + " Yes, they will follow.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 332\n", - " We're going to be out there.\n", + " 381\n", + " because I think if he's not there, and he missed time this year, they might move Witherspoon inside to play the slot corner.\n", " 1.0\n", " 1.0\n", " 1\n", " \n", " \n", - " 371\n", - " You guys are going to be out there.\n", + " 383\n", + " but I think the X factor for the Patriots is Hunter Henry.\n", " 1.0\n", " 1.0\n", " 1\n", @@ -2759,98 +2543,92 @@ "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "5 All right, quick predictions. \n", - "6 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", - "16 And if he wins the Super Bowl, that would be put on top of what he has done over the last two years. \n", - "104 He's not going to pass Josh Allen. \n", - "105 He's not going to pass Lamar Jackson based on a win in the Super Bowl. \n", - "106 He's not going to pass Matthew Stafford. \n", - "107 He's not going to pass Patrick Mahomes. \n", - "112 Hunter Henry over 37 and a half receiving yards. \n", - "115 I can't believe I'm fucking saying this, but I like the Patriots 24-21. \n", - "125 I know Sam Darnold is going to show up every day and give you the best he possibly can. \n", - "138 I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football. \n", - "140 I think we're both going to be right. \n", - "145 I will take the Patriots. \n", - "148 I'm going to catch him. \n", - "151 I'm going to go Tank Lawrence half a sack. \n", - "152 I'm going to say six. \n", - "153 I'm going to take the points with the Patriots. \n", - "156 I'm sure you're going to give us a lot more picks coming up next week. \n", - "157 I'm taking the Seattle Seahawks. \n", - "162 If you watch the Seahawks, this guy's going to score. \n", - "167 It's going to be a hard sell. \n", - "198 My best bet is JSN anytime touchdown. \n", - "226 Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle. \n", - "230 Sam Darnold may go out and have a crazy Super Bowl. \n", - "245 So maybe Sam Darnold is setting a new precedent for quarterbacks to be at the elite level, right? \n", - "247 So that's going to be a problem. \n", - "248 So they're going to go one rushing touchdown and one passing touchdown from each team. \n", - "251 So, again, the overall accomplishment will pass all of those guys that haven't won one. \n", - "253 Sports Rage, Gabe Berenzi says the Seattle Seahawks win. \n", - "258 Sure, they'll count. \n", - "270 That's what you're going to get. \n", - "282 There will be a falconer. \n", - "289 They blow out San Francisco 41-6. \n", - "293 They're both going to get one. \n", - "295 They're each going to get more than a half. \n", - "297 They're going to find a way. \n", - "301 This year he comes out, plays lights out. \n", - "302 Those are guys that are going to be in that elite conversation when it's all said and done that are currently playing. \n", - "303 Those are our best bets for the final time. \n", - "326 We'll give you a shot. \n", - "331 We're going to be in on it. \n", - "332 We're going to be out there. \n", - "371 You guys are going to be out there. \n", + "llm_name Base Sentence \\\n", + "4 A Super Bowl champion will be crowned. \n", + "16 And I just don't see how McDaniels coaching in his ninth, appearing in his tenth Super Bowl with the Drake Mays, he's going to know what to do. \n", + "19 And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards. \n", + "22 And I think what you'll see in this game is Clint Kubiak doing that early on, partly to have success, partly to get information. \n", + "30 And if Iman Worry isn't in the game, then it becomes that much more of a factor. \n", + "54 Andre would be in the slot. \n", + "67 But I think there's even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback because there's a significant drop-off in their points that they've averaged. \n", + "68 But I will say, one guy that has gone under the radar, even through his success in the end of the regular season, end of the postseason, my X-Factor is going to be Ramondre Stevenson. \n", + "69 But everything you said is exactly why the Patriots will win. \n", + "75 But my initial prediction when the playoffs were set, I had the New England Patriots beating Seattle. \n", + "77 But the kicking game is what that game came down to pretty much, and that's what I think this one will come down to as well. \n", + "84 But, yes, I think Gonzalez will absolutely travel with JSN. \n", + "97 Drake May is completing under 60% of his passes in the playoffs. \n", + "123 He said that Christian Gonzalez is going to spend most of the time on JSA. \n", + "149 I don't think that they're going to do that. \n", + "158 I mean, like you say, Seattle's got four great defensive linemen, but when you've got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta's second level, which we've seen, if it's Travion Henderson, even Ramondre Stevenson, if they get to the second level, they can make those big explosive runs that make the key differences in the game. \n", + "162 I think Seattle dominates this game. \n", + "163 I think he's going to be able to play some good football in the finest moment and shut people like me up. \n", + "165 I think teams might be a little tight early. \n", + "168 I think that, yes, they will follow. \n", + "170 I think the defenses will rule the day. \n", + "178 I'm going to give the Patriots an edge. \n", + "182 I'm taking Patriots 21, Seahawks 17. \n", + "196 It's going to be here before we know it. \n", + "200 Job gets on the field more, Wolin gets on the field more, and I think that weakens them on defense. \n", + "210 Maybe take some little easy completions, but maybe punt the ball back and forth, even though you say they're going to score touchdowns on both drives. \n", + "246 Seattle, I don't think they're going to do it. \n", + "249 So I think if the Patriots are going to have a good offensive game plan, run or pass, it will start with Ramon Tisner. \n", + "250 So I'm going the under, and I'm going to go 23-20 Seattle. \n", + "254 So here's favored by three and a half to six and a half point in the Super Bowl. \n", + "266 So, personally, I mean, I don't want to go out on a limb, but I'm going to go, you know, 33-13. \n", + "274 That clock will continue to count down. \n", + "284 That's the Madden prediction, by the way. \n", + "292 The last two Super Bowls I've watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage. \n", + "299 There will be a 50-plus yarder at some point in the game. \n", + "332 We've got a 23-point win over there for Connor and a four-point win for the Patriots by Ty. \n", + "338 Well, listen, before Pete starts jinxing more people and putting bad juju out there, let's just get a final score prediction. \n", + "365 Yes, they will follow. \n", + "381 because I think if he's not there, and he missed time this year, they might move Witherspoon inside to play the slot corner. \n", + "383 but I think the X factor for the Patriots is Hunter Henry. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile Majority Vote Label \n", - 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"289 1.0 1.0 1 \n", - "293 1.0 1.0 1 \n", - "295 1.0 1.0 1 \n", - "297 1.0 1.0 1 \n", - "301 1.0 1.0 1 \n", - "302 1.0 1.0 1 \n", - "303 1.0 1.0 1 \n", - "326 1.0 1.0 1 \n", - "331 1.0 1.0 1 \n", + "163 1.0 1.0 1 \n", + "165 1.0 1.0 1 \n", + "168 1.0 1.0 1 \n", + "170 1.0 1.0 1 \n", + "178 1.0 1.0 1 \n", + "182 1.0 1.0 1 \n", + "196 1.0 1.0 1 \n", + "200 1.0 1.0 1 \n", + "210 1.0 1.0 1 \n", + "246 1.0 1.0 1 \n", + "249 1.0 1.0 1 \n", + "250 1.0 1.0 1 \n", + "254 1.0 1.0 1 \n", + "266 1.0 1.0 1 \n", + "274 1.0 1.0 1 \n", + "284 1.0 1.0 1 \n", + "292 1.0 1.0 1 \n", + "299 1.0 1.0 1 \n", "332 1.0 1.0 1 \n", - "371 1.0 1.0 1 " + "338 1.0 1.0 1 \n", + "365 1.0 1.0 1 \n", + "381 1.0 1.0 1 \n", + "383 1.0 1.0 1 " ] }, - "execution_count": 15, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -2861,7 +2639,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "080f76f7", "metadata": {}, "outputs": [ @@ -2869,14 +2647,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_2.csv\n" + "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_4.csv\n" ] } ], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", "save_data_path = os.path.join(base_data_path, \"yt\", \"majority_vote\", \"sports\")\n", - "DataProcessing.save_to_file(results_df, path=save_data_path, prefix='batch_3', save_file_type='csv', include_version=False)" + "DataProcessing.save_to_file(results_df, path=save_data_path, prefix='batch_4', save_file_type='csv', include_version=False)" ] }, { @@ -2890,7 +2668,7 @@ ], "metadata": { "kernelspec": { - "display_name": "predictions (3.11.14)", + "display_name": ".venv", "language": "python", "name": "python3" }, From 515c98e88db861d7f58828836dc9f6feb65b8c0c Mon Sep 17 00:00:00 2001 From: Adriano Nogueira Date: Wed, 8 Apr 2026 18:41:29 -0400 Subject: [PATCH 4/9] Remove prompt change --- .../2-label_text.ipynb | 34 +++++++------------ 1 file changed, 13 insertions(+), 21 deletions(-) diff --git a/prediction_acquition-youtube/2-label_text.ipynb b/prediction_acquition-youtube/2-label_text.ipynb index 25b7d5e..bdf5d15 100644 --- a/prediction_acquition-youtube/2-label_text.ipynb +++ b/prediction_acquition-youtube/2-label_text.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "c5b4e005", "metadata": {}, "outputs": [], @@ -47,14 +47,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 23, "id": "54ccba4e", "metadata": {}, "outputs": [], "source": [ "pd.set_option('max_colwidth', 800)\n", "# pd.set_option('display.max_columns', None)\n", - "# pd.set_option('display.max_rows', None)" + "pd.set_option('display.max_rows', None)" ] }, { @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "id": "06a3c656", "metadata": {}, "outputs": [], @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "id": "7cf469ac", "metadata": {}, "outputs": [ @@ -87,14 +87,7 @@ "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/7 [00:00 Date: Fri, 10 Apr 2026 18:44:01 -0400 Subject: [PATCH 5/9] Adjusting dataframe structure --- .../2-label_text.ipynb | 2254 ++++++----------- 1 file changed, 821 insertions(+), 1433 deletions(-) diff --git a/prediction_acquition-youtube/2-label_text.ipynb b/prediction_acquition-youtube/2-label_text.ipynb index bdf5d15..67dee9b 100644 --- a/prediction_acquition-youtube/2-label_text.ipynb +++ b/prediction_acquition-youtube/2-label_text.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "c5b4e005", "metadata": {}, "outputs": [], @@ -31,6 +31,7 @@ "from typing import List\n", "\n", "import pandas as pd\n", + "import numpy as np\n", "\n", "from tqdm import tqdm\n", "from youtube_transcript_api import YouTubeTranscriptApi\n", @@ -47,14 +48,14 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 2, "id": "54ccba4e", "metadata": {}, "outputs": [], "source": [ "pd.set_option('max_colwidth', 800)\n", "# pd.set_option('display.max_columns', None)\n", - "pd.set_option('display.max_rows', None)" + "# pd.set_option('display.max_rows', None)" ] }, { @@ -67,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "id": "06a3c656", "metadata": {}, "outputs": [], @@ -77,19 +78,22 @@ "transcripts = os.listdir(yt_data_path)" ] }, + { + "cell_type": "markdown", + "id": "bc6adbc6", + "metadata": {}, + "source": [ + "Choose the transcript video that you want to pass through the pipeline. \n", + "\n", + "Adjust the element from \"transcripts\" list to choose the right \"Video ID\"." + ] + }, { "cell_type": "code", - "execution_count": 7, - "id": "7cf469ac", + "execution_count": 4, + "id": "f24214ce", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 7/7 [00:00<00:00, 61.49it/s]\n" - ] - }, { "data": { "text/html": [ @@ -120,136 +124,93 @@ " \n", " \n", " 0\n", - " We all know March Madness is all about filling out and following your bracket,\n", + " We have reached the end.\n", " 0.00\n", - " 3.22\n", - " -rjnvL9LL3U\n", + " 4.50\n", + " LXPQrZV4Cfw\n", " \n", " \n", " 1\n", - " so we offer some first-round advice. Since UMBC beat Virginia in 2018,\n", - " 3.36\n", - " 4.30\n", - " -rjnvL9LL3U\n", + " One last game.\n", + " 5.68\n", + " 1.24\n", + " LXPQrZV4Cfw\n", " \n", " \n", " 2\n", - " the 16th seed has won two of 24 meetings versus the one. Occasional upset aside,\n", - " 7.86\n", - " 5.06\n", - " -rjnvL9LL3U\n", + " Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", + " 7.56\n", + " 7.28\n", + " LXPQrZV4Cfw\n", " \n", " \n", " 3\n", - " though, the analytics say advance all the one, two, and three seeds in your bracket.\n", - " 12.98\n", - " 3.84\n", - " -rjnvL9LL3U\n", + " A week from this Sunday.\n", + " 14.84\n", + " 1.30\n", + " LXPQrZV4Cfw\n", " \n", " \n", " 4\n", - " Looking for a long shot? The 11th seed has won half its meetings with the sixth seed of late,\n", - " 17.18\n", - " 4.12\n", - " -rjnvL9LL3U\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 1440\n", - " We've got all kinds of great coverage still coming up.\n", - " 19.72\n", - " 0.32\n", - " ZZN7BAYeOtc\n", - " \n", - " \n", - " 1441\n", - " Thanks to everybody for being here.\n", - " 21.44\n", - " 0.16\n", - " ZZN7BAYeOtc\n", - " \n", - " \n", - " 1442\n", - " Thanks to our incredible staff back in Bristol, Connecticut.\n", - " 24.26\n", - " 0.24\n", - " ZZN7BAYeOtc\n", - " \n", - " \n", - " 1443\n", - " We love you guys.\n", - " 25.32\n", - " 0.32\n", - " ZZN7BAYeOtc\n", - " \n", - " \n", - " 1444\n", - " And we appreciate everybody for tuning in. Enjoy Super Bowl 60.\n", - " 27.22\n", - " 1.94\n", - " ZZN7BAYeOtc\n", + " And how about the week that Kyle and Pete had?\n", + " 16.14\n", + " 3.08\n", + " LXPQrZV4Cfw\n", " \n", " \n", "\n", - "

1445 rows × 4 columns

\n", "" ], "text/plain": [ - " Text \\\n", - "0 We all know March Madness is all about filling out and following your bracket, \n", - "1 so we offer some first-round advice. Since UMBC beat Virginia in 2018, \n", - "2 the 16th seed has won two of 24 meetings versus the one. Occasional upset aside, \n", - "3 though, the analytics say advance all the one, two, and three seeds in your bracket. \n", - "4 Looking for a long shot? The 11th seed has won half its meetings with the sixth seed of late, \n", - "... ... \n", - "1440 We've got all kinds of great coverage still coming up. \n", - "1441 Thanks to everybody for being here. \n", - "1442 Thanks to our incredible staff back in Bristol, Connecticut. \n", - "1443 We love you guys. \n", - "1444 And we appreciate everybody for tuning in. Enjoy Super Bowl 60. \n", - "\n", - " Start Time Duration Video ID \n", - "0 0.00 3.22 -rjnvL9LL3U \n", - "1 3.36 4.30 -rjnvL9LL3U \n", - "2 7.86 5.06 -rjnvL9LL3U \n", - "3 12.98 3.84 -rjnvL9LL3U \n", - "4 17.18 4.12 -rjnvL9LL3U \n", - "... ... ... ... \n", - "1440 19.72 0.32 ZZN7BAYeOtc \n", - "1441 21.44 0.16 ZZN7BAYeOtc \n", - "1442 24.26 0.24 ZZN7BAYeOtc \n", - "1443 25.32 0.32 ZZN7BAYeOtc \n", - "1444 27.22 1.94 ZZN7BAYeOtc \n", + " Text Start Time \\\n", + "0 We have reached the end. 0.00 \n", + "1 One last game. 5.68 \n", + "2 Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara. 7.56 \n", + "3 A week from this Sunday. 14.84 \n", + "4 And how about the week that Kyle and Pete had? 16.14 \n", "\n", - "[1445 rows x 4 columns]" + " Duration Video ID \n", + "0 4.50 LXPQrZV4Cfw \n", + "1 1.24 LXPQrZV4Cfw \n", + "2 7.28 LXPQrZV4Cfw \n", + "3 1.30 LXPQrZV4Cfw \n", + "4 3.08 LXPQrZV4Cfw " ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dfs = []\n", + "transcript_path = os.path.join(yt_data_path, transcripts[2])\n", "\n", - "for transcript in tqdm(transcripts):\n", - " transcript_path = os.path.join(yt_data_path, transcript)\n", - " df = DataProcessing.load_from_file(path=transcript_path, file_type='csv')\n", - " dfs.append(df)\n", + "raw_transcripts_df = DataProcessing.load_from_file(path=transcript_path, file_type='csv')\n", "\n", - "raw_transcripts_df = DataProcessing.concat_dfs(dfs)\n", "raw_transcripts_df.head()" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 47, + "id": "7cf469ac", + "metadata": {}, + "outputs": [], + "source": [ + "# dfs = []\n", + "\n", + "# for transcript in tqdm(transcripts):\n", + "# transcript_path = os.path.join(yt_data_path, transcript)\n", + "# df = DataProcessing.load_from_file(path=transcript_path, file_type='csv')\n", + "# dfs.append(df)\n", + "\n", + "# raw_transcripts_df = DataProcessing.concat_dfs(dfs)\n", + "# raw_transcripts_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "id": "2fb60bd5", "metadata": {}, "outputs": [], @@ -285,164 +246,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "af279592", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['We all know March Madness is all about filling out and following your bracket, so we offer some first-round advice.',\n", - " 'Since UMBC beat Virginia in 2018, the 16th seed has won two of 24 meetings versus the one.',\n", - " 'Occasional upset aside, though, the analytics say advance all the one, two, and three seeds in your bracket.',\n", - " 'Looking for a long shot?',\n", - " 'The 11th seed has won half its meetings with the sixth seed of late, and the ninth seed has won two-thirds of the games against the eighth seed.',\n", - " 'Now, you all had UConn winning it last year.',\n", - " 'Clark, though, had both finalists.',\n", - " 'So, who makes it to the Final Four this time around?',\n", - " 'Who cuts down the nets?',\n", - " \"You're our clubhouse leader.\",\n", - " 'Oh, so I get to choose first?',\n", - " 'You get to go first.',\n", - " \"Well, I tell you, I'm going to take Michigan State, the regular season champs in the Big Ten.\",\n", - " 'I take them out of the South.',\n", - " \"Florida's the most complete team in the field, in my opinion.\",\n", - " 'I like them coming out of the West.',\n", - " 'Clemson is my dark horse.',\n", - " 'I like it.',\n", - " \"They've been rugged.\",\n", - " 'They almost got to the Final Four last year with a number of those guys.',\n", - " \"And then we've got Duke.\",\n", - " 'We move them.',\n", - " 'this way.',\n", - " \"I'm taking Clemson in San Antonio.\",\n", - " 'Against the Gators.',\n", - " \"And I'm going with the Gators as my champ.\",\n", - " 'I like it.',\n", - " 'Clark, very bold of you.',\n", - " \"21 years, he's getting very bold.\",\n", - " \"I'm a little less bold.\",\n", - " 'I had Iowa State here.',\n", - " 'A little less bold.',\n", - " 'I know, I know.',\n", - " \"I had Iowa State here, but because of the injury to Keyshawn Gilbert, I'll take the Spartans, everybody else, and I'll take Duke and Florida in the final.\",\n", - " 'And the Blue Devils, assuming the Cooper flag is healthy, I think, are cutting down the in San Antonio.',\n", - " 'Okay.',\n", - " 'All right.',\n", - " 'Like it.',\n", - " 'All right, here we go.',\n", - " 'Here we go.',\n", - " 'I like Auburn coming out of the South.',\n", - " 'I like the Johnny sneaking out of the West to get to the Final Four.',\n", - " 'Obviously, Duke in the East, Houston in the Midwest, and then in my championship game, I have Houston, Auburn, and I have the Auburn Tigers.',\n", - " 'Okay.',\n", - " 'Like, they started the season, finished the season as national champs.',\n", - " 'I thought you were going to go Big East.',\n", - " \"I like, I'm happy having a Big East in the Final Four.\",\n", - " 'Three different champs.',\n", - " 'And the Big East had five in the tournament this year after only three last year.',\n", - " 'All right, very good.',\n", - " 'You mixed it up.',\n", - " 'You mixed it up pretty well.',\n", - " \"Jay learned not to go with my pick, so it's his third selection show.\",\n", - " 'His third time.',\n", - " 'You guys are very chalky.',\n", - " 'Very chalky, you two.',\n", - " 'He was a little out of hand early in the round.',\n", - " 'It is now time for us to predict Super Bowl 60.',\n", - " 'Chris Brockman, I need a score.',\n", - " 'I need a winner.',\n", - " 'And I want an MVP on top of it.',\n", - " \"Call your shot is basically what I'm saying.\",\n", - " 'Go for it.',\n", - " 'Rich, the parallels between this year and 2001 are plentiful.',\n", - " \"As you've pointed out, a underdog Patriots team against an NFC power that's just been steamrolling everyone.\",\n", - " 'We know what happened in 2001, guys.',\n", - " 'What happened in that game?',\n", - " 'Oh, right, right, right.',\n", - " 'came down to a field goal by Adam Vinatieri to win that Super Bowl.',\n", - " 'And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.',\n", - " \"I think it's coincidental, not ironic.\",\n", - " \"But okay, that's all right.\",\n", - " 'Coincidental, ironic, fate.',\n", - " \"I don't know.\",\n", - " 'But this is going to come down to an Andy Borogalis game-winning field goal.',\n", - " 'Patriots 34, Seahawks 31.',\n", - " 'Drake reenacts the famous Tom Brady hand-on-the-head photo.',\n", - " 'And the new dynasty begins.',\n", - " 'Oh, wow.',\n", - " 'New Dynasty?',\n", - " \"You don't even get to score.\",\n", - " \"Who's the MVP?\",\n", - " 'Is it Drake May?',\n", - " 'Obviously Drake May.',\n", - " 'Okay.',\n", - " 'Very good.',\n", - " 'What do you have, TJ?',\n", - " 'Who do you have?',\n", - " 'Well, I have the Dallas Cowboys.',\n", - " 'No, no, no.',\n", - " 'Seriously.',\n", - " 'Sorry.',\n", - " 'No.',\n", - " 'Okay.',\n", - " 'So let me give you a scenario.',\n", - " \"It's the fourth quarter, right?\",\n", - " 'The Seattle Seahawks throw up 20-16 with three minutes and 25 seconds left.',\n", - " 'Seahawks have the ball.',\n", - " \"There's a fumble.\",\n", - " 'Okay.',\n", - " 'Christian Gonzalez scoops it up.',\n", - " 'He takes it to the crib for a touchdown.',\n", - " 'the Pats go up 23 to 20.',\n", - " \"That's the final score.\",\n", - " 'Christian Gonzalez is your MVP.',\n", - " 'Oh, wow.',\n", - " 'I gave you like a tribe called quest.',\n", - " 'I gave you a scenario.',\n", - " 'Hey, Jefferson, do you have one mic?',\n", - " 'Yeah, I got it.',\n", - " 'The Pats, their year, I was there 2001, and this team literally reminds me of that team 100%.',\n", - " \"The Hawks' defense is great, and I got to go.\",\n", - " \"I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one.\",\n", - " 'Do you have a score and an MVP?',\n", - " \"I say it's going to be probably low in the 20s.\",\n", - " 'I give them maybe 23-20.',\n", - " 'Okay.',\n", - " 'And the MVP is going to be?',\n", - " 'Of Drake May.',\n", - " 'Okay, very good.',\n", - " \"Literally just copied TJ's score.\",\n", - " 'Three Patriots over there.',\n", - " \"And, man, Seahawks fans have been all over me all year because I'm like, I need to see it.\",\n", - " 'I need to see it.',\n", - " 'I need to believe it a little bit more.',\n", - " 'And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks.',\n", - " 'And their defense is going to do it.',\n", - " \"And it's going to be a 24-10 victory for the Seattle Seahawks.\",\n", - " \"They're going to get a little bit of here in the offense.\",\n", - " \"They're going to get a little bit of there in special teams.\",\n", - " 'And they are going to get the defensive stops, 24-10.',\n", - " 'And your Super Bowl MVP will be Demarcus Lawrence, baby.',\n", - " 'Wow.',\n", - " 'Yeah.',\n", - " 'The unkind cut for you, TJ Jefferson.',\n", - " \"I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done.\",\n", - " \"And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going.\",\n", - " \"I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them.\",\n", - " 'And I think Seattle fans will be very happy.',\n", - " \"And I can't wait to hear from all of you.\",\n", - " \"I can't wait to hear from all of you about how I believed in your team all along.\",\n", - " \"And I've been running an okey-doke week after week after week.\",\n", - " \"I've been lying in wait, just like the defense, to finally flip the script.\",\n", - " \"And that's my prediction for Super Bowl 60 in advance.\",\n", - " \"So I've already front-loaded it for Sunday's show.\",\n", - " 'Great job this week.',\n", - " 'You both are big defensive MVPs.',\n", - " 'Which we did.',\n", - " 'Hey, you made it all the way to the end.',\n", - " 'Thanks for that.',\n", - " 'We have reached the end.',\n", + "['We have reached the end.',\n", " 'One last game.',\n", " 'Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.',\n", " 'A week from this Sunday.',\n", @@ -815,487 +626,10 @@ " \"We'll give you a shot.\",\n", " \"I don't know.\",\n", " \"If his studio help gives him picks, I won't have a chance.\",\n", - " 'Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.',\n", - " 'If Sam Darnold wins the Super Bowl, will we consider him elite?',\n", - " 'Cam Newton says he is playing possessed.',\n", - " 'What do you think?',\n", - " 'This for me?',\n", - " 'Yep.',\n", - " 'Hell no.',\n", - " 'What you mean elite?',\n", - " 'Elite is reserved for the dude that just walked out of here.',\n", - " \"That's elite.\",\n", - " 'Like, well, whatever your definition is.',\n", - " \"Like, I've had to become a better person through my therapist for not thinking that everybody thinks, you know, when things should be obvious.\",\n", - " 'when I think things should be obvious that everybody else should.',\n", - " \"Here's the thing, man.\",\n", - " \"I think because we're so inundated with clips of sports and we always see it and it's always on and we get this idea that because a dude accomplishes something or it's a great story to tell.\",\n", - " \"It's one MJ.\",\n", - " \"It's one Braun.\",\n", - " \"It's one Wayne Gretzky.\",\n", - " \"It's one Deion Sanders.\",\n", - " 'When I think elite, Bo Jackson was elite.',\n", - " \"There's a difference when those guys are doing what they do as opposed to everybody else.\",\n", - " \"So I don't tag that moniker to Sam Darnold.\",\n", - " \"It's just that simple.\",\n", - " \"When you give the words elite or great, to me that's an upper echelon tier that only is reserved for a few people that's ever done things.\",\n", - " \"But you're mentioning players that don't play anymore.\",\n", - " 'Are there elite quarterbacks that maybe he could surpass or very good quarterbacks he could surpass that are currently playing.',\n", - " \"He's not going to pass Patrick Mahomes.\",\n", - " \"He's not going to pass Josh Allen.\",\n", - " \"He's not going to pass Matthew Stafford.\",\n", - " \"Those are guys that are going to be in that elite conversation when it's all said and done that are currently playing.\",\n", - " \"He's not going to pass Lamar Jackson based on a win in the Super Bowl.\",\n", - " \"So, again, the overall accomplishment will pass all of those guys that haven't won one.\",\n", - " 'But ultimately, when I think about elite, I think about the individual and what he brings.',\n", - " \"I think, too, what we have to understand, especially as people are hearing this discussion take place, you're not hating.\",\n", - " \"You're not bitter.\",\n", - " \"You're not in a position of, hey, why would you say it like that?\",\n", - " 'Why would you tear another person down?',\n", - " 'The reality is this.',\n", - " \"When you start to mention elite play or to say this person isn't elite, that's not a shot to say he's a bad player either.\",\n", - " 'No, not at all.',\n", - " \"I think when you start to really unpack Sam Darnold, This isn't even the best version of Sam Darnold.\",\n", - " 'I think what Sam Darnold has reminded everybody in the NFL is maybe we need to get back to sitting our players and developing them the right way rather than drafting a player early and expecting him to play early.',\n", - " \"That's not realistic.\",\n", - " \"That's not what certain players need for them to get the best output of their skill set.\",\n", - " 'So maybe Sam Darnold is setting a new precedent for quarterbacks to be at the elite level, right?',\n", - " 'Okay, patience.',\n", - " 'Go ahead, R.C.',\n", - " \"First off, I'm not going to be platonic with y'all.\",\n", - " 'Oh, platonically?',\n", - " 'Right now, you feel me?',\n", - " \"Like, let's keep it real.\",\n", - " 'Sam Darnold is playing at an extremely high level.',\n", - " 'Sam Darnold has been a two-time Pro Bowler for the Minnesota Vikings last year and now for the Seattle Seahawks.',\n", - " 'Sam Darnold is nowhere near the elite conversation.',\n", - " \"but you don't have to be elite to be good enough for the team and the organization that you play for to win Super Bowls.\",\n", - " 'Eli Manning was never an elite quarterback.',\n", - " 'Eli Manning won two Super Bowls because he was in a great situation.',\n", - " 'He had the right support system.',\n", - " 'He had an excellent head coach.',\n", - " 'He had a top-tier defense.',\n", - " \"That's exactly what's happening for Sam Darnold.\",\n", - " 'We had this conversation last year.',\n", - " 'Sam Darnold may go out and have a crazy Super Bowl.',\n", - " 'You know who had two phenomenal Super Bowls that nobody ever says is elite?',\n", - " 'Jalen Hurts.',\n", - " \"Jalen Hurts didn't just have a phenomenal Super Bowl and play well against the team.\",\n", - " 'He had a phenomenal Super Bowl, outplayed the best player in the world, and we were still having conversations in the offseason if he was even top ten.',\n", - " \"He's been an all-pro.\",\n", - " 'He was a second-team all-pro.',\n", - " 'He was a Super Bowl MVP, and still nobody has that conversation.',\n", - " \"We don't have to talk about a player being elite to respect him.\",\n", - " 'I respect Sam Darnold.',\n", - " 'I know Sam Darnold is good enough to win with.',\n", - " 'I know Sam Darnold is going to show up every day and give you the best he possibly can.',\n", - " \"The deal, nothing y'all said was wrong, but it doesn't mean that it doesn't provoke a conversation.\",\n", - " 'Obviously, you respect Sam Darnold, all right?',\n", - " \"You respect what he's done, et cetera.\",\n", - " 'You get that part.',\n", - " \"Here's where it gets interesting.\",\n", - " \"I'm going to challenge y'all as former football players to make up your mind, because when you brought up Jalen Hurts, Jalen Hurts has spent, even though we all respect him, and we know he's Super Bowl champion, Super Bowl MVP, two Super Bowls.\",\n", - " \"He would have been the MVP if he'd be Kent City's first goal round, all this other stuff.\",\n", - " \"There have been too many instances during the regular season when he didn't appear elite, when his numbers didn't appear elite, when his performance didn't appear elite, right?\",\n", - " \"But we're looking at what he did in the Super Bowls, and we're like, he that do.\",\n", - " \"Sam Donald's the opposite.\",\n", - " 'The brother 28-4 over the last two seasons, 28-6 over the last two regular seasons.',\n", - " 'He performed very poorly in the season finale against Detroit last year.',\n", - " 'And then the playoff game when he was sacked nine times by the Rams last year.',\n", - " 'This year he comes out, plays lights out.',\n", - " 'They blow out San Francisco 41-6.',\n", - " 'NFC Championship game, he throws 346 starts.',\n", - " 'And if he wins the Super Bowl, that would be put on top of what he has done over the last two years.',\n", - " \"So as a pundit and a commentator who didn't play, I'm looking at pundits and commentators who did play.\",\n", - " \"And I'm saying to y'all, I'm asking y'all, what's the standard when we're talking about elite?\",\n", - " \"Because usually y'all would lean to a body of work that obviously includes the regular season.\",\n", - " \"And now with Sam Darnold, we're not necessarily.\",\n", - " \"Okay, well, here is all I'm going to say because I love that you used Jalen Hurts and you used Sam Darnold's record for his team in the last two years.\",\n", - " 'Jalen Hurts in the last four, 11-6, 14-3, 11-6, 14-3, two Super Bowl appearances and phenomenal play.',\n", - " 'So if we are going to use him as the standard, we also have to look at regular season play and say that until week 16, we were questioning Sam Darnold still.',\n", - " 'We were having the conversation.',\n", - " 'But were we right to do it?',\n", - " 'Yes.',\n", - " 'No one already did it.',\n", - " 'Exactly.',\n", - " \"But I'm saying just because he goes on this run, and I hate being this person, and just because he goes on this run, we can't forget that he led the league in turnovers with 20.\",\n", - " \"That's not elite level play.\",\n", - " 'R.C., listen.',\n", - " 'What your damn eyes telling you?',\n", - " \"Like, that's why I said, like, some people have this definition of elite.\",\n", - " \"I don't think Jalen Hurts is elite.\",\n", - " 'I agree with that.',\n", - " \"I don't.\",\n", - " \"I think he's a really good quarterback.\",\n", - " 'And you can win Super Bowls and they can win MVPs with that.',\n", - " \"You're a body of work over a period of time that separates you from everybody else playing the position.\",\n", - " 'Can we say that about Mahomes?',\n", - " 'Yes.',\n", - " 'Can we say that about Lamar Jackson?',\n", - " 'Yes.',\n", - " 'Can we say that about Josh Allen?',\n", - " 'Yes.',\n", - " 'Those are the elite guys.',\n", - " \"That's it.\",\n", - " 'Right now in this iteration of the NFL.',\n", - " 'What about Stafford?',\n", - " 'Stafford is elite for longevity.',\n", - " \"I'm talking about guys that have these attributes that are different.\",\n", - " 'The other three are generationally talented players.',\n", - " 'Yeah, but you have elite winners.',\n", - " 'You have Tom Brady, elite winner, not elite athlete.',\n", - " \"So it's your definition.\",\n", - " 'The elitist.',\n", - " 'Right, right.',\n", - " 'Blake Cam, last word.',\n", - " 'Well, me and you, the quarterback.',\n", - " 'But when I say certain things, it just has a different kind of reaction to how people receive it.',\n", - " 'What I would say about Matthew Stafford, Matthew Stafford has always been elite.',\n", - " \"He just didn't have the winning resume to back that.\",\n", - " 'Now, an MVP.',\n", - " 'Now, Super Bowl winner.',\n", - " \"Now, he's now propelled himself.\",\n", - " \"He's elite.\",\n", - " \"Matthew Stafford's elite quarterback.\",\n", - " 'But not just elite.',\n", - " 'An all-time great that we have to start to consider.',\n", - " 'But he also had trouble with turning the ball over sometimes.',\n", - " \"I'm to be corrected.\",\n", - " \"He's corrected on that.\",\n", - " \"That's why I say longevity has created that for him.\",\n", - " 'For sure.',\n", - " \"Because even when you look at Matthew Stafford, the one thing that sticks out is he's always had elite receivers too.\",\n", - " 'He played with the greatest receiver in Megatron.',\n", - " \"He's had a Devontae Smith.\",\n", - " 'I mean, Devontae Adams, Apuka Nakua, Cooper Cup.',\n", - " 'These guys have always been at his disposal.',\n", - " 'So at the same time, he still held his own with being able to distribute the football at a high level.',\n", - " 'What a great time it has been here in San Francisco.',\n", - " 'A moment ago, look at Cam Newton throwing passes to fans here at Beerman Park.',\n", - " 'And Sam Fran, I got you.',\n", - " 'Cam, that thing look good coming out your hand, man.',\n", - " \"Oh my God, it's sniping.\",\n", - " 'Uh-oh.',\n", - " \"It's sniping.\",\n", - " 'Uh-oh.',\n", - " \"It's sniping.\",\n", - " 'Uh-oh.',\n", - " \"We'll watch one more here.\",\n", - " 'Look at Cam.',\n", - " 'Oh, almost hit the light.',\n", - " \"Didn't though.\",\n", - " 'And the slide.',\n", - " 'All right, quick predictions.',\n", - " 'We only got 20 seconds.',\n", - " \"We'll go down the line.\",\n", - " 'Who wins on Sunday, Marcus?',\n", - " \"I'm taking the Seattle Seahawks.\",\n", - " \"I think they've been more consistent.\",\n", - " 'Seattle.',\n", - " 'Seattle.',\n", - " '24-10.',\n", - " 'We got.',\n", - " 'Seattle Seahawks.',\n", - " 'Seattle.',\n", - " 'Damn.',\n", - " 'I will take the Patriots.',\n", - " 'Cardi B about to have a field day with us.',\n", - " 'I will take the Patriots.',\n", - " 'Cardi B about to go crazy over there.',\n", - " 'Thanks for being with us all week here in San Francisco.',\n", - " \"Let's make our official picks.\",\n", - " \"We'll go around.\",\n", - " \"Ty, we'll start with you.\",\n", - " 'Seattle Seahawks, minus four and a half.',\n", - " 'Super Bowl Sunday.',\n", - " \"McDonald's, Sam Darnold.\",\n", - " 'Sports Rage, Gabe Berenzi says the Seattle Seahawks win.',\n", - " '27-20.',\n", - " 'Cover, overhits as well.',\n", - " 'Do you see it the same as Sports Rage?',\n", - " 'And can you do this as Gabe Berenzi?',\n", - " 'Well, you know what I mean?',\n", - " 'I could probably try.',\n", - " \"I don't know if I'm going to be able to have the same type of juice.\",\n", - " 'All week, coming into this game, I thought Seattle was going to beat the fuck out of me.',\n", - " \"But the closer we've gotten to this day, maybe it's because the rage is flowing through me.\",\n", - " \"I can't believe I'm fucking saying this, but I like the Patriots 24-21.\",\n", - " \"So I'm not to disagree with you.\",\n", - " 'A lot of great stats.',\n", - " \"I know you're diving into it, obviously.\",\n", - " \"But it's Drake May's time.\",\n", - " 'I mean, at the end of the day, we all know Super Bowls won on Sunday, not today.',\n", - " 'And, of course, when Ty Rage is on the New England Patriots side, it means more.',\n", - " 'But everything you said is exactly why the Patriots will win.',\n", - " 'Everyone loves the Seahawks, 74% of the money, the underdogs, the easy schedule, all this bullshit, this is what happens with New England.',\n", - " \"because they feel like every single time, and I say they feel, other people who aren't Pats fans feel like every time they win the Super Bowl, it's for some bullshit reason, like an easy schedule, like Jared Stidham in the AFC Championship, like bad weather against the Texans.\",\n", - " \"And if you go back and look, everybody's picking against the Patriots damn near every week.\",\n", - " 'Like after Houston, a lot of people liked Houston, and then the Patriots beat the fuck out of them, and then, well, weather stunk and C.J.',\n", - " 'Stroud stunk.',\n", - " \"So that's not because the Patriots.\",\n", - " \"No, you're right.\",\n", - " 'People were saying they had the best defense in the NFL going into that game.',\n", - " 'Exactly.',\n", - " 'Oh, yeah.',\n", - " 'Three for three in the red zone.',\n", - " 'And they were.',\n", - " 'They were historic all year.',\n", - " \"But it feels like every single time people have counted the pats out, they've answered the bell.\",\n", - " \"And I just don't see how McDaniels coaching in his ninth, appearing in his tenth Super Bowl with the Drake Mays, he's going to know what to do.\",\n", - " 'You know, the Seahawks defense is great.',\n", - " \"It's not in the top three of best defenses McDaniels has ever gone up against, especially in a Super Bowl situation.\",\n", - " \"So, personally, I mean, I don't want to go out on a limb, but I'm going to go, you know, 33-13.\",\n", - " 'Okay.',\n", - " \"I like that that's not a limb.\",\n", - " 'Alternate strength.',\n", - " \"That's not a limb.\",\n", - " \"That's one of those situations.\",\n", - " \"Sam Darnold doesn't like playing the pass.\",\n", - " \"That's a ledge.\",\n", - " \"That's not a limb, Pat.\",\n", - " \"That's a ledge.\",\n", - " 'All the way out there.',\n", - " \"But, hey, you've got to go out on the limb because that's where.\",\n", - " \"Isn't that where the fruit is?\",\n", - " \"That's right.\",\n", - " \"Sometimes you've got to do that.\",\n", - " '33-10.',\n", - " 'Okay.',\n", - " \"We've got a 23-point win over there for Connor and a four-point win for the Patriots by Ty.\",\n", - " 'The toxic table firmly in the New England Patriots corner, which I respect, by the way.',\n", - " \"Boys, I like that we're together.\",\n", - " 'Thank you, Ty.',\n", - " 'Drink it in, motherfucker.',\n", - " 'I will drink it in.',\n", - " \"Go, Toe! Let's get a one-half of the hammer.\",\n", - " 'God! Cowboys, AP Tone, official pick of the game.',\n", - " \"I do think it's going to be a cagey affair.\",\n", - " 'I think the defenses will rule the day.',\n", - " \"Obviously, there's going to be some points.\",\n", - " \"So I'm going the under, and I'm going to go 23-20 Seattle.\",\n", - " 'Oh, cover by the Patriots.',\n", - " 'Good cover.',\n", - " 'Patriots plus four and a half.',\n", - " \"That's the Madden prediction, by the way.\",\n", - " 'I did not know that.',\n", - " \"Yeah, I would not have known that either, but my table's right next to them, and they had it up on the screen.\",\n", - " \"We're doing a lot of talking about this.\",\n", - " \"So here's favored by three and a half to six and a half point in the Super Bowl.\",\n", - " 'Last five instances, says Hembo.',\n", - " 'Obviously, Rams, Patriots, Panthers, and Niners.',\n", - " 'In those five games, favorites went 1-4 outright and 0-5 against the spread.',\n", - " 'Seahawks sit there at favored by 4.5.',\n", - " 'Feels like we have three Patriot covers here by the toxic table into tone.',\n", - " 'Dogs have covered five straight and 14 of the last 18, I believe.',\n", - " 'Two weeks to prepare for a team.',\n", - " 'D-Butt, you were drafted to the New England Patriots.',\n", - " 'You thought about putting your bandwagon behind the New England Patriots.',\n", - " \"Haven't made an official announcement yet.\",\n", - " 'How do you see the game going, D-Butt?',\n", - " 'And I feel like more of the star power going into this one.',\n", - " \"We do have, obviously, set runner-up and MVP with Drake May, who's had a great year, but more star power.\",\n", - " 'J.S.',\n", - " \"and you got Nick Emmenward, who's a superstar, Leonard Williams, Kenneth Walker.\",\n", - " \"Everybody's talking about those guys.\",\n", - " 'But you mentioned Josh McDaniels, been in his 10th Super Bowl, coaching in his ninth.',\n", - " 'Vrabel, he played in a ton as a player, first one as a coach.',\n", - " \"I'm going to give the Patriots an edge.\",\n", - " '28-24.',\n", - " 'Yes.',\n", - " 'Okay, this is very abnormal, I think, our show.',\n", - " 'And it might be because we are hanging with Connor so much.',\n", - " 'Everybody here picking Patriots.',\n", - " 'Am I the only one on Seattle?',\n", - " \"We're going to find out next.\",\n", - " 'AJ Hawk, we currently sit 9, 8, and 5 on the season against you.',\n", - " 'Obviously, that makes you 8, 9, and 5.',\n", - " 'Last week, two weeks ago, you went 0-2.',\n", - " 'I went 1-1.',\n", - " 'Okay, shout out to the Seahawks.',\n", - " 'Shout out up there in the Pacific Northwest.',\n", - " 'How do you like it for the Super Bowl?',\n", - " 'Are the Patriots all the way back?',\n", - " 'Are they going to win?',\n", - " 'Are they going to cover?',\n", - " 'The Seattle Seahawks are going to do their thing.',\n", - " 'Are you with sports rage?',\n", - " 'Are you with Connor rage?',\n", - " 'Well, I do like the idea of a cagey affair.',\n", - " 'I think that could happen.',\n", - " 'I think teams might be a little tight early.',\n", - " 'Maybe not.',\n", - " \"Maybe take some little easy completions, but maybe punt the ball back and forth, even though you say they're going to score touchdowns on both drives.\",\n", - " 'Oh, no.',\n", - " 'Field goals win the bet.',\n", - " 'Oh, field goals.',\n", - " \"Yeah, I don't mean score touchdowns.\",\n", - " 'Yeah, score on both drives.',\n", - " \"That's not bad.\",\n", - " 'Yeah.',\n", - " 'Yeah.',\n", - " 'But when I think about it, I agree.',\n", - " \"Josh McDaniels, the guy's an absolute wizard as far as offensive play color and dialing up matchups and finding the matchups he wants.\",\n", - " \"I'm taking Patriots 21, Seahawks 17.\",\n", - " 'Oh, shit.',\n", - " 'Wow.',\n", - " \"And on that note, I'll take the Patriots plus four and a half as well.\",\n", - " 'Okay.',\n", - " 'And congrats to me.',\n", - " 'Another big-time win this season against A.J.',\n", - " 'Hawk.',\n", - " \"I'm pretty excited about that.\",\n", - " 'That is good news.',\n", - " 'Welcome to CBS Sports HQ presented by Heinz.',\n", - " \"It has to be Heinz and this has to be a good show because it's a Friday of Super Bowl week.\",\n", - " \"I'm Jenny Dell.\",\n", - " 'The Super Bowl the day after tomorrow.',\n", - " 'We are almost there.',\n", - " \"We've made it.\",\n", - " \"Let's get through this Friday afternoon together and then we can celebrate Super Bowl weekend.\",\n", - " \"Super Bowl 60 going down on Sunday at Levi's Stadium.\",\n", - " 'Seahawks and the Patriots battling for NFL supremacy.',\n", - " 'The Patriots 12th the Super Bowl appearance.',\n", - " \"That's the most of any franchise and of course a rematch of Super Bowl 49 with And hearing about that all week, the Pats, of course, won that one.\",\n", - " 'Fun fact for this, this marks the 10th Super Bowl rematch ever.',\n", - " 'The previous nine, the team that won the first meeting has gone on to win six times.',\n", - " 'So history, pressure, the Lombardi Trophy on the line.',\n", - " 'Damian Harris is holding it down in Santa Clara with our cast and crew.',\n", - " 'Damian, take it away.',\n", - " 'Thanks, Jenny.',\n", - " \"We've got CBS finest crew here for the final day of Radio Row here at Super Bowl 60.\",\n", - " \"I'm Damian Harris.\",\n", - " 'We got Brian McFadden, Kyle Long, the amazing, great Peter Prisco.',\n", - " 'Fellas, we are two days away from the Super Bowl.',\n", - " 'The game will be played.',\n", - " 'A Super Bowl champion will be crowned.',\n", - " 'What are your final thoughts going into the game?',\n", - " \"Pete, I'll start with you.\",\n", - " 'Sam Darnold.',\n", - " \"Uh-oh, it's time.\",\n", - " \"I mean, look, so far he's played very well in the postseason.\",\n", - " \"He hasn't become Sam Darnold of late last year.\",\n", - " \"And this is the moment for him to show everybody that that's all behind.\",\n", - " 'And can he do it?',\n", - " \"On the biggest stage, will he be able to do what he's done so far in the playoffs?\",\n", - " 'And look, the way they scheme things up, Clint Kubiak does a great job of making it easy on him.',\n", - " \"I think he's going to be able to play some good football in the finest moment and shut people like me up.\",\n", - " \"So you're a believer, Pete?\",\n", - " \"I'm not a believer that he's an elite quarterback.\",\n", - " \"I'm a believer that he's a good enough quarterback.\",\n", - " 'Okay, Kyle, what about you?',\n", - " \"The last two Super Bowls I've watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage.\",\n", - " 'that really being the story of the game.',\n", - " \"Josh McDaniel's protection plan, that's what I'm really keyed in on.\",\n", - " 'How are they going to protect the interior part of that pocket?',\n", - " \"We know there's issues at the tackle position, and we know Seattle's got guys that can come in waves as rushers.\",\n", - " \"That's the story.\",\n", - " 'In order to protect your quarterback and have success, you need to win the line of scrimmage, particularly the A and the B gaps.',\n", - " 'For me, you guys gave great stories.',\n", - " 'I have the story, the status of Nick Emanwuri.',\n", - " 'Hearing the ankle injury that he sustained Wednesday, he did not practice at all yesterday, even though the team came out and made a statement that they expect him to play, but to what level?',\n", - " \"Because we know when you're a guy like Nick Emanwuri, the ability to impact a ball game can come in a multitude of ways because of the versatility, but if he's not at his best, their defense won't be at their best.\",\n", - " 'You know what I mean?',\n", - " 'So when you look at his impact, like I said, he is the Kyle Hamilton for their defense and how Mike McDonald utilizes him in run support, in the blitz concept, and most importantly, in the coverage end of things as well.',\n", - " 'Remember what he was doing against Puka Nakua in the championship game and Devontae?',\n", - " 'You don\\'t oftentimes see guys 6\\'3\", 220-plus, cover like he can cover.',\n", - " 'So waiting to see his status I think is very, very important for their overall team success on the defensive side.',\n", - " \"And when you look at what Nick Emanwuri does, I mean, Seattle's defense, they don't pressure a lot.\",\n", - " \"But whenever they do pressure, it's usually with Nick Emanwuri.\",\n", - " 'Pete, I know that this Seattle Seahawks defense, they get to the quarterback a lot.',\n", - " \"And they're going against an offensive line that doesn't protect very well.\",\n", - " \"Even if Nick Emanwuri isn't 100%, do you think the Seattle Seahawks defense has enough to get to Drake May early and often and make him uncomfortable?\",\n", - " 'With four.',\n", - " 'With four.',\n", - " \"They don't need Nick Emanwuri to brush the passer.\",\n", - " 'is the key to winning for all time.',\n", - " 'If you go back in history, anybody who could rush with four is going to win Super Bowls.',\n", - " 'Go back to the Jimmy Johnson Cowboys.',\n", - " 'They all rushed with four, and they dominated.',\n", - " 'When the Giants upset the Patriots, how did they do it?',\n", - " 'By rushing with four.',\n", - " 'And this team can rush with four.',\n", - " \"And when you rush with four, that puts an awful lot of pressure on the quarterback, the young quarterback, to decipher what's going on behind him.\",\n", - " \"And we've seen him have struggles.\",\n", - " \"I mean, that's the story that not a lot of people are talking about.\",\n", - " 'Drake May is completing under 60% of his passes in the playoffs.',\n", - " \"He's been sacked 15 times.\",\n", - " 'His eye level has come down.',\n", - " 'This is a big moment for Drake May, too.',\n", - " \"I'm glad he pointed out the pressure in the postseason and his response to pressure, Drake May, because there was nobody better during the regular season at taking on pressure and turning into explosives.\",\n", - " 'So to your point, I mean, get in his grill, find a way to get his eye level down.',\n", - " 'And I think the way that they handled, they fought fire with fire in Denver.',\n", - " 'They ran the football almost 30 times in the second half.',\n", - " \"Damian, that's like our fantasy.\",\n", - " \"You know what I'm saying?\",\n", - " \"I don't have to drop back and pass protect ever.\",\n", - " \"We can just run the football behind 61 and when you, I believe his name is, he's about two humans wide.\",\n", - " 'Just give the ball to your running backs and make those defensive linemen have to play the rush.',\n", - " \"That's how I think they can fight fire with fire.\",\n", - " \"No, Pete, you said something that was very, very intriguing, that there's a lot of pressure on Drake May, which I don't disagree with.\",\n", - " \"But I think there's even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback because there's a significant drop-off in their points that they've averaged.\",\n", - " 'In regular season play, they averaged 28 points.',\n", - " \"In the playoff games, they only averaged 15 because they haven't been able to protect their quarterback.\",\n", - " \"So Josh McDaniels, if I'm not mistaken, who will be coaching his 10th Super Bowl?\",\n", - " 'Wow.',\n", - " 'His 10th Super Bowl, we need to see that experience being put forth in terms of the scheme, the strategy that he plans on using to help his offensive line, especially the left side.',\n", - " \"Well, it's interesting, and I wanted to ask you this because you were a running back and you played on the offensive line.\",\n", - " 'They go to a lot of jumbo formations.',\n", - " 'They bring that extra tackle in.',\n", - " 'Yes.',\n", - " 'Mumford comes in there.',\n", - " 'Mumford comes in.',\n", - " 'He comes in and plays right tackle.',\n", - " 'Huh?',\n", - " \"When he comes in, is that when you're running the ball behind the jumbo package, is that a big advantage for you as a back?\",\n", - " \"You're damn right.\",\n", - " \"I mean, knowing you've got an extra Kyle Long in front of you to at least just say, cover a guy up, and then if you get the ability to collect and climb to the second level, that's just more big people on more small people.\",\n", - " \"I mean, like you say, Seattle's got four great defensive linemen, but when you've got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta's second level, which we've seen, if it's Travion Henderson, even Ramondre Stevenson, if they get to the second level, they can make those big explosive runs that make the key differences in the game.\",\n", - " \"But speaking of those Patriots running backs, I do want to talk about X factors because when you look through the history of the Super Bowl, some of the greatest moments haven't been made by the superstars of the team.\",\n", - " \"It's been the X factors.\",\n", - " \"Sometimes it's James White for the New England Patriots or Julian Edelman.\",\n", - " \"If you guys have an X factor for who's going to determine the outcome of tonight's game, Kyle Long, I'll start with you.\",\n", - " 'Who do you think?',\n", - " \"I think it's got to be the kicking game.\",\n", - " 'I mean, look, I was there at the AFC championship, and you talked about the points per game.',\n", - " \"While I agree with you, the defenses they were playing against were great, and they couldn't even see where the ball was going to be thrown.\",\n", - " \"That's how white out of a condition it was.\",\n", - " \"But the kicking game is what that game came down to pretty much, and that's what I think this one will come down to as well.\",\n", - " 'There will be a 50-plus yarder at some point in the game.',\n", - " \"Who's going to make it?\",\n", - " 'Pete?',\n", - " 'but I think the X factor for the Patriots is Hunter Henry.',\n", - " 'And the reason I say that is Seattle has been awful against tight ends this year.',\n", - " \"They're giving up an average of over six catches per game to the tight end position.\",\n", - " \"And that's a problem when you play a team, because they can get Hunter Henry in the middle of the field, get the ball out of Drake May's hands.\",\n", - " 'And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards.',\n", - " 'I like that.',\n", - " 'And they have to get the ball.',\n", - " \"And if Iman Worry isn't in the game, then it becomes that much more of a factor.\",\n", - " \"because I think if he's not there, and he missed time this year, they might move Witherspoon inside to play the slot corner.\",\n", - " 'Remember, Witherspoon used to play the slot for them as well.',\n", - " \"Correct, but you don't want him playing in there, but he can do it, but then that weakens you on the outside a little bit because I think you get other guys on the field.\",\n", - " 'Job gets on the field more, Wolin gets on the field more, and I think that weakens them on defense.',\n", - " 'And their dime package has been very, very influential because you now have Nick Emanwary playing the dime, you have Spoon playing the nickel, two guys that are very, very relentless in terms of tackling, and they play with their hair on fire.',\n", - " \"So if they don't have that status in terms of their sub packages, who knows?\",\n", - " \"But for me, I know we've highlighted Seattle, talking about Sam.\",\n", - " 'What about the Patriots and their game plan for JSN?',\n", - " \"So my X factor that I'm watching and looking to see the impact is the two corners, right?\",\n", - " 'Carlton Davis and Christian Gonzalez.',\n", - " 'Both guys have been lock down this playoff stretch.',\n", - " \"Christian Gonzalez, guys, in the playoffs, he's allowed a zero passer rating in the fourth quarter.\",\n", - " 'Zero passing rating.',\n", - " \"He's been playing his best football in the more critical moments to close out ball games to be able to get to this point.\",\n", - " 'And JSN has been the most prolific wide receiver this season.',\n", - " 'And when Sam is thrown to JSN, he is a much better quarterback.',\n", - " \"So what's the game plan on number 11?\",\n", - " 'Did you see what Carlton Davis said yesterday?',\n", - " 'He said that Christian Gonzalez is going to spend most of the time on JSA.',\n", - " \"And see, I'm a bit surprised that he made that known now.\",\n", - " 'I agree.',\n", - " ...]" + " 'Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.']" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1307,52 +641,23 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "a4480d7f", + "execution_count": 11, + "id": "46962fa4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[\"So I'm going the under, and I'm going to go 23-20 Seattle.\",\n", - " 'Oh, cover by the Patriots.',\n", - " 'Good cover.',\n", - " 'Patriots plus four and a half.',\n", - " \"That's the Madden prediction, by the way.\",\n", - " 'I did not know that.',\n", - " \"Yeah, I would not have known that either, but my table's right next to them, and they had it up on the screen.\",\n", - " \"We're doing a lot of talking about this.\",\n", - " \"So here's favored by three and a half to six and a half point in the Super Bowl.\",\n", - " 'Last five instances, says Hembo.',\n", - " 'Obviously, Rams, Patriots, Panthers, and Niners.',\n", - " 'In those five games, favorites went 1-4 outright and 0-5 against the spread.',\n", - " 'Seahawks sit there at favored by 4.5.',\n", - " 'Feels like we have three Patriot covers here by the toxic table into tone.',\n", - " 'Dogs have covered five straight and 14 of the last 18, I believe.',\n", - " 'Two weeks to prepare for a team.',\n", - " 'D-Butt, you were drafted to the New England Patriots.',\n", - " 'You thought about putting your bandwagon behind the New England Patriots.',\n", - " \"Haven't made an official announcement yet.\",\n", - " 'How do you see the game going, D-Butt?',\n", - " 'And I feel like more of the star power going into this one.',\n", - " \"We do have, obviously, set runner-up and MVP with Drake May, who's had a great year, but more star power.\",\n", - " 'J.S.',\n", - " \"and you got Nick Emmenward, who's a superstar, Leonard Williams, Kenneth Walker.\",\n", - " \"Everybody's talking about those guys.\",\n", - " 'But you mentioned Josh McDaniels, been in his 10th Super Bowl, coaching in his ninth.',\n", - " 'Vrabel, he played in a ton as a player, first one as a coach.',\n", - " \"I'm going to give the Patriots an edge.\",\n", - " '28-24.',\n", - " 'Yes.']" + "374" ] }, - "execution_count": 7, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "cleaned_transcripts[780:810]" + "len(cleaned_transcripts)" ] }, { @@ -1373,7 +678,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "9e05974a", "metadata": {}, "outputs": [], @@ -1418,18 +723,12 @@ "id": "a8fa141d", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Warning: API_KEY environment variable not set\n" - ] - }, { "data": { "text/plain": [ - "{'llama-3.1-8b-instant': ,\n", - " 'llama-3.3-70b-versatile': }" + "{'llama-3.1-8b-instant': ,\n", + " 'llama-3.3-70b-versatile': ,\n", + " 'openai/gpt-oss-120b': }" ] }, "execution_count": 9, @@ -1442,7 +741,7 @@ "\n", "# Option 3: All NaviGator models\n", "# models = tgmf.create_instances(tgmf.get_navigator_model_names())\n", - "models = tgmf.create_instances(['llama-3.1-8b-instant', 'llama-3.3-70b-versatile', 'granite-3.3-8b-instruct'])\n", + "models = tgmf.create_instances(['llama-3.1-8b-instant', 'llama-3.3-70b-versatile', 'openai/gpt-oss-120b'])\n", "models" ] }, @@ -1456,7 +755,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "id": "66bce6de", "metadata": {}, "outputs": [ @@ -1464,246 +763,334 @@ "name": "stdout", "output_type": "stream", "text": [ - "0 --- Sentence: That's the reason you don't have to get frustrated.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "0 --- Sentence: We have reached the end.\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", - "1 --- Sentence: It's not even that we have to have you number one in the progression or we have to make sure we call this play for you.\n", + " Model: openai/gpt-oss-120b | Label: 0\n", + "1 --- Sentence: One last game.\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", - "2 --- Sentence: It's eventually through the flow of the offense, you'll have your chance.\n", - " Model: llama-3.1-8b-instant | Label: 1\n", + " Model: openai/gpt-oss-120b | Label: 1\n", + "2 --- Sentence: Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", + " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 1\n", - "3 --- Sentence: And when he does, he seems to always capitalize.\n", - "4 --- Sentence: And like Dan says, every route, the stem, the top of the route, They look the same.\n", - "5 --- Sentence: And when the movement happens, you separate so much.\n", - "6 --- Sentence: He's so talented.\n", - "7 --- Sentence: Darnold's 18 completions or 20 or more air yards to Smith and Jigba are the most this season by any QB wide receiver combo.\n", - "8 --- Sentence: And we're going to talk about the Patriots' answer to this.\n", - "9 --- Sentence: We continue to break down every angle of the Super Bowl 60.\n", - "10 --- Sentence: There's a look at sparkling Levi's Stadium just about 35 miles down the road.\n", - "11 --- Sentence: It's going to take you a while to get there, though.\n", - "12 --- Sentence: I'm just telling you, traffic's been a little much here.\n", - "13 --- Sentence: But we expect that on a Super Bowl week.\n", - "14 --- Sentence: Christian Gonzalez has been a lockdown defender this postseason as we talk about how the Patriots can answer JSN on the other side.\n", - "15 --- Sentence: Opposing quarterbacks are completing just 39% of their passes with him in coverage this postseason.\n", - "16 --- Sentence: On pace to be the lowest in a single season postseason since NFL Next Gen began tracking in 2018.\n", - "17 --- Sentence: He's allowed no touchdowns with an interception.\n", - "18 --- Sentence: He's just been, lockdown's the best way to describe it, right?\n", - "19 --- Sentence: Dan, we spoke at length about JSN, the last block.\n", - "20 --- Sentence: What can New England try to do defensively to answer that on the other side?\n", - "21 --- Sentence: Yeah, so one pass off, two palms.\n", - "22 --- Sentence: And this is something we've talked about.\n", - "23 --- Sentence: JSN and the crossers start on one side of the field in this play action or crossing concept.\n", - "24 --- Sentence: New England is notorious for this.\n", - "25 --- Sentence: They didn't do it a ton this year, but there's a clip in the Denver game.\n", - "26 --- Sentence: And this is going to be palms, OK?\n", - "27 --- Sentence: This is quarters, so everybody's responsible for a quarter of the field in defense.\n", - "28 --- Sentence: Those two defenders at the bottom of the screen are playing palms.\n", - "29 --- Sentence: They're reading that slot receiver.\n", - "30 --- Sentence: Once that slot receiver outbreaks, it becomes cover two.\n", - "31 --- Sentence: The corner drives it.\n", - "32 --- Sentence: The safety plays over the top.\n", - "33 --- Sentence: So that's one way where they'll try to have extra bodies on him.\n", - "34 --- Sentence: The other part is this pass off when a crossing route happens.\n", - "35 --- Sentence: The man in coverage passes it off to the safety.\n", - "36 --- Sentence: He cuts it and goes over the top.\n", - "37 --- Sentence: I'm always like, it's hard at times for us, but I always know there's a shot down the field if you're not on the same page.\n", - "38 --- Sentence: That's the point, though.\n", - "39 --- Sentence: I'm trying to think about the amount of times I've seen Sam Darnold in Seattle take hole shots.\n", - "40 --- Sentence: When you look at teams that have had success against two, Otunga Valoa and the Miami Dolphins, a lot of times you've seen them in cover two or palms or two buster where you're passing off things with people who can see it from high to low.\n", - "41 --- Sentence: That's why it's so difficult in cover three.\n", - "42 --- Sentence: I also wonder what you do with Christian Gonzalez.\n", - "43 --- Sentence: If you ever say, okay, we got to get it more man-to-man, do you put him on Rashid Shaheed and allow them to be one-on-one or with Cooper Cup and then you double team where you played the cloud coverage to JSN.\n", - "44 --- Sentence: And so now you have an eye on him.\n", - "45 --- Sentence: Yeah, double 11 where you could put hands on him, have someone over the top, and I would never play in and out because he's too good of a route.\n", - "46 --- Sentence: How does that change, though, with him moving?\n", - "47 --- Sentence: The way that it changes when he moves is now you can just change the sides.\n", - "48 --- Sentence: The problem is you're never going to be upset, to me, in my opinion, if Carlton Davis has to end up on Rasheed Shaheed or Cooper Cup because it's a change of strength motion.\n", - "49 --- Sentence: What you never want is for JSN to end up in the man-to-man that would be the guy that's the second wide receiver.\n", - "50 --- Sentence: So for those who don't know, the one-double recommendation is really interesting because that's what the Patriots famously— They did it with Darrell Reeves.\n", - "51 --- Sentence: And I think it does make sense.\n", - "52 --- Sentence: It does.\n", - "53 --- Sentence: I do think, though, Gonzalez, as great as he is, Shahid can get him with his speed.\n", - "54 --- Sentence: You remember Marvin Mims, obviously, in the AFC Championship, beat him on the go route.\n", - "55 --- Sentence: And I also think if they end up playing any form of man coverage, there's here you see here Gonzo.\n", - "56 --- Sentence: I mean, he just got beat like Mims.\n", - "57 --- Sentence: But that's been there.\n", - "58 --- Sentence: That shot on the backside.\n", - "59 --- Sentence: You can take a shot at the safe.\n", - "60 --- Sentence: I think this is a little bit more into safety than Gonzo.\n", - "61 --- Sentence: Why you go get Rashid Shaheed and bring in that speed.\n", - "62 --- Sentence: Because you've seen this all year.\n", - "63 --- Sentence: You talked about them cutting the crossers.\n", - "64 --- Sentence: Teams will do that to JSN.\n", - "65 --- Sentence: It does create opportunities for the other players.\n", - "66 --- Sentence: which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez.\n", - "67 --- Sentence: My concern would actually be less JSN, even though I do think he would get his still against Gonzo, whoever, and more about the other tight ends, the backs.\n", - "68 --- Sentence: We talk about Walker.\n", - "69 --- Sentence: If you can get him on the linebackers in the passing game, this is what's scary about this.\n", - "70 --- Sentence: As much as it flows through JSN, they do have other skill players who can beat you and they can also use them to hunt matchups.\n", - "71 --- Sentence: That's why the Cooper cup being in this game is huge.\n", - "72 --- Sentence: just the understanding of space and where to go.\n", - "73 --- Sentence: I want to get to this New England Patriots defense.\n", - "74 --- Sentence: We talked about them, and we haven't really locked in on how good they've been.\n", - "75 --- Sentence: They've been phenomenal as well.\n", - "76 --- Sentence: Now we talk about what the other teams were missing, so it kind of dilutes that conversation.\n", - "77 --- Sentence: But there's also within this defense of Mike Vrabel, of wanting to keep things in front of him, there will be those open holes in this zone.\n", - "78 --- Sentence: There will be these opportunities to find space for Drake May and move this football down the field.\n", - "79 --- Sentence: Excuse me.\n", - "80 --- Sentence: So you look at this defense from New England, right, and it's about finding where the open spot is.\n", - "81 --- Sentence: You got this slot on the out route.\n", - "82 --- Sentence: To me, that's open.\n", - "83 --- Sentence: To me, that is where your eyes need to get to with an understanding of this is going to be getting the ball out of quick.\n", - "84 --- Sentence: Amina, which lends itself to what you said earlier about this defense.\n", - "85 --- Sentence: If you can find those opportunities early in downs, sometimes, And then you notice sometimes the play is called.\n", - "86 --- Sentence: There's an expectation for your first read.\n", - "87 --- Sentence: And if that first read is taken away, it's about how fast can you get to those next ones.\n", - "88 --- Sentence: And I think New England gives you a lot of those opportunities when they play zone.\n", - "89 --- Sentence: The problem is Milton Williams has been so good at pressing the pocket that you feel some panic before you can find that area.\n", - "90 --- Sentence: You see in that clips.\n", - "91 --- Sentence: But Seattle also has to take a shot on the safeties in the first two series.\n", - "92 --- Sentence: Totally agree.\n", - "93 --- Sentence: Like they have played overly aggressive in these playoffs.\n", - "94 --- Sentence: And it's why they've been able to get breakups on quick digs, on square ends.\n", - "95 --- Sentence: If you, to me, I'm calling dig and go early on in this game.\n", - "96 --- Sentence: And I'm not doing it with JSN.\n", - "97 --- Sentence: I'm doing it with Rasheed Shaheed.\n", - "98 --- Sentence: Because I believe they will be primed to allow that play to hit and get over the top early.\n", - "99 --- Sentence: Dio, do you think there is a level of respect that Mike Rabel and his staff is going to have for Sam Darnold that he didn't have for Stroud?\n", - "100 --- Sentence: Obviously, not Stidham.\n", - "101 --- Sentence: Do you think anything changes with that mindset based on what this quarterback from Seattle has shown?\n", - "102 --- Sentence: I have a level of respect for the skill play.\n", - "103 --- Sentence: Yes, and I also think the level of respect for the scheme diversity.\n", - "104 --- Sentence: All the things that you just – and you never see Darnold throw the ball from the same spot two times in a row.\n", - "105 --- Sentence: It's three-step.\n", - "106 --- Sentence: It's five-step.\n", - "107 --- Sentence: It's boot to the left, boot to the right.\n", - "108 --- Sentence: It's roll behind the guard, roll behind the tack.\n", - "109 --- Sentence: I think that's the challenging thing from that perspective.\n", - "110 --- Sentence: They just always give him so many answers on first down.\n", - "111 --- Sentence: I think where you see what you're talking about come to play is if it gets to third down, that's where you start to worry about Darnold.\n", - "112 --- Sentence: Totally.\n", - "113 --- Sentence: All right, are you guys ready for us to make some Super Bowl picks?\n", - "114 --- Sentence: Yeah, that's coming up next.\n", - "115 --- Sentence: Sunday at 6.30 Eastern, these two teams will figure out which one ends up hoisting that Lombardi.\n", - "116 --- Sentence: You see them talking about it.\n", - "117 --- Sentence: It's becoming even more real.\n", - "118 --- Sentence: And Marcus, when you look at this game, what's one thing that you think will define Super Bowl 60?\n", - "119 --- Sentence: A young man by the name of Dwayne Carter, a.k.a.\n", - "120 --- Sentence: Lil Wayne, has said, what is a goon to a goblin?\n", - "121 --- Sentence: And Leonard Williams is a goblin.\n", - "122 --- Sentence: And the other side of that is Milton Williams is a goblin, who we haven't talked about enough, who's taken over games for the New England Patriots on the interior.\n", - "123 --- Sentence: He is doing exactly what they paid him to do.\n", - "124 --- Sentence: For as much as we've talked about the Seattle Seahawks defensive line, these two interior guys between Christian Barmore and Milton Williams have impacted games as much as anybody in these playoffs.\n", - "125 --- Sentence: And I think in order for New England to have a shot at winning this game and winning it straight up, those two are who we are going to have to talk about after the game.\n", - "126 --- Sentence: I don't know if you can talk about pivotal matchups in this game and not mention the name Will Campbell.\n", - "127 --- Sentence: Yeah.\n", - "128 --- Sentence: Since returning from injury, Will Campbell has truly been an Achilles heel for this offense.\n", - "129 --- Sentence: And Drake made the pressure that we've seen created from the left side of the offensive line of the New England Patriots.\n", - "130 --- Sentence: And if you're Mike McDonald, this Seahawks defense, you're going to try to get as many one-on-one matchups as you can with the young rookie.\n", - "131 --- Sentence: And believe me, he is going to be the fish.\n", - "132 --- Sentence: There are going to be arguments on the sideline of who gets to line up on the right side of the defensive line.\n", - "133 --- Sentence: We've been showing you guys explosive Seattle pass plays all week.\n", - "134 --- Sentence: Most of them happen on first down.\n", - "135 --- Sentence: Under Sender, play action.\n", - "136 --- Sentence: Jackson Smith and Jigba running deep on the crosser.\n", - "137 --- Sentence: They averaged nearly nine yards a pass on first down this season, second only to New England Patriots.\n", - "138 --- Sentence: but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run-pass conflict.\n", - "139 --- Sentence: It's when they're the best.\n", - "140 --- Sentence: Yeah, going last on this one is outstanding.\n", - "141 --- Sentence: There you go, Dan.\n", - "142 --- Sentence: Dan, here's a short one for you.\n", - "143 --- Sentence: All right, turnovers.\n", - "144 --- Sentence: Five kickers.\n", - "145 --- Sentence: Look at whether the storm.\n", - "146 --- Sentence: Both of these teams lead the NFL or tops in the NFL when it comes to first quarter scoring differential.\n", - "147 --- Sentence: So, like, who comes out and throws the first punch?\n", - "148 --- Sentence: Yeah.\n", - "149 --- Sentence: And then who can kind of punch back?\n", - "150 --- Sentence: Seattle, plus 79.\n", - "151 --- Sentence: in the first quarter outscoring their opponents in New England, plus 45.\n", - "152 --- Sentence: So what team kind of takes that lead early on?\n", - "153 --- Sentence: But if that's the case, what team in that first quarter can kind of throw that counterpunch back?\n", - "154 --- Sentence: Dan, this is really interesting, but there was a baby that was stealing the show back.\n", - "155 --- Sentence: Where's the baby?\n", - "156 --- Sentence: Show the baby.\n", - "157 --- Sentence: Show the baby.\n", - "158 --- Sentence: Little baby.\n", - "159 --- Sentence: I'll take the baby.\n", - "160 --- Sentence: Simba.\n", - "161 --- Sentence: Are you doing the baby?\n", - "162 --- Sentence: Simba.\n", - "163 --- Sentence: Oh, Dan.\n", - "164 --- Sentence: Aw, Dan's got the baby.\n", - "165 --- Sentence: Dan's not going to get the baby back.\n", - "166 --- Sentence: Look at the baby like what the hell?\n", - "167 --- Sentence: Baby, I need another baby, I need another kid.\n", - "168 --- Sentence: Uh-oh, uh-oh.\n", - "169 --- Sentence: No, Dan, don't come home, don't come home.\n", - "170 --- Sentence: Look how cute.\n", - "171 --- Sentence: Dan's got four kids, he's asking for another.\n", - "172 --- Sentence: I thought they were saying Vrabel, they were saying baby the whole time.\n", - "173 --- Sentence: Dan, get a man his baby back.\n", - "174 --- Sentence: Yeah, that baby is really cute.\n", - "175 --- Sentence: That's a real cute baby.\n", - "176 --- Sentence: Also, that baby is way chiller than my two babies cuz just dealt with it.\n", - "177 --- Sentence: By the way, Dan, you had 11 career fumbles.\n", - "178 --- Sentence: I'm glad that wasn't number 12.\n", - "179 --- Sentence: All right.\n", - "180 --- Sentence: Let's talk about this game.\n", - "181 --- Sentence: That's what I'm told in my ear.\n", - "182 --- Sentence: ESPN Analytics simulated the Super Bowl 10,000 times, and the Seahawks were victorious in 60% of those simulations.\n", - "183 --- Sentence: The average score difference in those 10,000 matchups was the Seahawks by about 3.5 points.\n", - "184 --- Sentence: Currently, DraftKings Sportsbook has Seattle as a 4.5-point favorite.\n", - "185 --- Sentence: Swagu you first who you got in this game.\n", - "186 --- Sentence: I remember being in New England It was snowing and the Houston Texans were coming in the town Yeah, and I was thinking to myself There is no way you're going to be able to beat the Houston Texans with the way that that defense is played We've talked about Seattle defense and how good they've been all season long.\n", - "187 --- Sentence: I'm taking Seattle I'm taking the Seahawks man.\n", - "188 --- Sentence: I think they're a complete team.\n", - "189 --- Sentence: I think the offense will show up We have spent this entire week talking about the matchups, both sides of the ball between these teams.\n", - "190 --- Sentence: Most of those matchups favor the Seattle Seahawks.\n", - "191 --- Sentence: Top to bottom, the roster is better.\n", - "192 --- Sentence: If Sam Darnold protects the football, limits turnovers, I do not see how Seattle loses this game.\n", - "193 --- Sentence: I'm picking Seattle.\n", - "194 --- Sentence: Yeah, I think every team has their moment, and it feels like the Seattle Seahawks are destined for this moment.\n", - "195 --- Sentence: The way that this defense has played all year, the story behind Sam Darnold and Jackson Smith and Jigba's absolute excellence at the position.\n", - "196 --- Sentence: This is a team under Mike McDonald that knew exactly who they needed to be, and they'll be that on Sunday evening.\n", - "197 --- Sentence: Yeah, I'm taking Seattle.\n", - "198 --- Sentence: They've been one of the more dominant football teams we've seen in the NFL the last 10 years.\n", - "199 --- Sentence: I think New England's defense can keep them in it.\n", - "200 --- Sentence: I have so much respect for Mike Vrabel as a coach, but Seattle has been, with the Rams, the two best teams in football all year.\n", - "201 --- Sentence: Seattle plays their A game.\n", - "202 --- Sentence: They control the football game.\n", - "203 --- Sentence: They win.\n", - "204 --- Sentence: Boogie, please.\n", - "205 --- Sentence: We are in danger of the NFL live curse affecting Super Bowl 60, but it's not going to happen.\n", - "206 --- Sentence: Let's go with the Patriots.\n", - "207 --- Sentence: Yes, Boogie! You guys love me.\n", - "208 --- Sentence: I need you.\n", - "209 --- Sentence: All right, but here's why.\n", - "210 --- Sentence: I actually think Drake May and his legs is going to be the key factor in this game.\n", - "211 --- Sentence: I think he's going to step up in huge moments.\n", - "212 --- Sentence: And I'm doing it for you, Mina.\n", - "213 --- Sentence: I'm doing it for you.\n", - "214 --- Sentence: No, I'm just saying.\n", - "215 --- Sentence: We don't want to curse him.\n", - "216 --- Sentence: Drake Mays going to stand up and it's going to be great and they're going to win.\n", - "217 --- Sentence: And you guys are all going to be wrong.\n", - "218 --- Sentence: And I'm good with that.\n", - "219 --- Sentence: On Sunday night when we see you as part of the handoff show, which tune in around 1 a.m.\n", - "220 --- Sentence: Eastern time, we'll talk about how I'm right and you guys are wrong.\n", - "221 --- Sentence: And then we'll see you again on Monday in Disneyland.\n", - "222 --- Sentence: We've got all kinds of great coverage still coming up.\n", - "223 --- Sentence: Thanks to everybody for being here.\n", - "224 --- Sentence: Thanks to our incredible staff back in Bristol, Connecticut.\n", - "225 --- Sentence: We love you guys.\n", - "226 --- Sentence: And we appreciate everybody for tuning in.\n", - "227 --- Sentence: Enjoy Super Bowl 60.\n" + " Model: openai/gpt-oss-120b | Label: 1\n", + "3 --- Sentence: A week from this Sunday.\n", + "4 --- Sentence: And how about the week that Kyle and Pete had?\n", + "5 --- Sentence: They both went 3-0.\n", + "6 --- Sentence: Both perfect conference championship.\n", + "7 --- Sentence: Great job, Pete.\n", + "8 --- Sentence: Best bets come through.\n", + "9 --- Sentence: Unreal.\n", + "10 --- Sentence: I got hot.\n", + "11 --- Sentence: Too late.\n", + "12 --- Sentence: Too little, too late.\n", + "13 --- Sentence: Yeah.\n", + "14 --- Sentence: Pete, the epic collapse is complete.\n", + "15 --- Sentence: Let me have my paper.\n", + "16 --- Sentence: I got something on the back of this paper.\n", + "17 --- Sentence: Look at Kyle in the postseason, 13-2 overall.\n", + "18 --- Sentence: You know what, man?\n", + "19 --- Sentence: You got to show up in the playoffs.\n", + "20 --- Sentence: And look, he's hit each of his last two best bets as well.\n", + "21 --- Sentence: That was what kind of strangled him in the regular season.\n", + "22 --- Sentence: He can't catch me with the best bets, so I have that going for me.\n", + "23 --- Sentence: It takes a while to figure out what we're looking at.\n", + "24 --- Sentence: I don't know if you can see this, but this says void.\n", + "25 --- Sentence: Yeah, it says void.\n", + "26 --- Sentence: You know why it says void?\n", + "27 --- Sentence: Why?\n", + "28 --- Sentence: We're voiding his title.\n", + "29 --- Sentence: Why?\n", + "30 --- Sentence: Because I've got sources that have explained to me that his little best bets props haven't been coming from him.\n", + "31 --- Sentence: Yes, they have.\n", + "32 --- Sentence: You've been accusing him of that the last few weeks.\n", + "33 --- Sentence: And that's okay.\n", + "34 --- Sentence: And I have a source on it.\n", + "35 --- Sentence: The truth will set you free.\n", + "36 --- Sentence: I have a source on it.\n", + "37 --- Sentence: So, basically, here's what happened with picks.\n", + "38 --- Sentence: He kind of finagled winning this one.\n", + "39 --- Sentence: And then on our picks on the site, Dave Richard changed like three picks on the last Sunday after the fact.\n", + "40 --- Sentence: See, that's cheating.\n", + "41 --- Sentence: And I called him out on it.\n", + "42 --- Sentence: He said, well, blah, blah, blah, blah, blah.\n", + "43 --- Sentence: Dave.\n", + "44 --- Sentence: Yeah.\n", + "45 --- Sentence: So the fact is I should be the winner of all of them.\n", + "46 --- Sentence: Okay.\n", + "47 --- Sentence: You all cheated me.\n", + "48 --- Sentence: Instead, you're the winner of none.\n", + "49 --- Sentence: None.\n", + "50 --- Sentence: I'm a loser.\n", + "51 --- Sentence: Absolutely nothing.\n", + "52 --- Sentence: All right.\n", + "53 --- Sentence: That was a collapse.\n", + "54 --- Sentence: Oh, that was a terrible collapse.\n", + "55 --- Sentence: Seahawks are a four and a half point favorite here, but underdogs have won the last three Super Bowls straight up.\n", + "56 --- Sentence: That's tied for the longest streak of all time.\n", + "57 --- Sentence: If the Patriots win this, it'll be the longest streak of all time.\n", + "58 --- Sentence: Well, they're not winning this one, the Patriots.\n", + "59 --- Sentence: And you know how I rank the rosters every year, one through 46 players, and I've been going through the rosters.\n", + "60 --- Sentence: I'm astounded that the New England Patriots are in the Super Bowl.\n", + "61 --- Sentence: I'll be honest with you.\n", + "62 --- Sentence: I really am.\n", + "63 --- Sentence: Have you released your player rankings yet?\n", + "64 --- Sentence: No, not yet.\n", + "65 --- Sentence: That comes out on Monday.\n", + "66 --- Sentence: So what are we looking at here?\n", + "67 --- Sentence: like eight of the top ten are Seahawks?\n", + "68 --- Sentence: No, not necessarily, but I just look at this team as a whole, and I don't see a lot of real top-tier talent on it, and that tells you that they're well coached in a lot of areas, particularly the head coach, but Josh McDaniels does a great job.\n", + "69 --- Sentence: They have a really good quarterback, but I just don't think the talent is great.\n", + "70 --- Sentence: You're an offensive line guy.\n", + "71 --- Sentence: These two teams don't have great offensive lines, neither one of them, and if you had to rank them, most people would rank the Patriots offensive line ahead of Seattle's offensive line.\n", + "72 --- Sentence: So it's just strange that we have two teams that are so not what you expect to be there in the Super Bowl.\n", + "73 --- Sentence: Good physical offensive lines and a lot of top tier talent because they don't, neither one of them really has it.\n", + "74 --- Sentence: So it's strange in the way that they kind of matched up.\n", + "75 --- Sentence: I'm glad you brought up Josh McDaniels because I feel like the top two priorities for Josh McDaniels having Drake May under center is protection and protection.\n", + "76 --- Sentence: If you watch him against the Broncos last week, Will Campbell was cutlocking front side about a dozen times, finding ways to get these defenders on the ground and the balls out quick, because to your point, they're not necessarily stalwarts up front.\n", + "77 --- Sentence: I think both coordinators have done a fantastic job playing to the strengths of the guys they have in their huddle.\n", + "78 --- Sentence: New England, they spread the football around, they protect Drake May, they run the football effectively.\n", + "79 --- Sentence: 29 carries in the second half against the Denver Broncos, that's awesome.\n", + "80 --- Sentence: Bleed the whole clock out.\n", + "81 --- Sentence: You know what I'm saying?\n", + "82 --- Sentence: And for the Seattle Seahawks, they run the football to throw the football.\n", + "83 --- Sentence: They get Sam Darnold on the edges throwing it.\n", + "84 --- Sentence: They take shots down the field.\n", + "85 --- Sentence: Jackson Smith and Jigba is unguardable.\n", + "86 --- Sentence: I can't wait to watch this matchup.\n", + "87 --- Sentence: It's going to come down to both defenses.\n", + "88 --- Sentence: I think New England's defense will be the unit that wins or loses the game.\n", + "89 --- Sentence: You know, when I talk about ranking the players, we talk about offensive linemen.\n", + "90 --- Sentence: We go back to last year's Super Bowl.\n", + "91 --- Sentence: You had, you know, Milota and Lane Johnson were in the top 10.\n", + "92 --- Sentence: You had Creed Humphrey was in the top 10.\n", + "93 --- Sentence: And Trey Smith and Tooney are right behind that top 10.\n", + "94 --- Sentence: Now you go here and you look at these two offensive lines.\n", + "95 --- Sentence: Is there anybody who's a top 10 player on either line?\n", + "96 --- Sentence: No, I just think that the fact that they can rotate so many players on defense for both of these teams and so many guys are interchangeable.\n", + "97 --- Sentence: And to your point earlier about the Patriots, this reminds me of that kind of Patriots team where they are a team and they're well coached and they believe.\n", + "98 --- Sentence: And it's the new era of the Patriots.\n", + "99 --- Sentence: It's the same thing with the Seahawks.\n", + "100 --- Sentence: You're looking at a team that had like eight wins, nine wins.\n", + "101 --- Sentence: Now what are they, 14 wins?\n", + "102 --- Sentence: They have just gotten better and better.\n", + "103 --- Sentence: John Schneider has made all the right decisions.\n", + "104 --- Sentence: They got rid of Russell.\n", + "105 --- Sentence: They got rid of Geno.\n", + "106 --- Sentence: They got rid of DK.\n", + "107 --- Sentence: And I'm scratching my head.\n", + "108 --- Sentence: The rest of the hair I had on my head fell out.\n", + "109 --- Sentence: They brought in Cooper Cupp, and I was like, oh, this is not the solution.\n", + "110 --- Sentence: But then Jackson Smith and Jigma becomes JSN.\n", + "111 --- Sentence: And Sam Darnold shows us that he ain't going to become a pumpkin, One game left.\n", + "112 --- Sentence: One more chance.\n", + "113 --- Sentence: Both of these teams feel like teams of destiny, honestly.\n", + "114 --- Sentence: Like we've used that phrase a couple times in the playoffs.\n", + "115 --- Sentence: I mean, with that blizzard, the running game for New England, beating up on the Houston Texans defense, putting pressure on C.J.\n", + "116 --- Sentence: Stroud.\n", + "117 --- Sentence: Obviously they got a little help going against Stidham instead of Nix.\n", + "118 --- Sentence: It's going to be crazy.\n", + "119 --- Sentence: And the Seahawks had to earn it against the Rams.\n", + "120 --- Sentence: But no top ten offensive linemen.\n", + "121 --- Sentence: Seahawks had to earn it against the Rams.\n", + "122 --- Sentence: Different paths.\n", + "123 --- Sentence: It's incredible when you think about that.\n", + "124 --- Sentence: with the way the game is supposed to be played with a big physical, good offensive line with dominant players.\n", + "125 --- Sentence: They don't have them.\n", + "126 --- Sentence: Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.\n", + "127 --- Sentence: What do you think, Kyle?\n", + "128 --- Sentence: I also think that the Seattle Seahawks are to win this football game.\n", + "129 --- Sentence: I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.\n", + "130 --- Sentence: I still fully believe that.\n", + "131 --- Sentence: It's all in the eyes, Chico.\n", + "132 --- Sentence: When I look at Sam Darnold's eyes right now, that's a man on an absolute mission.\n", + "133 --- Sentence: And behind him are some of the best 52 guys ready to roll in support of him.\n", + "134 --- Sentence: Yeah, I think they're a much better team.\n", + "135 --- Sentence: I think they're better.\n", + "136 --- Sentence: As good as New England has been on defense, I think the better defense is in Seattle, and I think offensively they're a better football team.\n", + "137 --- Sentence: But who's the best player on the field?\n", + "138 --- Sentence: Is it going to be Drake Mack?\n", + "139 --- Sentence: I mean, he's the guy that's in the running for MVP.\n", + "140 --- Sentence: I mean, he can be.\n", + "141 --- Sentence: He hasn't been in the playoffs.\n", + "142 --- Sentence: I mean, if you look at it.\n", + "143 --- Sentence: Yeah, the offense hasn't had to do a lot.\n", + "144 --- Sentence: But they haven't been very good in the playoffs, the offense.\n", + "145 --- Sentence: And he hasn't been great in the playoffs.\n", + "146 --- Sentence: He was good with his legs last week, but he wasn't great.\n", + "147 --- Sentence: Watch out for those guys on the defense for the Seattle Seahawks, particularly the guys on the line of scrimmage, guys like Nicky Manwari who can work his way into the box.\n", + "148 --- Sentence: He's done so much for the Seattle Seahawks defense.\n", + "149 --- Sentence: They have a pack of dogs on the Seahawks defense.\n", + "150 --- Sentence: To the defense of the Patriots, they'll say, well, yes, the Texans great on defense.\n", + "151 --- Sentence: The Broncos great on defense.\n", + "152 --- Sentence: We beat them both.\n", + "153 --- Sentence: Chargers good on defense.\n", + "154 --- Sentence: So what different challenges does the Seattle defense?\n", + "155 --- Sentence: They were at home for two of those games.\n", + "156 --- Sentence: That's a big difference.\n", + "157 --- Sentence: Both of the teams that they just beat had great guys on the edges.\n", + "158 --- Sentence: And it's easier to help with guys on the edges.\n", + "159 --- Sentence: Where are the issues for the Seattle Seahawks defense?\n", + "160 --- Sentence: Right there in front of your quarterback.\n", + "161 --- Sentence: Right down the barrel of the gun.\n", + "162 --- Sentence: So for Drake May, that's what it's going to be.\n", + "163 --- Sentence: His ability to get the football out on time.\n", + "164 --- Sentence: Those guards on the inside of a lackluster group.\n", + "165 --- Sentence: I mean, we saw it last week.\n", + "166 --- Sentence: That left side is going to need some help.\n", + "167 --- Sentence: And Garrett Bradbury, he's good at getting out to the second level.\n", + "168 --- Sentence: He's athletic.\n", + "169 --- Sentence: But you could put a big people on top of him and give him pushback.\n", + "170 --- Sentence: He's not a big center.\n", + "171 --- Sentence: And I think that could be a problem for them on the inside.\n", + "172 --- Sentence: In fact, I thought we were giving a prop out here as well.\n", + "173 --- Sentence: Leonard Williams over a half sack was one of my props.\n", + "174 --- Sentence: You can give a prop?\n", + "175 --- Sentence: Is that your prop?\n", + "176 --- Sentence: That's not my best bet, though.\n", + "177 --- Sentence: But you can give a prop.\n", + "178 --- Sentence: Well, there's a prop.\n", + "179 --- Sentence: Are you trying to give out several props so you can try to catch him?\n", + "180 --- Sentence: I'm going to catch him.\n", + "181 --- Sentence: I'll give him a prop, too.\n", + "182 --- Sentence: Next week.\n", + "183 --- Sentence: You can mathematically eliminate.\n", + "184 --- Sentence: No, not eliminate yet.\n", + "185 --- Sentence: if we give more props next week.\n", + "186 --- Sentence: Well, next week, yeah.\n", + "187 --- Sentence: We're going to be out there.\n", + "188 --- Sentence: We might as well have some game going.\n", + "189 --- Sentence: What do you think the vibe is going to be like for this?\n", + "190 --- Sentence: Because I talked to Kyle about this a little bit earlier on our YouTube piece.\n", + "191 --- Sentence: From the outside looking in, there's no Mahomes.\n", + "192 --- Sentence: So many years we had Brady in there.\n", + "193 --- Sentence: Blah.\n", + "194 --- Sentence: Yeah, it seems like that.\n", + "195 --- Sentence: Unless you're a football guy.\n", + "196 --- Sentence: Right.\n", + "197 --- Sentence: I mean, from a football standpoint, it's great.\n", + "198 --- Sentence: How do you sell it, though?\n", + "199 --- Sentence: It's going to be a hard sell.\n", + "200 --- Sentence: I think it's a hard sell.\n", + "201 --- Sentence: Let's just put it this way.\n", + "202 --- Sentence: It's a Paramount Plus movie and Sam Darnold, okay?\n", + "203 --- Sentence: It's the rookie of the second year, rookie of the year, Drake May, you know what I'm saying, who's almost the MVP.\n", + "204 --- Sentence: These are the new stars, right?\n", + "205 --- Sentence: Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.\n", + "206 --- Sentence: But where are the villains?\n", + "207 --- Sentence: You know, you want villains.\n", + "208 --- Sentence: Mike Vrabel is kind of a villain.\n", + "209 --- Sentence: I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years.\n", + "210 --- Sentence: Yeah, but the different team, though.\n", + "211 --- Sentence: It's a different team, and sometimes when you get removed from it, it's different.\n", + "212 --- Sentence: It's not Belichick.\n", + "213 --- Sentence: It's not Brady.\n", + "214 --- Sentence: So you look at it and you go, oh, new guys, Mike Vrabel and Drake May.\n", + "215 --- Sentence: We don't hate them as much, and I think there's some of that there.\n", + "216 --- Sentence: It is kind of a blah Super Bowl from the buildup and what people are saying about it Because you're right, there's no Mahomes, there's no Eagles going for another one.\n", + "217 --- Sentence: Back-to-back, Mahomes is going for three.\n", + "218 --- Sentence: There's no real, where are the villains?\n", + "219 --- Sentence: Every team has a villain.\n", + "220 --- Sentence: Where are the villains on these teams?\n", + "221 --- Sentence: Do you have any?\n", + "222 --- Sentence: For me, the villains are up front for the Seattle Seahawks.\n", + "223 --- Sentence: Well, they're nasty.\n", + "224 --- Sentence: They're nasty.\n", + "225 --- Sentence: The villains are up front for both defenses.\n", + "226 --- Sentence: But do they stand over toppy and taunt you and all that?\n", + "227 --- Sentence: No, they're extremely well coached.\n", + "228 --- Sentence: They respect the game of football.\n", + "229 --- Sentence: And I think that's why I enjoy watching these teams play.\n", + "230 --- Sentence: Because they fly around and they are taking on the identity of their coaches.\n", + "231 --- Sentence: The Mike and Mikes.\n", + "232 --- Sentence: You know what I'm saying?\n", + "233 --- Sentence: Mike McDonald's done a fantastic job with that group, the culture they've instilled.\n", + "234 --- Sentence: And I think they're no BS.\n", + "235 --- Sentence: They just go win.\n", + "236 --- Sentence: And the Patriots, we know how Vrabel's always been, and that's how his team is.\n", + "237 --- Sentence: But even Diggs, you know, in his past, he's not anymore.\n", + "238 --- Sentence: I mean, it's unbelievable.\n", + "239 --- Sentence: These teams are kind of dull.\n", + "240 --- Sentence: They still let Mac Hollins be Mac Hollins.\n", + "241 --- Sentence: They're damn good football teams, and that's all you want.\n", + "242 --- Sentence: But they're dull.\n", + "243 --- Sentence: All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", + "244 --- Sentence: I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\n", + "245 --- Sentence: That's what you're going to get.\n", + "246 --- Sentence: All right.\n", + "247 --- Sentence: Super Bowl 60 is coming up a week from Sunday.\n", + "248 --- Sentence: We still have best bets.\n", + "249 --- Sentence: Wait a second.\n", + "250 --- Sentence: Why is Pete listed ahead of me?\n", + "251 --- Sentence: Wait a second.\n", + "252 --- Sentence: What is this crap?\n", + "253 --- Sentence: What did you do?\n", + "254 --- Sentence: I shouldn't be there.\n", + "255 --- Sentence: What did you do?\n", + "256 --- Sentence: Are we being DDoSed?\n", + "257 --- Sentence: I didn't do that.\n", + "258 --- Sentence: Unless somebody's giving you your picks, too.\n", + "259 --- Sentence: No, I'm the only one above 500.\n", + "260 --- Sentence: I'm listed second?\n", + "261 --- Sentence: Boyd, is somebody giving you your picks too?\n", + "262 --- Sentence: Since I'm number one, I'm going to give my first pick.\n", + "263 --- Sentence: And I'm going to go against you guys.\n", + "264 --- Sentence: I'm going to take the points with the Patriots.\n", + "265 --- Sentence: Patriots plus four and a half.\n", + "266 --- Sentence: Underdogs.\n", + "267 --- Sentence: I'm not saying they win it.\n", + "268 --- Sentence: You're going to lean into that.\n", + "269 --- Sentence: Underdogs, yes.\n", + "270 --- Sentence: Three straight times, the underdog has won outright.\n", + "271 --- Sentence: Five straight times, the underdog is covered in the Super Bowl.\n", + "272 --- Sentence: You're going with the pattern.\n", + "273 --- Sentence: I'm going to say six.\n", + "274 --- Sentence: You're staying.\n", + "275 --- Sentence: We're trend busters.\n", + "276 --- Sentence: That's what we need.\n", + "277 --- Sentence: We're on it.\n", + "278 --- Sentence: Give me some.\n", + "279 --- Sentence: Our last pick of the year.\n", + "280 --- Sentence: We buck trends.\n", + "281 --- Sentence: By the way, say that fast.\n", + "282 --- Sentence: By the way, say that fast.\n", + "283 --- Sentence: Bucking trends.\n", + "284 --- Sentence: Can we thank everybody for watching us and putting up with our BS all year?\n", + "285 --- Sentence: Absolutely.\n", + "286 --- Sentence: The last two years have been fun.\n", + "287 --- Sentence: It's great.\n", + "288 --- Sentence: As back-to-back champ, it's even more fun.\n", + "289 --- Sentence: Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season.\n", + "290 --- Sentence: Stop it.\n", + "291 --- Sentence: Kyle, what pick did they give you this week?\n", + "292 --- Sentence: This week, we're going pick for the game.\n", + "293 --- Sentence: I'm going to go Seattle Seahawks.\n", + "294 --- Sentence: My best bet is JSN anytime touchdown.\n", + "295 --- Sentence: If you watch the Seahawks, this guy's going to score.\n", + "296 --- Sentence: They're going to find a way.\n", + "297 --- Sentence: Who gave you that one?\n", + "298 --- Sentence: JSN.\n", + "299 --- Sentence: Me.\n", + "300 --- Sentence: Okay.\n", + "301 --- Sentence: You actually did that one this week?\n", + "302 --- Sentence: Mies Ohos.\n" + ] + }, + { + "ename": "RateLimitError", + "evalue": "Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99977, Requested 220. Please try again in 2m50.208s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mRateLimitError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[10]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m 6\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcleaned_transcript_idx\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m --- Sentence: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtext\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m model_name, model \u001b[38;5;129;01min\u001b[39;00m models.items():\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m raw_response, llm_label, llm_reasoning = \u001b[43mllm_classify_text\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mbase_prompt\u001b[49m\u001b[43m=\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[43mprompt_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mPROMPT_TYPE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel\u001b[49m\n\u001b[32m 14\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 16\u001b[39m result = (\n\u001b[32m 17\u001b[39m text,\n\u001b[32m 18\u001b[39m raw_response,\n\u001b[32m (...)\u001b[39m\u001b[32m 21\u001b[39m model_name\n\u001b[32m 22\u001b[39m )\n\u001b[32m 23\u001b[39m results.append(result)\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:873\u001b[39m, in \u001b[36mllm_classify_text\u001b[39m\u001b[34m(data, base_prompt, prompt_type, model)\u001b[39m\n\u001b[32m 870\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mUnknown prompt_type: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mprompt_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 872\u001b[39m input_prompt = model.user(prompt)\n\u001b[32m--> \u001b[39m\u001b[32m873\u001b[39m raw_text_llm_generation = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat_completion\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43minput_prompt\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 875\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 876\u001b[39m label, reasoning = parse_json_response(raw_text_llm_generation)\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:266\u001b[39m, in \u001b[36mTextGenerationModelFactory.chat_completion\u001b[39m\u001b[34m(self, messages)\u001b[39m\n\u001b[32m 243\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mchat_completion\u001b[39m(\u001b[38;5;28mself\u001b[39m, messages: List[Dict]) -> \u001b[38;5;28mstr\u001b[39m:\n\u001b[32m 244\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Generate a chat completion response.\u001b[39;00m\n\u001b[32m 245\u001b[39m \u001b[33;03m \u001b[39;00m\n\u001b[32m 246\u001b[39m \u001b[33;03m Parameters:\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 263\u001b[39m \u001b[33;03m The generated chat completion response.\u001b[39;00m\n\u001b[32m 264\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m266\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 267\u001b[39m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 268\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 269\u001b[39m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 270\u001b[39m \u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 271\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 272\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m response.choices[\u001b[32m0\u001b[39m].message.content\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\resources\\chat\\completions.py:355\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, exclude_domains, frequency_penalty, function_call, functions, include_domains, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, n, parallel_tool_calls, presence_penalty, reasoning_format, response_format, seed, service_tier, stop, store, stream, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 175\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 176\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 177\u001b[39m *,\n\u001b[32m (...)\u001b[39m\u001b[32m 221\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 222\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 223\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 224\u001b[39m \u001b[33;03m Creates a model response for the given chat conversation.\u001b[39;00m\n\u001b[32m 225\u001b[39m \n\u001b[32m (...)\u001b[39m\u001b[32m 353\u001b[39m \u001b[33;03m timeout: Override the client-level default timeout for this request, in seconds\u001b[39;00m\n\u001b[32m 354\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m355\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 356\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/openai/v1/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 357\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 358\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 359\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 360\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 361\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mexclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mexclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 362\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 363\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 364\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 365\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43minclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43minclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 366\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogit_bias\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 367\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 368\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_completion_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_completion_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 369\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 370\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmetadata\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 371\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mn\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 372\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mparallel_tool_calls\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparallel_tool_calls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 373\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpresence_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 374\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mreasoning_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mreasoning_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 375\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mresponse_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 376\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mseed\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 377\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mservice_tier\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice_tier\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 378\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstop\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 379\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstore\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 380\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstream\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 381\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtemperature\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 382\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtool_choice\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtool_choice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 383\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtools\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtools\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 384\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_logprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_logprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 385\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_p\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 386\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43muser\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 387\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 388\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 389\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 390\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 391\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 392\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 393\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 394\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 395\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 396\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1222\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1208\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1209\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1210\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1217\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1218\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1219\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1220\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1221\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1222\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1031\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1028\u001b[39m err.response.read()\n\u001b[32m 1030\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mRe-raising status error\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1031\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._make_status_error_from_response(err.response) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1033\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1035\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[33m\"\u001b[39m\u001b[33mcould not resolve response (should never happen)\u001b[39m\u001b[33m\"\u001b[39m\n", + "\u001b[31mRateLimitError\u001b[39m: Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99977, Requested 220. Please try again in 2m50.208s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}" ] } ], @@ -1757,7 +1144,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "id": "e4791205", "metadata": {}, "outputs": [ @@ -1791,76 +1178,76 @@ " \n", " \n", " \n", - " 450\n", - " We love you guys.\n", + " 273\n", + " Hey, you made it all the way to the end.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 451\n", - " We love you guys.\n", + " 274\n", + " Hey, you made it all the way to the end.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 452\n", - " And we appreciate everybody for tuning in.\n", + " 275\n", + " Hey, you made it all the way to the end.\n", " {\"label\": 0}\n", " 0\n", " None\n", - " llama-3.1-8b-instant\n", + " openai/gpt-oss-120b\n", " \n", " \n", - " 453\n", - " And we appreciate everybody for tuning in.\n", + " 276\n", + " Thanks for that.\n", " {\"label\": 0}\n", " 0\n", " None\n", - " llama-3.3-70b-versatile\n", + " llama-3.1-8b-instant\n", " \n", " \n", - " 454\n", - " Enjoy Super Bowl 60.\n", + " 277\n", + " Thanks for that.\n", " {\"label\": 0}\n", " 0\n", " None\n", - " llama-3.1-8b-instant\n", + " llama-3.3-70b-versatile\n", " \n", " \n", - " 455\n", - " Enjoy Super Bowl 60.\n", + " 278\n", + " Thanks for that.\n", " {\"label\": 0}\n", " 0\n", " None\n", - " llama-3.3-70b-versatile\n", + " openai/gpt-oss-120b\n", " \n", " \n", "\n", "" ], "text/plain": [ - " text raw_response llm_label \\\n", - "450 We love you guys. {\"label\": 0} 0 \n", - "451 We love you guys. {\"label\": 0} 0 \n", - "452 And we appreciate everybody for tuning in. {\"label\": 0} 0 \n", - "453 And we appreciate everybody for tuning in. {\"label\": 0} 0 \n", - "454 Enjoy Super Bowl 60. {\"label\": 0} 0 \n", - "455 Enjoy Super Bowl 60. {\"label\": 0} 0 \n", + " text raw_response llm_label \\\n", + "273 Hey, you made it all the way to the end. {\"label\": 0} 0 \n", + "274 Hey, you made it all the way to the end. {\"label\": 0} 0 \n", + "275 Hey, you made it all the way to the end. {\"label\": 0} 0 \n", + "276 Thanks for that. {\"label\": 0} 0 \n", + "277 Thanks for that. {\"label\": 0} 0 \n", + "278 Thanks for that. {\"label\": 0} 0 \n", "\n", " llm_reasoning llm_name \n", - "450 None llama-3.1-8b-instant \n", - "451 None llama-3.3-70b-versatile \n", - "452 None llama-3.1-8b-instant \n", - "453 None llama-3.3-70b-versatile \n", - "454 None llama-3.1-8b-instant \n", - "455 None llama-3.3-70b-versatile " + "273 None llama-3.1-8b-instant \n", + "274 None llama-3.3-70b-versatile \n", + "275 None openai/gpt-oss-120b \n", + "276 None llama-3.1-8b-instant \n", + "277 None llama-3.3-70b-versatile \n", + "278 None openai/gpt-oss-120b " ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1891,7 +1278,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "id": "115b0d23", "metadata": {}, "outputs": [ @@ -1919,36 +1306,42 @@ " Base Sentence\n", " llama-3.1-8b-instant\n", " llama-3.3-70b-versatile\n", + " openai/gpt-oss-120b\n", " \n", " \n", " \n", " \n", " 0\n", - " A young man by the name of Dwayne Carter, a.k.a.\n", + " And I can't wait to hear from all of you.\n", + " 0\n", " 0\n", " 0\n", " \n", " \n", " 1\n", - " All right, are you guys ready for us to make some Super Bowl picks?\n", + " And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.\n", + " 0\n", " 0\n", " 0\n", " \n", " \n", " 2\n", - " All right, but here's why.\n", - " 0\n", - " 0\n", + " And I think Seattle fans will be very happy.\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", " 3\n", - " All right, turnovers.\n", + " And I want an MVP on top of it.\n", + " 0\n", " 0\n", " 0\n", " \n", " \n", " 4\n", - " All right.\n", + " And I've been running an okey-doke week after week after week.\n", + " 0\n", " 0\n", " 0\n", " \n", @@ -1957,73 +1350,79 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 220\n", - " You talked about them cutting the crossers.\n", + " 84\n", + " Yeah.\n", + " 0\n", " 0\n", " 0\n", " \n", " \n", - " 221\n", - " but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run-pass conflict.\n", + " 85\n", + " You both are big defensive MVPs.\n", + " 0\n", + " 0\n", " 0\n", - " 1\n", " \n", " \n", - " 222\n", - " in the first quarter outscoring their opponents in New England, plus 45.\n", - " 1\n", + " 86\n", + " You don't even get to score.\n", + " 0\n", + " 0\n", " 0\n", " \n", " \n", - " 223\n", - " just the understanding of space and where to go.\n", + " 87\n", + " came down to a field goal by Adam Vinatieri to win that Super Bowl.\n", + " 0\n", " 0\n", " 0\n", " \n", " \n", - " 224\n", - " which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez.\n", + " 88\n", + " the Pats go up 23 to 20.\n", + " 1\n", " 0\n", " 0\n", " \n", " \n", "\n", - "

225 rows × 3 columns

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\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 A young man by the name of Dwayne Carter, a.k.a. \n", - "1 All right, are you guys ready for us to make some Super Bowl picks? \n", - "2 All right, but here's why. \n", - "3 All right, turnovers. \n", - "4 All right. \n", - ".. ... \n", - "220 You talked about them cutting the crossers. \n", - "221 but he might not get the opportunity to affect the game if Seattle is efficient and explosive on first down when they can create that run-pass conflict. \n", - "222 in the first quarter outscoring their opponents in New England, plus 45. \n", - "223 just the understanding of space and where to go. \n", - "224 which they've not been a man coverage team for most of the year, despite having man corners in Davis and Gonzalez. \n", + "llm_name Base Sentence \\\n", + "0 And I can't wait to hear from all of you. \n", + "1 And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame. \n", + "2 And I think Seattle fans will be very happy. \n", + "3 And I want an MVP on top of it. \n", + "4 And I've been running an okey-doke week after week after week. \n", "\n", - "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile Majority Vote Label \n", - "0 0 0 0 \n", - "1 0 0 0 \n", - "2 0 0 0 \n", - "3 0 0 0 \n", - "4 0 0 0 \n", - ".. ... ... ... \n", - "220 0 0 0 \n", - "221 0 1 0 \n", - "222 1 0 0 \n", - "223 0 0 0 \n", - "224 0 0 0 \n", + "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 1 1 1 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", "\n", - "[225 rows x 4 columns]" + "llm_name Majority Vote Label \n", + "0 0 \n", + "1 0 \n", + "2 1 \n", + "3 0 \n", + "4 0 " ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -2216,10 +1571,18 @@ "results_df.head()" ] }, + { + "cell_type": "markdown", + "id": "e2ffdb99", + "metadata": {}, + "source": [ + "Add 'Human Annotation', 'Human Reasoning' columns to write human input, and 'Video ID' column to grab the video source from the respective sentence." + ] + }, { "cell_type": "code", - "execution_count": 18, - "id": "d8153ff4", + "execution_count": 14, + "id": "97175036", "metadata": {}, "outputs": [ { @@ -2242,396 +1605,421 @@ "\n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", + " \n", " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + "
llm_nameBase Sentencellama-3.1-8b-instantllama-3.3-70b-versatileopenai/gpt-oss-120bMajority Vote LabelHuman AnnotationHuman ReasoningVideo ID
4A Super Bowl champion will be crowned.1.01.010And I can't wait to hear from all of you.0.00.00.00.0NaNNaNfUmJAtFEGn8
16And I just don't see how McDaniels coaching in his ninth, appearing in his tenth Super Bowl with the Drake Mays, he's going to know what to do.1.01.011And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.0.00.00.00.0NaNNaNfUmJAtFEGn8
19And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards.2And I think Seattle fans will be very happy.1.01.01
22And I think what you'll see in this game is Clint Kubiak doing that early on, partly to have success, partly to get information.1.01.01NaNNaNfUmJAtFEGn8
30And if Iman Worry isn't in the game, then it becomes that much more of a factor.1.01.013And I want an MVP on top of it.0.00.00.00.0NaNNaNfUmJAtFEGn8
54Andre would be in the slot.1.01.014And I've been running an okey-doke week after week after week.0.00.00.00.0NaNNaNfUmJAtFEGn8
67But I think there's even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback because there's a significant drop-off in their points that they've averaged.1.01.01
\n", + "" + ], + "text/plain": [ + " Base Sentence \\\n", + "0 And I can't wait to hear from all of you. \n", + "1 And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame. \n", + "2 And I think Seattle fans will be very happy. \n", + "3 And I want an MVP on top of it. \n", + "4 And I've been running an okey-doke week after week after week. \n", + "\n", + " llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \\\n", + "0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 \n", + "2 1.0 1.0 1.0 \n", + "3 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 \n", + "\n", + " Majority Vote Label Human Annotation Human Reasoning Video ID \n", + "0 0.0 NaN NaN fUmJAtFEGn8 \n", + "1 0.0 NaN NaN fUmJAtFEGn8 \n", + "2 1.0 NaN NaN fUmJAtFEGn8 \n", + "3 0.0 NaN NaN fUmJAtFEGn8 \n", + "4 0.0 NaN NaN fUmJAtFEGn8 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results_df[['Human Annotation', 'Human Reasoning']] = np.nan\n", + "final_results_df = pd.concat([results_df, raw_transcripts_df[['Video ID']]], axis=1)\n", + "final_results_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d8153ff4", + "metadata": {}, + "outputs": [], + "source": [ + "predictions = final_results_df[final_results_df['Majority Vote Label']==1]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "0a4cbba0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Base Sentencellama-3.1-8b-instantllama-3.3-70b-versatileopenai/gpt-oss-120bMajority Vote LabelHuman AnnotationHuman ReasoningVideo ID
68But I will say, one guy that has gone under the radar, even through his success in the end of the regular season, end of the postseason, my X-Factor is going to be Ramondre Stevenson.2And I think Seattle fans will be very happy.1.01.01
69But everything you said is exactly why the Patriots will win.1.01.01NaNNaNfUmJAtFEGn8
75But my initial prediction when the playoffs were set, I had the New England Patriots beating Seattle.5And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks.1.01.01
77But the kicking game is what that game came down to pretty much, and that's what I think this one will come down to as well.1.01.01NaNNaNfUmJAtFEGn8
84But, yes, I think Gonzalez will absolutely travel with JSN.6And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going.1.01.01
97Drake May is completing under 60% of his passes in the playoffs.1.01.01NaNNaNfUmJAtFEGn8
123He said that Christian Gonzalez is going to spend most of the time on JSA.7And it's going to be a 24-10 victory for the Seattle Seahawks.1.01.01
149I don't think that they're going to do that.1.01.01NaNNaNfUmJAtFEGn8
158I mean, like you say, Seattle's got four great defensive linemen, but when you've got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta's second level, which we've seen, if it's Travion Henderson, even Ramondre Stevenson, if they get to the second level, they can make those big explosive runs that make the key differences in the game.8And that's my prediction for Super Bowl 60 in advance.1.01.01
162I think Seattle dominates this game.1.01.01NaNNaNfUmJAtFEGn8
163I think he's going to be able to play some good football in the finest moment and shut people like me up.11And their defense is going to do it.1.01.01
165I think teams might be a little tight early.1.01.01NaNNaNfUmJAtFEGn8
168I think that, yes, they will follow.12And they are going to get the defensive stops, 24-10.1.01.01
170I think the defenses will rule the day.1.01.01NaNNaNfUmJAtFEGn8
178I'm going to give the Patriots an edge.13And your Super Bowl MVP will be Demarcus Lawrence, baby.1.01.01
182I'm taking Patriots 21, Seahawks 17.1.01.01NaNNaNfUmJAtFEGn8
196It's going to be here before we know it.17But this is going to come down to an Andy Borogalis game-winning field goal.1.01.01
200Job gets on the field more, Wolin gets on the field more, and I think that weakens them on defense.1.01.01NaNNaNfUmJAtFEGn8
210Maybe take some little easy completions, but maybe punt the ball back and forth, even though you say they're going to score touchdowns on both drives.34I give them maybe 23-20.1.01.01
246Seattle, I don't think they're going to do it.1.01.01NaNNaNfUmJAtFEGn8
249So I think if the Patriots are going to have a good offensive game plan, run or pass, it will start with Ramon Tisner.38I say it's going to be probably low in the 20s.1.01.01
250So I'm going the under, and I'm going to go 23-20 Seattle.1.01.01NaNNaNfUmJAtFEGn8
254So here's favored by three and a half to six and a half point in the Super Bowl.40I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one.1.01.01
266So, personally, I mean, I don't want to go out on a limb, but I'm going to go, you know, 33-13.1.01.01NaNNaNfUmJAtFEGn8
274That clock will continue to count down.41I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them.1.01.01
284That's the Madden prediction, by the way.1.01.01NaNNaNfUmJAtFEGn8
292The last two Super Bowls I've watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage.42I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done.1.01.01
299There will be a 50-plus yarder at some point in the game.1.01.01NaNNaNfUmJAtFEGn8
332We've got a 23-point win over there for Connor and a four-point win for the Patriots by Ty.1.045It is now time for us to predict Super Bowl 60.1.01
338Well, listen, before Pete starts jinxing more people and putting bad juju out there, let's just get a final score prediction.1.00.01.01NaNNaNfUmJAtFEGn8
365Yes, they will follow.1.071They're going to get a little bit of here in the offense.0.01.01
381because I think if he's not there, and he missed time this year, they might move Witherspoon inside to play the slot corner.1.01.01NaNNaNfUmJAtFEGn8
383but I think the X factor for the Patriots is Hunter Henry.72They're going to get a little bit of there in special teams.0.01.01.011.0NaNNaNfUmJAtFEGn8
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" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "4 A Super Bowl champion will be crowned. \n", - "16 And I just don't see how McDaniels coaching in his ninth, appearing in his tenth Super Bowl with the Drake Mays, he's going to know what to do. \n", - "19 And I think Hunter Henry is going to catch six, seven passes for maybe 65 yards. \n", - "22 And I think what you'll see in this game is Clint Kubiak doing that early on, partly to have success, partly to get information. \n", - "30 And if Iman Worry isn't in the game, then it becomes that much more of a factor. \n", - "54 Andre would be in the slot. \n", - "67 But I think there's even more pressure on Josh McDaniels in scheming up ways to provide the protection for his quarterback because there's a significant drop-off in their points that they've averaged. \n", - "68 But I will say, one guy that has gone under the radar, even through his success in the end of the regular season, end of the postseason, my X-Factor is going to be Ramondre Stevenson. \n", - "69 But everything you said is exactly why the Patriots will win. \n", - "75 But my initial prediction when the playoffs were set, I had the New England Patriots beating Seattle. \n", - "77 But the kicking game is what that game came down to pretty much, and that's what I think this one will come down to as well. \n", - "84 But, yes, I think Gonzalez will absolutely travel with JSN. \n", - "97 Drake May is completing under 60% of his passes in the playoffs. \n", - "123 He said that Christian Gonzalez is going to spend most of the time on JSA. \n", - "149 I don't think that they're going to do that. \n", - "158 I mean, like you say, Seattle's got four great defensive linemen, but when you've got an extra offensive lineman that can cover up a 250, 240-pound linebacker or get to Nick Emmerwary and open up Atlanta's second level, which we've seen, if it's Travion Henderson, even Ramondre Stevenson, if they get to the second level, they can make those big explosive runs that make the key differences in the game. \n", - "162 I think Seattle dominates this game. \n", - "163 I think he's going to be able to play some good football in the finest moment and shut people like me up. \n", - "165 I think teams might be a little tight early. \n", - "168 I think that, yes, they will follow. \n", - "170 I think the defenses will rule the day. \n", - "178 I'm going to give the Patriots an edge. \n", - "182 I'm taking Patriots 21, Seahawks 17. \n", - "196 It's going to be here before we know it. \n", - "200 Job gets on the field more, Wolin gets on the field more, and I think that weakens them on defense. \n", - "210 Maybe take some little easy completions, but maybe punt the ball back and forth, even though you say they're going to score touchdowns on both drives. \n", - "246 Seattle, I don't think they're going to do it. \n", - "249 So I think if the Patriots are going to have a good offensive game plan, run or pass, it will start with Ramon Tisner. \n", - "250 So I'm going the under, and I'm going to go 23-20 Seattle. \n", - "254 So here's favored by three and a half to six and a half point in the Super Bowl. \n", - "266 So, personally, I mean, I don't want to go out on a limb, but I'm going to go, you know, 33-13. \n", - "274 That clock will continue to count down. \n", - "284 That's the Madden prediction, by the way. \n", - "292 The last two Super Bowls I've watched, and this one I expect to be the same, will be the front four dominating the line of scrimmage. \n", - "299 There will be a 50-plus yarder at some point in the game. \n", - "332 We've got a 23-point win over there for Connor and a four-point win for the Patriots by Ty. \n", - "338 Well, listen, before Pete starts jinxing more people and putting bad juju out there, let's just get a final score prediction. \n", - "365 Yes, they will follow. \n", - "381 because I think if he's not there, and he missed time this year, they might move Witherspoon inside to play the slot corner. \n", - "383 but I think the X factor for the Patriots is Hunter Henry. \n", + " Base Sentence \\\n", + "2 And I think Seattle fans will be very happy. \n", + "5 And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks. \n", + "6 And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going. \n", + "7 And it's going to be a 24-10 victory for the Seattle Seahawks. \n", + "8 And that's my prediction for Super Bowl 60 in advance. \n", + "11 And their defense is going to do it. \n", + "12 And they are going to get the defensive stops, 24-10. \n", + "13 And your Super Bowl MVP will be Demarcus Lawrence, baby. \n", + "17 But this is going to come down to an Andy Borogalis game-winning field goal. \n", + "34 I give them maybe 23-20. \n", + "38 I say it's going to be probably low in the 20s. \n", + "40 I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one. \n", + "41 I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them. \n", + "42 I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done. \n", + "45 It is now time for us to predict Super Bowl 60. \n", + "71 They're going to get a little bit of here in the offense. \n", + "72 They're going to get a little bit of there in special teams. \n", "\n", - 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"execution_count": 18, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "results_df[results_df['Majority Vote Label']==1]" + "predictions" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "080f76f7", "metadata": {}, "outputs": [ @@ -2639,14 +2027,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_4.csv\n" + "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_2.csv\n" ] } ], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", "save_data_path = os.path.join(base_data_path, \"yt\", \"majority_vote\", \"sports\")\n", - "DataProcessing.save_to_file(results_df, path=save_data_path, prefix='batch_4', save_file_type='csv', include_version=False)" + "DataProcessing.save_to_file(predictions, path=save_data_path, prefix='batch_2', save_file_type='csv', include_version=False)" ] }, { From 69f5d5541a2735530161b4fa153d2be47d918771 Mon Sep 17 00:00:00 2001 From: Adriano Nogueira Date: Sat, 11 Apr 2026 19:51:02 -0400 Subject: [PATCH 6/9] Adjusting dataframe structure --- .../2-label_text.ipynb | 1391 ++++++++++++----- 1 file changed, 1010 insertions(+), 381 deletions(-) diff --git a/prediction_acquition-youtube/2-label_text.ipynb b/prediction_acquition-youtube/2-label_text.ipynb index 67dee9b..c3b62cd 100644 --- a/prediction_acquition-youtube/2-label_text.ipynb +++ b/prediction_acquition-youtube/2-label_text.ipynb @@ -192,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 5, "id": "7cf469ac", "metadata": {}, "outputs": [], @@ -641,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "id": "46962fa4", "metadata": {}, "outputs": [ @@ -651,7 +651,7 @@ "374" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -678,7 +678,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "9e05974a", "metadata": {}, "outputs": [], @@ -719,19 +719,19 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "a8fa141d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'llama-3.1-8b-instant': ,\n", - " 'llama-3.3-70b-versatile': ,\n", - " 'openai/gpt-oss-120b': }" + "{'llama-3.1-8b-instant': ,\n", + " 'llama-3.3-70b-versatile': ,\n", + " 'openai/gpt-oss-120b': }" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -755,7 +755,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "66bce6de", "metadata": {}, "outputs": [ @@ -770,7 +770,7 @@ "1 --- Sentence: One last game.\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", - " Model: openai/gpt-oss-120b | Label: 1\n", + " Model: openai/gpt-oss-120b | Label: 0\n", "2 --- Sentence: Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 1\n", @@ -1074,23 +1074,78 @@ "299 --- Sentence: Me.\n", "300 --- Sentence: Okay.\n", "301 --- Sentence: You actually did that one this week?\n", - "302 --- Sentence: Mies Ohos.\n" - ] - }, - { - "ename": "RateLimitError", - "evalue": "Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99977, Requested 220. Please try again in 2m50.208s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mRateLimitError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[10]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m 6\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcleaned_transcript_idx\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m --- Sentence: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtext\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m model_name, model \u001b[38;5;129;01min\u001b[39;00m models.items():\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m raw_response, llm_label, llm_reasoning = \u001b[43mllm_classify_text\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 11\u001b[39m \u001b[43m \u001b[49m\u001b[43mbase_prompt\u001b[49m\u001b[43m=\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 12\u001b[39m \u001b[43m \u001b[49m\u001b[43mprompt_type\u001b[49m\u001b[43m=\u001b[49m\u001b[43mPROMPT_TYPE\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 13\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel\u001b[49m\n\u001b[32m 14\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 16\u001b[39m result = (\n\u001b[32m 17\u001b[39m text,\n\u001b[32m 18\u001b[39m raw_response,\n\u001b[32m (...)\u001b[39m\u001b[32m 21\u001b[39m model_name\n\u001b[32m 22\u001b[39m )\n\u001b[32m 23\u001b[39m results.append(result)\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:873\u001b[39m, in \u001b[36mllm_classify_text\u001b[39m\u001b[34m(data, base_prompt, prompt_type, model)\u001b[39m\n\u001b[32m 870\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mUnknown prompt_type: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mprompt_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m 872\u001b[39m input_prompt = model.user(prompt)\n\u001b[32m--> \u001b[39m\u001b[32m873\u001b[39m raw_text_llm_generation = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat_completion\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43minput_prompt\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 875\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 876\u001b[39m label, reasoning = parse_json_response(raw_text_llm_generation)\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\..\\text_generation_models.py:266\u001b[39m, in \u001b[36mTextGenerationModelFactory.chat_completion\u001b[39m\u001b[34m(self, messages)\u001b[39m\n\u001b[32m 243\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mchat_completion\u001b[39m(\u001b[38;5;28mself\u001b[39m, messages: List[Dict]) -> \u001b[38;5;28mstr\u001b[39m:\n\u001b[32m 244\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Generate a chat completion response.\u001b[39;00m\n\u001b[32m 245\u001b[39m \u001b[33;03m \u001b[39;00m\n\u001b[32m 246\u001b[39m \u001b[33;03m Parameters:\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 263\u001b[39m \u001b[33;03m The generated chat completion response.\u001b[39;00m\n\u001b[32m 264\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m266\u001b[39m response = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mclient\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 267\u001b[39m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 268\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 269\u001b[39m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 270\u001b[39m \u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 271\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 272\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m response.choices[\u001b[32m0\u001b[39m].message.content\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\resources\\chat\\completions.py:355\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, exclude_domains, frequency_penalty, function_call, functions, include_domains, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, n, parallel_tool_calls, presence_penalty, reasoning_format, response_format, seed, service_tier, stop, store, stream, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 175\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 176\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 177\u001b[39m *,\n\u001b[32m (...)\u001b[39m\u001b[32m 221\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 222\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 223\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 224\u001b[39m \u001b[33;03m Creates a model response for the given chat conversation.\u001b[39;00m\n\u001b[32m 225\u001b[39m \n\u001b[32m (...)\u001b[39m\u001b[32m 353\u001b[39m \u001b[33;03m timeout: Override the client-level default timeout for this request, in seconds\u001b[39;00m\n\u001b[32m 354\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m355\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 356\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/openai/v1/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 357\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 358\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 359\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 360\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 361\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mexclude_domains\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mexclude_domains\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 362\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 363\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 364\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 365\u001b[39m \u001b[43m 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\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpresence_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 374\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mreasoning_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mreasoning_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 375\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mresponse_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 376\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mseed\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 377\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mservice_tier\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice_tier\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 378\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstop\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 379\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstore\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 380\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstream\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 381\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtemperature\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 382\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtool_choice\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtool_choice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 383\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtools\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtools\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 384\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_logprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_logprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 385\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_p\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 386\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43muser\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 387\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 388\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 389\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 390\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 391\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 392\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 393\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 394\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 395\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 396\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1222\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1208\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1209\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1210\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1217\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1218\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1219\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1220\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1221\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1222\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n", - "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\.venv\\Lib\\site-packages\\groq\\_base_client.py:1031\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1028\u001b[39m err.response.read()\n\u001b[32m 1030\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mRe-raising status error\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1031\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._make_status_error_from_response(err.response) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1033\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1035\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[33m\"\u001b[39m\u001b[33mcould not resolve response (should never happen)\u001b[39m\u001b[33m\"\u001b[39m\n", - "\u001b[31mRateLimitError\u001b[39m: Error code: 429 - {'error': {'message': 'Rate limit reached for model `llama-3.3-70b-versatile` in organization `org_01kbn2rg8gf1jax2p86k7vdraq` service tier `on_demand` on tokens per day (TPD): Limit 100000, Used 99977, Requested 220. Please try again in 2m50.208s. Need more tokens? Upgrade to Dev Tier today at https://console.groq.com/settings/billing', 'type': 'tokens', 'code': 'rate_limit_exceeded'}}" + "302 --- Sentence: Mies Ohos.\n", + "303 --- Sentence: Because I know the last three you didn't do.\n", + "304 --- Sentence: I did.\n", + "305 --- Sentence: I did Jarrett Stidham rushing because I saw a graphic on TikTok that said Jarrett Stidham was a better dual threat quarterback than Lamar Jackson, Jawan Jennings, Joe Burrow.\n", + "306 --- Sentence: By the way, why was Joe Burrow even on that list?\n", + "307 --- Sentence: Whoever was evaluating dual threat or the definition of it should be fired.\n", + "308 --- Sentence: Joe Burrow, not a dual threat.\n", + "309 --- Sentence: When they came out of high school.\n", + "310 --- Sentence: Because Jawan Jennings was a quarterback.\n", + "311 --- Sentence: He was great.\n", + "312 --- Sentence: You want to give like five best bets so you can try to catch up here?\n", + "313 --- Sentence: No, I got one.\n", + "314 --- Sentence: Hunter Henry over 37 and a half receiving yards.\n", + "315 --- Sentence: You're going prop two?\n", + "316 --- Sentence: And you know why?\n", + "317 --- Sentence: Because the Seahawks all year have struggled against tight ends.\n", + "318 --- Sentence: And in the playoffs, they've given up, I think, 11 catches in the playoffs in their two games.\n", + "319 --- Sentence: And they average against them six and a half catches and 70 yards receiving from the tight end position.\n", + "320 --- Sentence: So that's going to be a problem.\n", + "321 --- Sentence: So that was your bonus one?\n", + "322 --- Sentence: That's my best bet.\n", + "323 --- Sentence: I'll give a bonus one.\n", + "324 --- Sentence: Okay.\n", + "325 --- Sentence: I'm going to go Tank Lawrence half a sack.\n", + "326 --- Sentence: I had Leonard Williams for half a sack.\n", + "327 --- Sentence: We're going to be in on it.\n", + "328 --- Sentence: I think we're both going to be right.\n", + "329 --- Sentence: They're going to be hugging Drake May together?\n", + "330 --- Sentence: No, no.\n", + "331 --- Sentence: They're each going to get more than a half.\n", + "332 --- Sentence: They're both going to get one.\n", + "333 --- Sentence: Great.\n", + "334 --- Sentence: There we go.\n", + "335 --- Sentence: We got one more best bet from the producers.\n", + "336 --- Sentence: I thought for sure it would be like a national anthem over under, something like that.\n", + "337 --- Sentence: There will be a falconer.\n", + "338 --- Sentence: Bad bunny number of dresses he wears at the halftime show.\n", + "339 --- Sentence: So they're going to go one rushing touchdown and one passing touchdown from each team.\n", + "340 --- Sentence: I like that.\n", + "341 --- Sentence: I like that.\n", + "342 --- Sentence: Some balance.\n", + "343 --- Sentence: We got some balance.\n", + "344 --- Sentence: And that's plus 220.\n", + "345 --- Sentence: So you got value on that.\n", + "346 --- Sentence: That is actually pretty good.\n", + "347 --- Sentence: We like value.\n", + "348 --- Sentence: Well, if you think it's going to be a defensive game, then maybe not so much.\n", + "349 --- Sentence: But I think I actually like that.\n", + "350 --- Sentence: These are the two.\n", + "351 --- Sentence: Not as unhinged as usual.\n", + "352 --- Sentence: When you combine regular season and postseason, And these are the two best defenses at not allowing points this season in the Patriots and the Seahawks.\n", + "353 --- Sentence: It's been fun.\n", + "354 --- Sentence: Those are our best bets for the final time.\n", + "355 --- Sentence: You guys are going to be out there.\n", + "356 --- Sentence: I'm sure you're going to give us a lot more picks coming up next week.\n", + "357 --- Sentence: And those will count, too.\n", + "358 --- Sentence: And then me and Pete go on vacation together.\n", + "359 --- Sentence: You know, they count.\n", + "360 --- Sentence: Going to Barbados together.\n", + "361 --- Sentence: We're going to Sandals.\n", + "362 --- Sentence: Let's make a decision.\n", + "363 --- Sentence: Should the picks we make out there count?\n", + "364 --- Sentence: Yes or no?\n", + "365 --- Sentence: Sure.\n", + "366 --- Sentence: Sure, they'll count.\n", + "367 --- Sentence: Yeah, let's count them.\n", + "368 --- Sentence: I can catch them then.\n", + "369 --- Sentence: We'll give you a shot, Pete.\n", + "370 --- Sentence: We'll give you a shot.\n", + "371 --- Sentence: I don't know.\n", + "372 --- Sentence: If his studio help gives him picks, I won't have a chance.\n", + "373 --- Sentence: Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n" ] } ], @@ -1144,7 +1199,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "e4791205", "metadata": {}, "outputs": [ @@ -1178,49 +1233,49 @@ " \n", " \n", " \n", - " 273\n", - " Hey, you made it all the way to the end.\n", + " 1116\n", + " If his studio help gives him picks, I won't have a chance.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 274\n", - " Hey, you made it all the way to the end.\n", - " {\"label\": 0}\n", - " 0\n", + " 1117\n", + " If his studio help gives him picks, I won't have a chance.\n", + " {\"label\": 1}\n", + " 1\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 275\n", - " Hey, you made it all the way to the end.\n", - " {\"label\": 0}\n", - " 0\n", + " 1118\n", + " If his studio help gives him picks, I won't have a chance.\n", + " {\"label\": 1}\n", + " 1\n", " None\n", " openai/gpt-oss-120b\n", " \n", " \n", - " 276\n", - " Thanks for that.\n", + " 1119\n", + " Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 277\n", - " Thanks for that.\n", - " {\"label\": 0}\n", - " 0\n", + " 1120\n", + " Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n", + " {\"label\": 1}\n", + " 1\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 278\n", - " Thanks for that.\n", - " {\"label\": 0}\n", + " 1121\n", + " Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n", + " {\\n \"label\": 0\\n}\n", " 0\n", " None\n", " openai/gpt-oss-120b\n", @@ -1230,24 +1285,24 @@ "" ], "text/plain": [ - " text raw_response llm_label \\\n", - "273 Hey, you made it all the way to the end. {\"label\": 0} 0 \n", - "274 Hey, you made it all the way to the end. {\"label\": 0} 0 \n", - "275 Hey, you made it all the way to the end. {\"label\": 0} 0 \n", - "276 Thanks for that. {\"label\": 0} 0 \n", - "277 Thanks for that. {\"label\": 0} 0 \n", - "278 Thanks for that. {\"label\": 0} 0 \n", + " text \\\n", + "1116 If his studio help gives him picks, I won't have a chance. \n", + "1117 If his studio help gives him picks, I won't have a chance. \n", + "1118 If his studio help gives him picks, I won't have a chance. \n", + "1119 Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game. \n", + "1120 Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game. \n", + "1121 Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game. \n", "\n", - " llm_reasoning llm_name \n", - "273 None llama-3.1-8b-instant \n", - "274 None llama-3.3-70b-versatile \n", - "275 None openai/gpt-oss-120b \n", - "276 None llama-3.1-8b-instant \n", - "277 None llama-3.3-70b-versatile \n", - "278 None openai/gpt-oss-120b " + " raw_response llm_label llm_reasoning llm_name \n", + "1116 {\"label\": 0} 0 None llama-3.1-8b-instant \n", + "1117 {\"label\": 1} 1 None llama-3.3-70b-versatile \n", + "1118 {\"label\": 1} 1 None openai/gpt-oss-120b \n", + "1119 {\"label\": 0} 0 None llama-3.1-8b-instant \n", + "1120 {\"label\": 1} 1 None llama-3.3-70b-versatile \n", + "1121 {\\n \"label\": 0\\n} 0 None openai/gpt-oss-120b " ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1278,7 +1333,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "115b0d23", "metadata": {}, "outputs": [ @@ -1312,38 +1367,38 @@ " \n", " \n", " 0\n", - " And I can't wait to hear from all of you.\n", + " 29 carries in the second half against the Denver Broncos, that's awesome.\n", " 0\n", " 0\n", " 0\n", " \n", " \n", " 1\n", - " And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.\n", + " A week from this Sunday.\n", " 0\n", " 0\n", " 0\n", " \n", " \n", " 2\n", - " And I think Seattle fans will be very happy.\n", - " 1\n", - " 1\n", - " 1\n", + " Absolutely nothing.\n", + " 0\n", + " 0\n", + " 0\n", " \n", " \n", " 3\n", - " And I want an MVP on top of it.\n", + " Absolutely.\n", " 0\n", " 0\n", " 0\n", " \n", " \n", " 4\n", - " And I've been running an okey-doke week after week after week.\n", - " 0\n", - " 0\n", + " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", " 0\n", + " 1\n", + " 1\n", " \n", " \n", " ...\n", @@ -1353,76 +1408,76 @@ " ...\n", " \n", " \n", - " 84\n", - " Yeah.\n", - " 0\n", - " 0\n", + " 359\n", + " You're staying.\n", " 0\n", + " 1\n", + " 1\n", " \n", " \n", - " 85\n", - " You both are big defensive MVPs.\n", + " 360\n", + " You've been accusing him of that the last few weeks.\n", " 0\n", " 0\n", " 0\n", " \n", " \n", - " 86\n", - " You don't even get to score.\n", - " 0\n", + " 361\n", + " if we give more props next week.\n", " 0\n", + " 1\n", " 0\n", " \n", " \n", - " 87\n", - " came down to a field goal by Adam Vinatieri to win that Super Bowl.\n", - " 0\n", + " 362\n", + " like eight of the top ten are Seahawks?\n", + " 1\n", " 0\n", " 0\n", " \n", " \n", - " 88\n", - " the Pats go up 23 to 20.\n", - " 1\n", + " 363\n", + " with the way the game is supposed to be played with a big physical, good offensive line with dominant players.\n", + " 0\n", " 0\n", " 0\n", " \n", " \n", "\n", - "

89 rows × 4 columns

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364 rows × 4 columns

\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 And I can't wait to hear from all of you. \n", - "1 And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame. \n", - "2 And I think Seattle fans will be very happy. \n", - "3 And I want an MVP on top of it. \n", - "4 And I've been running an okey-doke week after week after week. \n", - ".. ... \n", - "84 Yeah. \n", - "85 You both are big defensive MVPs. \n", - "86 You don't even get to score. \n", - "87 came down to a field goal by Adam Vinatieri to win that Super Bowl. \n", - "88 the Pats go up 23 to 20. \n", + "llm_name Base Sentence \\\n", + "0 29 carries in the second half against the Denver Broncos, that's awesome. \n", + "1 A week from this Sunday. \n", + "2 Absolutely nothing. \n", + "3 Absolutely. \n", + "4 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", + ".. ... \n", + "359 You're staying. \n", + "360 You've been accusing him of that the last few weeks. \n", + "361 if we give more props next week. \n", + "362 like eight of the top ten are Seahawks? \n", + "363 with the way the game is supposed to be played with a big physical, good offensive line with dominant players. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \n", "0 0 0 0 \n", "1 0 0 0 \n", - "2 1 1 1 \n", + "2 0 0 0 \n", "3 0 0 0 \n", - "4 0 0 0 \n", + "4 0 1 1 \n", ".. ... ... ... \n", - "84 0 0 0 \n", - "85 0 0 0 \n", - "86 0 0 0 \n", - "87 0 0 0 \n", - "88 1 0 0 \n", + "359 0 1 1 \n", + "360 0 0 0 \n", + "361 0 1 0 \n", + "362 1 0 0 \n", + "363 0 0 0 \n", "\n", - "[89 rows x 4 columns]" + "[364 rows x 4 columns]" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1455,7 +1510,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "62e771bf", "metadata": {}, "outputs": [ @@ -1490,7 +1545,7 @@ " \n", " \n", " 0\n", - " And I can't wait to hear from all of you.\n", + " 29 carries in the second half against the Denver Broncos, that's awesome.\n", " 0\n", " 0\n", " 0\n", @@ -1498,7 +1553,7 @@ " \n", " \n", " 1\n", - " And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.\n", + " A week from this Sunday.\n", " 0\n", " 0\n", " 0\n", @@ -1506,15 +1561,15 @@ " \n", " \n", " 2\n", - " And I think Seattle fans will be very happy.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " Absolutely nothing.\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " \n", " \n", " 3\n", - " And I want an MVP on top of it.\n", + " Absolutely.\n", " 0\n", " 0\n", " 0\n", @@ -1522,40 +1577,40 @@ " \n", " \n", " 4\n", - " And I've been running an okey-doke week after week after week.\n", - " 0\n", - " 0\n", - " 0\n", + " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", " 0\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", "\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 And I can't wait to hear from all of you. \n", - "1 And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame. \n", - "2 And I think Seattle fans will be very happy. \n", - "3 And I want an MVP on top of it. \n", - "4 And I've been running an okey-doke week after week after week. \n", + "llm_name Base Sentence \\\n", + "0 29 carries in the second half against the Denver Broncos, that's awesome. \n", + "1 A week from this Sunday. \n", + "2 Absolutely nothing. \n", + "3 Absolutely. \n", + "4 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \\\n", "0 0 0 0 \n", "1 0 0 0 \n", - "2 1 1 1 \n", + "2 0 0 0 \n", "3 0 0 0 \n", - "4 0 0 0 \n", + "4 0 1 1 \n", "\n", "llm_name Majority Vote Label \n", "0 0 \n", "1 0 \n", - "2 1 \n", + "2 0 \n", "3 0 \n", - "4 0 " + "4 1 " ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1581,7 +1636,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "97175036", "metadata": {}, "outputs": [ @@ -1619,87 +1674,87 @@ " \n", " \n", " 0\n", - " And I can't wait to hear from all of you.\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", + " 29 carries in the second half against the Denver Broncos, that's awesome.\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", " 1\n", - " And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame.\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", + " A week from this Sunday.\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", " 2\n", - " And I think Seattle fans will be very happy.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " Absolutely nothing.\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", " 3\n", - " And I want an MVP on top of it.\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", + " Absolutely.\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", " 4\n", - " And I've been running an okey-doke week after week after week.\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", - " 0.0\n", + " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Base Sentence \\\n", - "0 And I can't wait to hear from all of you. \n", - "1 And I find it ironic that Adam Vinatieri was inducted into the Pro Football Hall of Fame. \n", - "2 And I think Seattle fans will be very happy. \n", - "3 And I want an MVP on top of it. \n", - "4 And I've been running an okey-doke week after week after week. \n", + " Base Sentence \\\n", + "0 29 carries in the second half against the Denver Broncos, that's awesome. \n", + "1 A week from this Sunday. \n", + "2 Absolutely nothing. \n", + "3 Absolutely. \n", + "4 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", "\n", " llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \\\n", - "0 0.0 0.0 0.0 \n", - "1 0.0 0.0 0.0 \n", - "2 1.0 1.0 1.0 \n", - "3 0.0 0.0 0.0 \n", - "4 0.0 0.0 0.0 \n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 1 1 \n", "\n", " Majority Vote Label Human Annotation Human Reasoning Video ID \n", - "0 0.0 NaN NaN fUmJAtFEGn8 \n", - "1 0.0 NaN NaN fUmJAtFEGn8 \n", - "2 1.0 NaN NaN fUmJAtFEGn8 \n", - "3 0.0 NaN NaN fUmJAtFEGn8 \n", - "4 0.0 NaN NaN fUmJAtFEGn8 " + "0 0 NaN NaN LXPQrZV4Cfw \n", + "1 0 NaN NaN LXPQrZV4Cfw \n", + "2 0 NaN NaN LXPQrZV4Cfw \n", + "3 0 NaN NaN LXPQrZV4Cfw \n", + "4 1 NaN NaN LXPQrZV4Cfw " ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1712,7 +1767,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "d8153ff4", "metadata": {}, "outputs": [], @@ -1722,7 +1777,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "0a4cbba0", "metadata": {}, "outputs": [ @@ -1759,267 +1814,841 @@ " \n", " \n", " \n", - " 2\n", - " And I think Seattle fans will be very happy.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 4\n", + " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 9\n", + " And I think that could be a problem for them on the inside.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 12\n", + " And I'm going to go against you guys.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 5\n", - " And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 14\n", + " And Sam Darnold shows us that he ain't going to become a pumpkin, One game left.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 6\n", - " And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 28\n", + " And then me and Pete go on vacation together.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 7\n", - " And it's going to be a 24-10 victory for the Seattle Seahawks.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 39\n", + " Back-to-back, Mahomes is going for three.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 8\n", - " And that's my prediction for Super Bowl 60 in advance.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 47\n", + " Best bets come through.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 11\n", - " And their defense is going to do it.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 94\n", + " Hunter Henry over 37 and a half receiving yards.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 12\n", - " And they are going to get the defensive stops, 24-10.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 95\n", + " I also think that the Seattle Seahawks are to win this football game.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 96\n", + " I can catch them then.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 116\n", + " I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 13\n", - " And your Super Bowl MVP will be Demarcus Lawrence, baby.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 119\n", + " I think New England's defense will be the unit that wins or loses the game.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 17\n", - " But this is going to come down to an Andy Borogalis game-winning field goal.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 120\n", + " I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 34\n", - " I give them maybe 23-20.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 123\n", + " I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 38\n", - " I say it's going to be probably low in the 20s.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 125\n", + " I think we're both going to be right.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 40\n", - " I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 133\n", + " I'm going to catch him.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 41\n", - " I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 134\n", + " I'm going to go Seattle Seahawks.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 42\n", - " I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done.\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 135\n", + " I'm going to go Tank Lawrence half a sack.\n", + " 1\n", + " 1\n", + " 0\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 45\n", - " It is now time for us to predict Super Bowl 60.\n", - " 1.0\n", - " 1.0\n", - " 0.0\n", - " 1.0\n", + " 136\n", + " I'm going to say six.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 71\n", - " They're going to get a little bit of here in the offense.\n", - " 0.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 137\n", + " I'm going to take the points with the Patriots.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", " \n", - " 72\n", - " They're going to get a little bit of there in special teams.\n", - " 0.0\n", - " 1.0\n", - " 1.0\n", - " 1.0\n", + " 140\n", + " I'm sure you're going to give us a lot more picks coming up next week.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " NaN\n", " NaN\n", - " fUmJAtFEGn8\n", + " LXPQrZV4Cfw\n", " \n", - " \n", - "\n", - "" - ], - "text/plain": [ - " Base Sentence \\\n", - "2 And I think Seattle fans will be very happy. \n", - "5 And at the end of the day, Super Bowl 60 is going to be won by the Seattle Seahawks. \n", - "6 And he has been vocal quite a bit about Seattle being able to lay in wait and destroy teams, and that's where I'm going. \n", - "7 And it's going to be a 24-10 victory for the Seattle Seahawks. \n", - "8 And that's my prediction for Super Bowl 60 in advance. \n", - "11 And their defense is going to do it. \n", - "12 And they are going to get the defensive stops, 24-10. \n", - "13 And your Super Bowl MVP will be Demarcus Lawrence, baby. \n", - "17 But this is going to come down to an Andy Borogalis game-winning field goal. \n", - "34 I give them maybe 23-20. \n", - "38 I say it's going to be probably low in the 20s. \n", - "40 I think the Pats are going to wind up, and I'm a little higher ready, I think the Pats got this one. \n", - "41 I'm going the Seattle Seahawks win Super Bowl 60 by two touchdowns, which is a rarity for these two teams to play a game that's got a margin of victory more than just a touchdown, and I think the defense will lead them. \n", - "42 I'm going to peg him as the guy who is going to come up with some sacks and maybe a sack force fumble, and the Seahawks are going to get this thing done. \n", - "45 It is now time for us to predict Super Bowl 60. \n", - "71 They're going to get a little bit of here in the offense. \n", - "72 They're going to get a little bit of there in special teams. \n", - "\n", - " llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \\\n", - "2 1.0 1.0 1.0 \n", - "5 1.0 1.0 1.0 \n", - "6 1.0 1.0 1.0 \n", - "7 1.0 1.0 1.0 \n", - "8 1.0 1.0 1.0 \n", - "11 1.0 1.0 1.0 \n", - "12 1.0 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], - "source": [ - "predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 17, + " \n", + " 141\n", + " If his studio help gives him picks, I won't have a chance.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 142\n", + " If the Patriots win this, it'll be the longest streak of all time.\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 144\n", + " If you watch the Seahawks, this guy's going to score.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 147\n", + " Is it going to be Drake Mack?\n", + " 1\n", + " 1\n", + " 0\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 156\n", + " It's going to be a hard sell.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 157\n", + " It's going to be crazy.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 158\n", + " It's going to come down to both defenses.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 180\n", + " My best bet is JSN anytime touchdown.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 201\n", + " Patriots plus four and a half.\n", + " 1\n", + " 0\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 202\n", + " Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 207\n", + " Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 214\n", + " So for Drake May, that's what it's going to be.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 219\n", + " So that's going to be a problem.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 221\n", + " So they're going to go one rushing touchdown and one passing touchdown from each team.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 231\n", + " Sure, they'll count.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 233\n", + " That comes out on Monday.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 235\n", + " That left side is going to need some help.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 239\n", + " That's my best bet.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 243\n", + " That's what you're going to get.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 251\n", + " There will be a falconer.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 267\n", + " They just go win.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 272\n", + " They're both going to get one.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 274\n", + " They're each going to get more than a half.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 275\n", + " They're going to be hugging Drake May together?\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 276\n", + " They're going to find a way.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 278\n", + " This week, we're going pick for the game.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 279\n", + " Those are our best bets for the final time.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 305\n", + " We're going to be in on it.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 306\n", + " We're going to be out there.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 310\n", + " Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 311\n", + " Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 312\n", + " Well, if you think it's going to be a defensive game, then maybe not so much.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 316\n", + " Well, they're not winning this one, the Patriots.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 318\n", + " What do you think the vibe is going to be like for this?\n", + " 1\n", + " 1\n", + " 0\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 344\n", + " You guys are going to be out there.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 356\n", + " You're going to lean into that.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " LXPQrZV4Cfw\n", + " \n", + " \n", + " 359\n", + " You're staying.\n", + " 0\n", + " 1\n", + " 1\n", + " 1\n", + " NaN\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " Base Sentence \\\n", + "4 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", + "9 And I think that could be a problem for them on the inside. \n", + "12 And I'm going to go against you guys. \n", + "14 And Sam Darnold shows us that he ain't going to become a pumpkin, One game left. \n", + "28 And then me and Pete go on vacation together. \n", + "39 Back-to-back, Mahomes is going for three. \n", + "47 Best bets come through. \n", + "94 Hunter Henry over 37 and a half receiving yards. \n", + "95 I also think that the Seattle Seahawks are to win this football game. \n", + "96 I can catch them then. \n", + "116 I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy. \n", + "119 I think New England's defense will be the unit that wins or loses the game. \n", + "120 I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years. \n", + "123 I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football. \n", + "125 I think we're both going to be right. \n", + "133 I'm going to catch him. \n", + "134 I'm going to go Seattle Seahawks. \n", + "135 I'm going to go Tank Lawrence half a sack. \n", + "136 I'm going to say six. \n", + "137 I'm going to take the points with the Patriots. \n", + "140 I'm sure you're going to give us a lot more picks coming up next week. \n", + "141 If his studio help gives him picks, I won't have a chance. \n", + "142 If the Patriots win this, it'll be the longest streak of all time. \n", + "144 If you watch the Seahawks, this guy's going to score. \n", + "147 Is it going to be Drake Mack? \n", + "156 It's going to be a hard sell. \n", + "157 It's going to be crazy. \n", + "158 It's going to come down to both defenses. \n", + "180 My best bet is JSN anytime touchdown. \n", + "201 Patriots plus four and a half. \n", + "202 Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara. \n", + "207 Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle. \n", + "214 So for Drake May, that's what it's going to be. \n", + "219 So that's going to be a problem. \n", + "221 So they're going to go one rushing touchdown and one passing touchdown from each team. \n", + "231 Sure, they'll count. \n", + "233 That comes out on Monday. \n", + "235 That left side is going to need some help. \n", + "239 That's my best bet. \n", + "243 That's what you're going to get. \n", + "251 There will be a falconer. \n", + "267 They just go win. \n", + "272 They're both going to get one. \n", + "274 They're each going to get more than a half. \n", + "275 They're going to be hugging Drake May together? \n", + "276 They're going to find a way. \n", + "278 This week, we're going pick for the game. \n", + "279 Those are our best bets for the final time. \n", + "305 We're going to be in on it. \n", + "306 We're going to be out there. \n", + "310 Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season. \n", + "311 Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover. \n", + "312 Well, if you think it's going to be a defensive game, then maybe not so much. \n", + "316 Well, they're not winning this one, the Patriots. \n", + "318 What do you think the vibe is going to be like for this? \n", + "344 You guys are going to be out there. \n", + "356 You're going to lean into that. \n", + "359 You're staying. \n", 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LXPQrZV4Cfw \n", + "318 1 NaN NaN LXPQrZV4Cfw \n", + "344 1 NaN NaN LXPQrZV4Cfw \n", + "356 1 NaN NaN LXPQrZV4Cfw \n", + "359 1 NaN NaN NaN " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 18, "id": "080f76f7", "metadata": {}, "outputs": [ @@ -2027,14 +2656,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_2.csv\n" + "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_3.csv\n" ] } ], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", "save_data_path = os.path.join(base_data_path, \"yt\", \"majority_vote\", \"sports\")\n", - "DataProcessing.save_to_file(predictions, path=save_data_path, prefix='batch_2', save_file_type='csv', include_version=False)" + "DataProcessing.save_to_file(predictions, path=save_data_path, prefix='batch_3', save_file_type='csv', include_version=False)" ] }, { From bf6355fef485f7d01023ef22b29b27f4c8b96bf7 Mon Sep 17 00:00:00 2001 From: Adriano Nogueira Date: Tue, 14 Apr 2026 09:46:41 -0400 Subject: [PATCH 7/9] New sport videos for our list --- .../1-extract_transcripts.ipynb | 35 ++++++++++--------- 1 file changed, 19 insertions(+), 16 deletions(-) diff --git a/prediction_acquition-youtube/1-extract_transcripts.ipynb b/prediction_acquition-youtube/1-extract_transcripts.ipynb index 00e5906..378973e 100644 --- a/prediction_acquition-youtube/1-extract_transcripts.ipynb +++ b/prediction_acquition-youtube/1-extract_transcripts.ipynb @@ -295,22 +295,25 @@ "| 5 | Rich Eisen’s Pick to Win the Seahawks vs Patriots Super Bowl LX Is….? - The Rich Eisen Show | https://www.youtube.com/watch?v=fUmJAtFEGn8 | fUmJAtFEGn8 | SPORTS |\n", "| 6 | The Pat McAfee Show's Picks For Super Bowl LX | https://www.youtube.com/watch?v=MTVAkVkkaz4 | MTVAkVkkaz4 | SPORTS |\n", "| 7 | Super Bowl LX On-Site Preview: Picks, Predictions, Everything you need to know for Patriots-Seahawks | https://www.youtube.com/watch?v=Z0xP3GNpjkw | Z0xP3GNpjkw | SPORTS |\n", - "| 8 | Predicting the UEFA Champions League TO THE FINAL | https://www.youtube.com/watch?v=AoE8KFAXHSc | AoE8KFAXHSc | SPORTS |\n", - "| 9 | Insane Tennis Predictions For 2026 | https://www.youtube.com/watch?v=jCe-bY1nP7o | jCe-bY1nP7o | SPORTS |\n", - "| 10 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", - "| 11 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", - "| 12 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", - "| 13 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", - "| 14 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", - "| 15 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", - "| 16 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", - "| 17 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", - "| 18 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", - "| 19 | 2026 HOUSE Prediction Map Based on NEW POLLS! | https://www.youtube.com/watch?v=DEhAFSPp6lQ | DEhAFSPp6lQ | POLITICAL |\n", - "| 20 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", - "| 21 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", - "| 22 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", - "| 23 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" + "| 8 | Best Bets, Props and Parlay Picks in the NBA, NHL and MLB on Thursday, April 9 | https://www.youtube.com/watch?v=rlt4f8ar_1A | rlt4f8ar_1A | SPORTS |\n", + "| 9 | Sharp 600 - BEST SBLX Patriots vs. Seahawks Any Time Touchdown Scorers & Props | https://www.youtube.com/watch?v=6STv2GFNB6I | 6STv2GFNB6I | SPORTS |\n", + "| 10 | Super Bowl LX - Patriots vs. Seahawks - Picks and Predictions w/ Todd Fuhrman - Sharp 600 | https://www.youtube.com/watch?v=FPl-F2k_KtM | FPl-F2k_KtM | SPORTS |\n", + "| 11 | Predicting the UEFA Champions League TO THE FINAL | https://www.youtube.com/watch?v=AoE8KFAXHSc | AoE8KFAXHSc | SPORTS |\n", + "| 12 | Insane Tennis Predictions For 2026 | https://www.youtube.com/watch?v=jCe-bY1nP7o | jCe-bY1nP7o | SPORTS |\n", + "| 13 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", + "| 14 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", + "| 15 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", + "| 16 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", + "| 17 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", + "| 18 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", + "| 19 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", + "| 20 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", + "| 21 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", + "| 22 | 2026 HOUSE Prediction Map Based on NEW POLLS! | https://www.youtube.com/watch?v=DEhAFSPp6lQ | DEhAFSPp6lQ | POLITICAL |\n", + "| 23 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", + "| 24 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", + "| 25 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", + "| 26 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" ] }, { From 361950a971c0607554d48925a311f9dff76c6cdb Mon Sep 17 00:00:00 2001 From: Adriano Nogueira Date: Fri, 17 Apr 2026 17:30:38 -0400 Subject: [PATCH 8/9] New dataset videos --- .../1-extract_transcripts.ipynb | 232 +- .../2-label_text.ipynb | 2625 +++++++---------- 2 files changed, 1098 insertions(+), 1759 deletions(-) diff --git a/prediction_acquition-youtube/1-extract_transcripts.ipynb b/prediction_acquition-youtube/1-extract_transcripts.ipynb index 378973e..a8c8e17 100644 --- a/prediction_acquition-youtube/1-extract_transcripts.ipynb +++ b/prediction_acquition-youtube/1-extract_transcripts.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "59644191", "metadata": {}, "outputs": [], @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "59d8e763", "metadata": {}, "outputs": [], @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "23340967", "metadata": {}, "outputs": [], @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "9d26f862", "metadata": {}, "outputs": [], @@ -115,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "9e7c66e3", "metadata": {}, "outputs": [], @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "9be1a817", "metadata": {}, "outputs": [], @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "98d121d6", "metadata": {}, "outputs": [], @@ -227,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "8f8c542c", "metadata": {}, "outputs": [], @@ -295,25 +295,24 @@ "| 5 | Rich Eisen’s Pick to Win the Seahawks vs Patriots Super Bowl LX Is….? - The Rich Eisen Show | https://www.youtube.com/watch?v=fUmJAtFEGn8 | fUmJAtFEGn8 | SPORTS |\n", "| 6 | The Pat McAfee Show's Picks For Super Bowl LX | https://www.youtube.com/watch?v=MTVAkVkkaz4 | MTVAkVkkaz4 | SPORTS |\n", "| 7 | Super Bowl LX On-Site Preview: Picks, Predictions, Everything you need to know for Patriots-Seahawks | https://www.youtube.com/watch?v=Z0xP3GNpjkw | Z0xP3GNpjkw | SPORTS |\n", - "| 8 | Best Bets, Props and Parlay Picks in the NBA, NHL and MLB on Thursday, April 9 | https://www.youtube.com/watch?v=rlt4f8ar_1A | rlt4f8ar_1A | SPORTS |\n", - "| 9 | Sharp 600 - BEST SBLX Patriots vs. Seahawks Any Time Touchdown Scorers & Props | https://www.youtube.com/watch?v=6STv2GFNB6I | 6STv2GFNB6I | SPORTS |\n", - "| 10 | Super Bowl LX - Patriots vs. Seahawks - Picks and Predictions w/ Todd Fuhrman - Sharp 600 | https://www.youtube.com/watch?v=FPl-F2k_KtM | FPl-F2k_KtM | SPORTS |\n", - "| 11 | Predicting the UEFA Champions League TO THE FINAL | https://www.youtube.com/watch?v=AoE8KFAXHSc | AoE8KFAXHSc | SPORTS |\n", - "| 12 | Insane Tennis Predictions For 2026 | https://www.youtube.com/watch?v=jCe-bY1nP7o | jCe-bY1nP7o | SPORTS |\n", - "| 13 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", - "| 14 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", - "| 15 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", - "| 16 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", - "| 17 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", - "| 18 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", - "| 19 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", - "| 20 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", - "| 21 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", - "| 22 | 2026 HOUSE Prediction Map Based on NEW POLLS! | https://www.youtube.com/watch?v=DEhAFSPp6lQ | DEhAFSPp6lQ | POLITICAL |\n", - "| 23 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", - "| 24 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", - "| 25 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", - "| 26 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" + "| 8 | Sharp 600 - BEST SBLX Patriots vs. Seahawks Any Time Touchdown Scorers & Props | https://www.youtube.com/watch?v=6STv2GFNB6I | 6STv2GFNB6I | SPORTS |\n", + "| 9 | Super Bowl LX - Patriots vs. Seahawks - Picks and Predictions w/ Todd Fuhrman - Sharp 600 | https://www.youtube.com/watch?v=FPl-F2k_KtM | FPl-F2k_KtM | SPORTS |\n", + "| 10 | Predicting the UEFA Champions League TO THE FINAL | https://www.youtube.com/watch?v=AoE8KFAXHSc | AoE8KFAXHSc | SPORTS |\n", + "| 11 | Insane Tennis Predictions For 2026 | https://www.youtube.com/watch?v=jCe-bY1nP7o | jCe-bY1nP7o | SPORTS |\n", + "| 12 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", + "| 13 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", + "| 14 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", + "| 15 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", + "| 16 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", + "| 17 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", + "| 18 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", + "| 19 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", + "| 20 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", + "| 21 | 2026 HOUSE Prediction Map Based on NEW POLLS! | https://www.youtube.com/watch?v=DEhAFSPp6lQ | DEhAFSPp6lQ | POLITICAL |\n", + "| 22 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", + "| 23 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", + "| 24 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", + "| 25 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" ] }, { @@ -407,17 +406,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ddaa9dfa", "metadata": {}, "outputs": [], "source": [ - "video_id = \"AoE8KFAXHSc\"" + "video_id = \"FPl-F2k_KtM\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "883cb0d2", "metadata": {}, "outputs": [], @@ -427,98 +426,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "8dc416b1", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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The likes of 10.000 4.160 AoE8KFAXHSc" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# df.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "70ec6c80", "metadata": {}, "outputs": [], @@ -530,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "71706281", "metadata": {}, "outputs": [ @@ -550,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "98992167", "metadata": {}, "outputs": [ @@ -579,12 +497,12 @@ } ], "source": [ - "df = extract_transcript_df(\"AoE8KFAXHSc\", extract_with_whisper=True, whisper_pipe=pipe, audio_dir=r\"..\\data\\yt\\mp3_audio\\sports\")" + "df = extract_transcript_df(video_id, extract_with_whisper=True, whisper_pipe=pipe, audio_dir=r\"..\\data\\yt\\mp3_audio\\sports\")" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "id": "f6ce3b55", "metadata": {}, "outputs": [ @@ -618,60 +536,60 @@ " \n", " \n", " 0\n", - " So the Champions League Round of 16 has finally taken shape with eight clubs joining the knockout round playoffs into this pool\n", + " Hello and welcome to the Sharp 600 brought to you by Covers.com and presented by Bet365.\n", " 0.00\n", - " 7.60\n", - " AoE8KFAXHSc\n", + " 14.38\n", + " FPl-F2k_KtM\n", " \n", " \n", " 1\n", - " Where we are one step closer to the final in Budapest the life of Athletica Madrid and Atalanta who came back against Dortmund\n", - " 7.92\n", - " 7.16\n", - " AoE8KFAXHSc\n", + " My name is Jason Logan. I will be your host here for the next 10 minutes as we take our first bites of Super Bowl 60 odds.\n", + " 14.56\n", + " 6.28\n", + " FPl-F2k_KtM\n", " \n", " \n", " 2\n", - " Real Madrid's in there as well and new castle setting up some really\n", - " 15.08\n", - " 4.48\n", - " AoE8KFAXHSc\n", + " And joining us for that dinner, for that snack time, is former odds maker, current professional bettor Todd Furman.\n", + " 21.00\n", + " 5.28\n", + " FPl-F2k_KtM\n", " \n", " \n", " 3\n", - " Enticing matchups and you can get ready for this stage like never before with the Champions League bracket games\n", - " 19.92\n", - " 6.52\n", - " AoE8KFAXHSc\n", + " Todd, happy bye week to you. The Seahawks, the Patriots get a little bit of a breather,\n", + " 4.80\n", + " 0.08\n", + " FPl-F2k_KtM\n", " \n", " \n", " 4\n", - " you can create a Paul against friends or compete for the chance to win a dream trip to London. Plus see how you stack up against your favourite Champions League on air personalities,\n", - " 4.96\n", - " 5.20\n", - " AoE8KFAXHSc\n", + " a little bit of downtime this week, but I always found the bye was like my busiest time,\n", + " 9.38\n", + " 0.12\n", + " FPl-F2k_KtM\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Text \\\n", - "0 So the Champions League Round of 16 has finally taken shape with eight clubs joining the knockout round playoffs into this pool \n", - "1 Where we are one step closer to the final in Budapest the life of Athletica Madrid and Atalanta who came back against Dortmund \n", - "2 Real Madrid's in there as well and new castle setting up some really \n", - "3 Enticing matchups and you can get ready for this stage like never before with the Champions League bracket games \n", - "4 you can create a Paul against friends or compete for the chance to win a dream trip to London. Plus see how you stack up against your favourite Champions League on air personalities, \n", + " Text \\\n", + "0 Hello and welcome to the Sharp 600 brought to you by Covers.com and presented by Bet365. \n", + "1 My name is Jason Logan. I will be your host here for the next 10 minutes as we take our first bites of Super Bowl 60 odds. \n", + "2 And joining us for that dinner, for that snack time, is former odds maker, current professional bettor Todd Furman. \n", + "3 Todd, happy bye week to you. The Seahawks, the Patriots get a little bit of a breather, \n", + "4 a little bit of downtime this week, but I always found the bye was like my busiest time, \n", "\n", " Start Time Duration Video ID \n", - "0 0.00 7.60 AoE8KFAXHSc \n", - "1 7.92 7.16 AoE8KFAXHSc \n", - "2 15.08 4.48 AoE8KFAXHSc \n", - "3 19.92 6.52 AoE8KFAXHSc \n", - "4 4.96 5.20 AoE8KFAXHSc " + "0 0.00 14.38 FPl-F2k_KtM \n", + "1 14.56 6.28 FPl-F2k_KtM \n", + "2 21.00 5.28 FPl-F2k_KtM \n", + "3 4.80 0.08 FPl-F2k_KtM \n", + "4 9.38 0.12 FPl-F2k_KtM " ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -682,10 +600,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "767d3f95", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\whisper_transcripts\\sports\\FPl-F2k_KtM.csv\n" + ] + } + ], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", "save_data_path = os.path.join(base_data_path, \"yt\", \"whisper_transcripts\", \"sports\")\n", @@ -695,7 +621,7 @@ { "cell_type": "code", "execution_count": null, - "id": "47269c24", + "id": "646c5307", "metadata": {}, "outputs": [], "source": [] @@ -703,7 +629,7 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "predictions (3.11.14)", "language": "python", "name": "python3" }, diff --git a/prediction_acquition-youtube/2-label_text.ipynb b/prediction_acquition-youtube/2-label_text.ipynb index c3b62cd..d66ed18 100644 --- a/prediction_acquition-youtube/2-label_text.ipynb +++ b/prediction_acquition-youtube/2-label_text.ipynb @@ -78,6 +78,37 @@ "transcripts = os.listdir(yt_data_path)" ] }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7c2f61d6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['-rjnvL9LL3U.csv',\n", + " '6STv2GFNB6I.csv',\n", + " 'AoE8KFAXHSc.csv',\n", + " 'FPl-F2k_KtM.csv',\n", + " 'fUmJAtFEGn8.csv',\n", + " 'jCe-bY1nP7o.csv',\n", + " 'LXPQrZV4Cfw.csv',\n", + " 'mBK8o5orBbE.csv',\n", + " 'MTVAkVkkaz4.csv',\n", + " 'Z0xP3GNpjkw.csv',\n", + " 'ZZN7BAYeOtc.csv']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "transcripts" + ] + }, { "cell_type": "markdown", "id": "bc6adbc6", @@ -90,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "f24214ce", "metadata": {}, "outputs": [ @@ -124,66 +155,66 @@ " \n", " \n", " 0\n", - " We have reached the end.\n", + " Hello and welcome to the Sharp 600 brought to you by Covers.com and presented by Bet365.\n", " 0.00\n", - " 4.50\n", - " LXPQrZV4Cfw\n", + " 14.38\n", + " FPl-F2k_KtM\n", " \n", " \n", " 1\n", - " One last game.\n", - " 5.68\n", - " 1.24\n", - " LXPQrZV4Cfw\n", + " My name is Jason Logan. I will be your host here for the next 10 minutes as we take our first bites of Super Bowl 60 odds.\n", + " 14.56\n", + " 6.28\n", + " FPl-F2k_KtM\n", " \n", " \n", " 2\n", - " Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", - " 7.56\n", - " 7.28\n", - " LXPQrZV4Cfw\n", + " And joining us for that dinner, for that snack time, is former odds maker, current professional bettor Todd Furman.\n", + " 21.00\n", + " 5.28\n", + " FPl-F2k_KtM\n", " \n", " \n", " 3\n", - " A week from this Sunday.\n", - " 14.84\n", - " 1.30\n", - " LXPQrZV4Cfw\n", + " Todd, happy bye week to you. The Seahawks, the Patriots get a little bit of a breather,\n", + " 4.80\n", + " 0.08\n", + " FPl-F2k_KtM\n", " \n", " \n", " 4\n", - " And how about the week that Kyle and Pete had?\n", - " 16.14\n", - " 3.08\n", - " LXPQrZV4Cfw\n", + " a little bit of downtime this week, but I always found the bye was like my busiest time,\n", + " 9.38\n", + " 0.12\n", + " FPl-F2k_KtM\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Text Start Time \\\n", - "0 We have reached the end. 0.00 \n", - "1 One last game. 5.68 \n", - "2 Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara. 7.56 \n", - "3 A week from this Sunday. 14.84 \n", - "4 And how about the week that Kyle and Pete had? 16.14 \n", + " Text \\\n", + "0 Hello and welcome to the Sharp 600 brought to you by Covers.com and presented by Bet365. \n", + "1 My name is Jason Logan. I will be your host here for the next 10 minutes as we take our first bites of Super Bowl 60 odds. \n", + "2 And joining us for that dinner, for that snack time, is former odds maker, current professional bettor Todd Furman. \n", + "3 Todd, happy bye week to you. The Seahawks, the Patriots get a little bit of a breather, \n", + "4 a little bit of downtime this week, but I always found the bye was like my busiest time, \n", "\n", - " Duration Video ID \n", - "0 4.50 LXPQrZV4Cfw \n", - "1 1.24 LXPQrZV4Cfw \n", - "2 7.28 LXPQrZV4Cfw \n", - "3 1.30 LXPQrZV4Cfw \n", - "4 3.08 LXPQrZV4Cfw " + " Start Time Duration Video ID \n", + "0 0.00 14.38 FPl-F2k_KtM \n", + "1 14.56 6.28 FPl-F2k_KtM \n", + "2 21.00 5.28 FPl-F2k_KtM \n", + "3 4.80 0.08 FPl-F2k_KtM \n", + "4 9.38 0.12 FPl-F2k_KtM " ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "transcript_path = os.path.join(yt_data_path, transcripts[2])\n", + "transcript_path = os.path.join(yt_data_path, transcripts[3])\n", "\n", "raw_transcripts_df = DataProcessing.load_from_file(path=transcript_path, file_type='csv')\n", "\n", @@ -192,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "7cf469ac", "metadata": {}, "outputs": [], @@ -210,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "2fb60bd5", "metadata": {}, "outputs": [], @@ -246,390 +277,214 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "af279592", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['We have reached the end.',\n", - " 'One last game.',\n", - " 'Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.',\n", - " 'A week from this Sunday.',\n", - " 'And how about the week that Kyle and Pete had?',\n", - " 'They both went 3-0.',\n", - " 'Both perfect conference championship.',\n", - " 'Great job, Pete.',\n", - " 'Best bets come through.',\n", - " 'Unreal.',\n", - " 'I got hot.',\n", - " 'Too late.',\n", - " 'Too little, too late.',\n", - " 'Yeah.',\n", - " 'Pete, the epic collapse is complete.',\n", - " 'Let me have my paper.',\n", - " 'I got something on the back of this paper.',\n", - " 'Look at Kyle in the postseason, 13-2 overall.',\n", - " 'You know what, man?',\n", - " 'You got to show up in the playoffs.',\n", - " \"And look, he's hit each of his last two best bets as well.\",\n", - " 'That was what kind of strangled him in the regular season.',\n", - " \"He can't catch me with the best bets, so I have that going for me.\",\n", - " \"It takes a while to figure out what we're looking at.\",\n", - " \"I don't know if you can see this, but this says void.\",\n", - " 'Yeah, it says void.',\n", - " 'You know why it says void?',\n", - " 'Why?',\n", - " \"We're voiding his title.\",\n", - " 'Why?',\n", - " \"Because I've got sources that have explained to me that his little best bets props haven't been coming from him.\",\n", - " 'Yes, they have.',\n", - " \"You've been accusing him of that the last few weeks.\",\n", - " \"And that's okay.\",\n", - " 'And I have a source on it.',\n", - " 'The truth will set you free.',\n", - " 'I have a source on it.',\n", - " \"So, basically, here's what happened with picks.\",\n", - " 'He kind of finagled winning this one.',\n", - " 'And then on our picks on the site, Dave Richard changed like three picks on the last Sunday after the fact.',\n", - " \"See, that's cheating.\",\n", - " 'And I called him out on it.',\n", - " 'He said, well, blah, blah, blah, blah, blah.',\n", - " 'Dave.',\n", + "['Hello and welcome to the Sharp 600 brought to you by Covers.com and presented by Bet365.',\n", + " 'My name is Jason Logan.',\n", + " 'I will be your host here for the next 10 minutes as we take our first bites of Super Bowl 60 odds.',\n", + " 'And joining us for that dinner, for that snack time, is former odds maker, current professional bettor Todd Furman.',\n", + " 'Todd, happy bye week to you.',\n", + " 'The Seahawks, the Patriots get a little bit of a breather, a little bit of downtime this week, but I always found the bye was like my busiest time, at least in terms of what I need to do, the capping, the content, the planning, all these things, everything that we do at Covers for Super Bowl was very, very busy.',\n", + " 'For you as a pro better, what do these two weeks look like?',\n", + " 'The schedule has changed considerably from what it is during the bye week now versus what it would have been during the bye week 10 years ago.',\n", + " \"I mean, J-Lo, we had player props out at most of the prominent books, bet three, six, five, as well as early as Monday morning where you've been in the industry long enough.\",\n", + " 'And this is going to make us sound really old.',\n", + " \"You didn't start to get player props until Friday, Saturday, Sunday, leading up to the big game in and of itself.\",\n", + " \"So you kind of have to have rough projections, know which players that you've targeted.\",\n", + " 'You want to jump on right away.',\n", + " \"And then you begin to dig into some of the X's and O's and try and figure out, okay, where can I add to those positions?\",\n", + " 'Where can I find my biggest edges?',\n", + " \"and what have the odds makers not properly accounted for versus current form compared to season-long metrics where they'll heavily weight them towards a lot of individual player performances.\",\n", + " 'Yeah, I was betting player props Sunday night.',\n", + " 'They were out Sunday night in a few books.',\n", + " 'And that was first crack.',\n", + " 'First crack that Sunday compared to first crack the Sunday before the Super Bowl a decade ago.',\n", + " 'Yeah, I remember the Thursday before the Super Bowl and all the props would come out.',\n", + " 'It was like that was the big thing.',\n", + " 'But, yeah, times, they are changing.',\n", + " \"Before we start the clock here on what's going to be the second last podcast of the season, I can't believe that, a simple ask.\",\n", + " \"If you have been listening to us all season or if you're just finding us for the first time here ahead of Super Bowl, we ask that if you like what you're hearing, let us know.\",\n", + " 'Let other people know.',\n", + " 'Rate and review the podcast on those pod platforms.',\n", + " \"If you're watching us on YouTube, like, subscribe to the Covers YouTube channel, and leave a comment.\",\n", + " 'What are you betting in the big game?',\n", + " \"We'd like to know.\",\n", + " \"all right todd let's have 600 super seconds on the clock all right let's break down the line here super bowl 60 the spread opens as low as three and a half but we see a quick move they forget about four they go four and a half that's where we see this right now we have seen five we have seen some five and a halves uh todd for me i mean this I look at this, this is the best spread that bookies could ask for right now because of all that wiggle room in the middle.\",\n", + " 'What are you seeing from this spread?',\n", + " 'What do you like?',\n", + " 'What have you got down on early?',\n", + " 'You mentioned where the number opens at 3.5.',\n", + " 'The look-ahead number going into the championship Sunday, you see a couple of books stick to their guns.',\n", + " \"Then we did see some money come in on the favor, to your point, getting stuck in no man's land where books are going to have a ton of flexibility.\",\n", + " 'The opportunity to move down to 4 if they see professional money most likely coming in on New England, or drift the number a lot further out in that 5-5.5 range if the public comes in on one side, or I guess I should say if the professionals decide they want to back the Seahawks.',\n", + " \"For me, the 6 was going to be my buy point on the dog, and it wasn't widely available, so I don't really have a true position on the side in this game early on.\",\n", + " 'My number was 4.',\n", + " \"I want to dig into it a little bit, figure out if there's a matchup or two that I think one of these sides can exploit.\",\n", + " \"My initial inclination was that if you're going to give me a good defense, that's going to have the opportunity to catch points in this particular spot.\",\n", + " \"I'm typically going to gravitate towards that more often than not, but don't have a full position on this game yet.\",\n", + " \"And J-Lo, I'm not quite sure the betting market is going to allow me an opportunity to get involved with the number that I've targeted.\",\n", + " 'Yeah, for me, knowing what the look-ahead spread was, I knew we were going to see a money line on Seattle around 2-1 for that favorite.',\n", + " \"And that's where it came out, and that's where I took them right away.\",\n", + " \"When it comes to four and four-and-a-half point favorites, I've kind of made it a rule for myself to say, you know what don't play the points just go with the money line i find that four to four and a half is it's been since kind of four became more of a key number since 2015 it's been kind of a no man's land where that four point favorite or the four and a half point favorite will win but not quite cover they're good enough to be favored by more than a field goal but not quite good enough to be favored by six and so for me i went to seattle straight out just i mean two games over the last two weeks the new england patriots win but don't cover they close a three and a half four point favorite against the denver broncos and the week before we see the chicago bears come up just short in the straight up category but find a way to cover as a three and a half four point underdog so i think that number is a lot more important than people give it credit for and to your point you're going to see a money line that may come down as well if you gravitate towards seattle closer to kickoff yeah i mean you're going to see oh we always see underdog money on the money line So there'll probably be some Patriots outright money showing up.\",\n", + " \"Let's talk total here.\",\n", + " 'Look ahead was 45, open 46 and a half.',\n", + " \"Now we're seeing 46 is 45 and a half.\",\n", + " 'A clear weather game for the Patriots.',\n", + " \"I'm leaning towards over in this one.\",\n", + " 'I want to know your thoughts.',\n", + " 'A weather game times two.',\n", + " 'I mean, played in a blizzard in the AFC championship game and played in freezing rain the week before against the Houston Texans.',\n", + " \"A game that snuck over, but it wasn't because of offensive execution from either of those two teams.\",\n", + " \"It's always interesting to figure out how much a weather is suppressing a total.\",\n", + " 'In a game like this, it appears the forecast in Santa Clara is going to be pretty good.',\n", + " \"Now, it is an outdoor venue, so we're not quite sure exactly what that track is going to look like.\",\n", + " \"We've seen games played in domes typically offer a faster track for both these teams in the past.\",\n", + " 'For me, 47 was kind of the number that I was looking for to make a case to go under.',\n", + " \"If I am going to get involved in a total, I'll probably gravitate a little bit more towards looking at that first half number.\",\n", + " 'But wish I had stronger convictions right now because I do think you have suppressed totals there.',\n", + " \"But you also have a Seahawks offense that's going to be stepping up in class given the last three games, two against the 49ers, one against the Rams.\",\n", + " \"I'm not sure either of those secondaries would be described as anything more than a bottom six unit.\",\n", + " 'Yeah, I always look at under in the derivative market, specifically in that first quarter unders.',\n", + " 'Those tend to be lower scoring frames.',\n", + " 'Both teams a little jacked up.',\n", + " 'You got two quarterbacks a little tight on those throws.',\n", + " 'We see some miscues and things like that.',\n", + " 'So I do lean towards those unders in the first quarter.',\n", + " \"All right, we've still got a lot of time here before Super Bowl kickoff.\",\n", + " \"Let's talk do's and don'ts for sports bettors.\",\n", + " \"I'm going to start with a do.\",\n", + " \"And I'm going to say do take advantage of the live in-game odds, especially when it comes to any early game anomalies.\",\n", + " 'If the Patriots get up quick, but they do so on, say, a defensive score or a special team score, anything weird that happens early on, usually you can take an advantage of a market that will overcorrect to that, especially with everyone and their dog betting in this game and people chasing their bets.',\n", + " 'So any early game anomalies, look and see if you can find some buyback points in the in-game markets.',\n", + " 'Todd, you got a do for us in terms of Super Bowl betting?',\n", + " \"I do, but I want to piggyback what you said, and I think the other interesting angle that you can take, it's not just side total.\",\n", + " \"It's live player props as well that get heavily impacted by game state.\",\n", + " 'So I think there are a lot more opportunities now than there would have been when we had this discussion, say, five, seven, ten years ago in those particular live markets.',\n", + " \"Dues for me, I feel like I'm a man that is absolutely no fun to watch the game with.\",\n", + " 'Do make a case to bet a lot of player performances to come in under their posted totals.',\n", + " \"I know it's not fun to root against anything happening during the course of a football game, You look at a lot of these markets that are set.\",\n", + " 'People are going to gravitate towards rooting for things to happen.',\n", + " \"They're going to see low yardage totals with those third and fourth string wide receivers and tight ends and hope those players can come up with a catcher to do look to bet things under and do be willing to lay prices to be able to do so.\",\n", + " 'And are we doing that on closer to kickoff, waiting for those odds to go up?',\n", + " 'Certain players, I would say yes.',\n", + " 'Other players, sometimes you have to jump a little bit sooner.',\n", + " \"but I would not be running to bet JSN under his receiving total until the 23rd hour let's put it that way all right well I've got a don't here and this is more of an etiquette thing if you're at a Super Bowl party if you're with a group and that group is maybe not of the betting guild don't constantly talk about your bets I'm someone that does this for for a job and I can't stand those people if you listen if you're with your buddies and it's the group ride parlay and this is your group chat that you're with you know party up go crazy have not go nuts but for god's sakes read the room and don't get down on everyone because you're losing some wager celebrate your wins you hit a 25 to 1 first touchdown winner celebrate it have fun if you lose on heads don't throw a fit don't bring everyone down keep your keep your betting excitement in check that that's my don't todd you got a don't for us you know one of my don'ts is don't be a superbowl grinch like me who typically watches the big game every year by himself given some of the immediate responsibilities that I have.\",\n", + " 'I can control the temperature.',\n", + " 'I can control the alcohol intake and the food and everything else.',\n", + " \"But for me, it's don't chase some of those long shot prices with the majority of your bankroll.\",\n", + " \"It's more than fine to get involved in some of those long shot markets.\",\n", + " \"But at the same time, if anything, you're not getting the necessary value and upside for trying to look for some of those depth players to go over those laddering numbers that are out there or a variety of other markets.\",\n", + " \"So don't just chase that plus money.\",\n", + " 'Be judicious about how you allocate your bankroll.',\n", + " 'All right, time to talk Super Bowl MVP odds.',\n", + " 'Todd, who do you like to be the most valuable player Super Bowl 60?',\n", + " \"So J-Lo, normally you're gonna gravitate towards the starting quarterback of the team that you think is going to win the game, but what fun would that be in a game like this?\",\n", + " 'I am going to take a skilled position player for a team that I think wins the game, and that would lead me to Ramondre Stevenson at 28 to one.',\n", + " \"look we've seen a Patriots running back get snubbed in the past that had 37 catches and like 900 receiving yards this is a chance for the world to right all of its wrongs and give Ramondre the hardware if he has two touchdowns and 75 all-purpose yards give me Ramondre Stevenson 28 to 1 all right I'll see your skill player and raise you a defensive player go on Demarcus Lawrence it only makes sense that a cowboy is going to get to the Super Bowl and show it almost last year I did uh but I'm happy for Tank but let's talk about this defense this is the reason why San Seattle is here This is the reason why they're favored.\",\n", + " 'He is the most disruptive player on this team.',\n", + " 'Six sacks, 11 tackles for a loss, three forced fumbles, scooped up all of those in the regular season.',\n", + " 'Two sacks, three forced fumbles in the playoffs so far.',\n", + " \"The Patriots pass protection hasn't been great.\",\n", + " 'I like Tank, MVP, plus 10,000.',\n", + " 'All right, two-minute drill time.',\n", + " 'Early bets here for Super Bowl 60.',\n", + " \"I'm going with Seattle receiver Raheed Shaheed, over 21.5 yards, receiving minus 110.\",\n", + " 'since he came over at the trade deadline.',\n", + " 'Seattle has faced a lot of opponents that run zone.',\n", + " 'A lot of those defense runs zone exclusively.',\n", + " 'He is a much better receiver at man.',\n", + " 'And what does he face in the Patriots?',\n", + " 'He faces a defense that runs one of the highest rates of man.',\n", + " \"There's also someone that likes throwing against man, and that's Sam Darnold.\",\n", + " 'So I think Shahid gets loose here.',\n", + " 'He could put this one away in one catch.',\n", + " 'Over 21 and a half yards receiving.',\n", + " \"Rashid Shahid still on my shit list because he didn't want to take contact over a half a rushing yard with the end around.\",\n", + " 'decided he was going to dance around.',\n", + " 'And example number 758.',\n", + " 'I had it.',\n", + " \"Why you can't trust a Diva wide receiver as a ball carrier in the backfield.\",\n", + " \"For me, I'm going to go to that Seattle Seahawks backfield though and take Kenneth Walker under his rushing total at 75 and a half.\",\n", + " 'Look, Walker started out like a house on fire last week against the Rams.',\n", + " 'Eight carries early on in that game for 35 yards and then kind of petered out.',\n", + " \"11 carries the rest of the game and didn't show that big explosive potential even against the much maligned Rams run defense.\",\n", + " 'Now he steps up in class against the Patriots run defense that is truly elite when Milton Williams is back in the full to anchor that defensive line.',\n", + " 'Seattle does love to run the football on early downs.',\n", + " 'I think they may have to go away from that approach.',\n", + " \"And even without Zach Charbonnet, I just don't see Kenneth Walker getting to mid-70s or higher.\",\n", + " 'I have him projected J-Lo in the high 60s, under 75.5 for the bell cow back wearing Seahawks colors.',\n", + " \"All right, I'm going to go to the tight end for the Patriots.\",\n", + " 'Hunter Henry over 36.5 yards, receiving minus 110.',\n", + " \"He's been taking some punishment, and now he faces a ferocious Seattle pass rush that can get pressure with just four.\",\n", + " \"He's not going to have time for downfield plays to develop.\",\n", + " \"He's going to have to hit those quick hits, and Hunter Henry has been that pressure release.\",\n", + " 'We have seen Seattle give up a lot of targets, a lot of receptions, two tight ends.',\n", + " 'Projections for Henry, sit as high as 46.',\n", + " 'I like him to go over 36.5.',\n", + " 'Small flyer for me, a Seattle Seahawks receiver, not named Cooper Cup, not named Rasheed Sheed, not named Jackson Smith and Jigba.',\n", + " 'Jake Bobo, over a half a receiving yard at plus $1.15.',\n", + " 'Bobo had a catch in each of the last two games, 16 yards, 17 yards.',\n", + " \"I think he's a guy that may be targeted a couple times here.\",\n", + " 'Just one catch, get us one yard, take me there at plus $1.15.',\n", + " 'All right, you got two weeks to scheme up some stuff.',\n", + " 'You got to get tricky sometimes and throw those guys in there.',\n", + " 'He did not have a touchdown in that NFC Championship game.',\n", + " 'Was he the guy that scored a touchdown in that one?',\n", + " 'No, he did have a touchdown there.',\n", + " 'Had one catch each of the last two games, 16 yards, 17 yards, and a TD.',\n", + " \"All I'm just looking for is a receiving yard here to get us across the finish line.\",\n", + " \"Yeah, that's it.\",\n", + " \"He's not asking for much, Bobo.\",\n", + " \"Just, you know, that's it.\",\n", + " \"That's it.\",\n", + " \"I can't wait to see you freak out on Super Bowl Sunday when he doesn't get that.\",\n", + " 'But remember the etiquette.',\n", " 'Yeah.',\n", - " 'So the fact is I should be the winner of all of them.',\n", - " 'Okay.',\n", - " 'You all cheated me.',\n", - " \"Instead, you're the winner of none.\",\n", - " 'None.',\n", - " \"I'm a loser.\",\n", - " 'Absolutely nothing.',\n", " 'All right.',\n", - " 'That was a collapse.',\n", - " 'Oh, that was a terrible collapse.',\n", - " 'Seahawks are a four and a half point favorite here, but underdogs have won the last three Super Bowls straight up.',\n", - " \"That's tied for the longest streak of all time.\",\n", - " \"If the Patriots win this, it'll be the longest streak of all time.\",\n", - " \"Well, they're not winning this one, the Patriots.\",\n", - " \"And you know how I rank the rosters every year, one through 46 players, and I've been going through the rosters.\",\n", - " \"I'm astounded that the New England Patriots are in the Super Bowl.\",\n", - " \"I'll be honest with you.\",\n", - " 'I really am.',\n", - " 'Have you released your player rankings yet?',\n", - " 'No, not yet.',\n", - " 'That comes out on Monday.',\n", - " 'So what are we looking at here?',\n", - " 'like eight of the top ten are Seahawks?',\n", - " \"No, not necessarily, but I just look at this team as a whole, and I don't see a lot of real top-tier talent on it, and that tells you that they're well coached in a lot of areas, particularly the head coach, but Josh McDaniels does a great job.\",\n", - " \"They have a really good quarterback, but I just don't think the talent is great.\",\n", - " \"You're an offensive line guy.\",\n", - " \"These two teams don't have great offensive lines, neither one of them, and if you had to rank them, most people would rank the Patriots offensive line ahead of Seattle's offensive line.\",\n", - " \"So it's just strange that we have two teams that are so not what you expect to be there in the Super Bowl.\",\n", - " \"Good physical offensive lines and a lot of top tier talent because they don't, neither one of them really has it.\",\n", - " \"So it's strange in the way that they kind of matched up.\",\n", - " \"I'm glad you brought up Josh McDaniels because I feel like the top two priorities for Josh McDaniels having Drake May under center is protection and protection.\",\n", - " \"If you watch him against the Broncos last week, Will Campbell was cutlocking front side about a dozen times, finding ways to get these defenders on the ground and the balls out quick, because to your point, they're not necessarily stalwarts up front.\",\n", - " 'I think both coordinators have done a fantastic job playing to the strengths of the guys they have in their huddle.',\n", - " 'New England, they spread the football around, they protect Drake May, they run the football effectively.',\n", - " \"29 carries in the second half against the Denver Broncos, that's awesome.\",\n", - " 'Bleed the whole clock out.',\n", - " \"You know what I'm saying?\",\n", - " 'And for the Seattle Seahawks, they run the football to throw the football.',\n", - " 'They get Sam Darnold on the edges throwing it.',\n", - " 'They take shots down the field.',\n", - " 'Jackson Smith and Jigba is unguardable.',\n", - " \"I can't wait to watch this matchup.\",\n", - " \"It's going to come down to both defenses.\",\n", - " \"I think New England's defense will be the unit that wins or loses the game.\",\n", - " 'You know, when I talk about ranking the players, we talk about offensive linemen.',\n", - " \"We go back to last year's Super Bowl.\",\n", - " 'You had, you know, Milota and Lane Johnson were in the top 10.',\n", - " 'You had Creed Humphrey was in the top 10.',\n", - " 'And Trey Smith and Tooney are right behind that top 10.',\n", - " 'Now you go here and you look at these two offensive lines.',\n", - " \"Is there anybody who's a top 10 player on either line?\",\n", - " 'No, I just think that the fact that they can rotate so many players on defense for both of these teams and so many guys are interchangeable.',\n", - " \"And to your point earlier about the Patriots, this reminds me of that kind of Patriots team where they are a team and they're well coached and they believe.\",\n", - " \"And it's the new era of the Patriots.\",\n", - " \"It's the same thing with the Seahawks.\",\n", - " \"You're looking at a team that had like eight wins, nine wins.\",\n", - " 'Now what are they, 14 wins?',\n", - " 'They have just gotten better and better.',\n", - " 'John Schneider has made all the right decisions.',\n", - " 'They got rid of Russell.',\n", - " 'They got rid of Geno.',\n", - " 'They got rid of DK.',\n", - " \"And I'm scratching my head.\",\n", - " 'The rest of the hair I had on my head fell out.',\n", - " 'They brought in Cooper Cupp, and I was like, oh, this is not the solution.',\n", - " 'But then Jackson Smith and Jigma becomes JSN.',\n", - " \"And Sam Darnold shows us that he ain't going to become a pumpkin, One game left.\",\n", - " 'One more chance.',\n", - " 'Both of these teams feel like teams of destiny, honestly.',\n", - " \"Like we've used that phrase a couple times in the playoffs.\",\n", - " 'I mean, with that blizzard, the running game for New England, beating up on the Houston Texans defense, putting pressure on C.J.',\n", - " 'Stroud.',\n", - " 'Obviously they got a little help going against Stidham instead of Nix.',\n", - " \"It's going to be crazy.\",\n", - " 'And the Seahawks had to earn it against the Rams.',\n", - " 'But no top ten offensive linemen.',\n", - " 'Seahawks had to earn it against the Rams.',\n", - " 'Different paths.',\n", - " \"It's incredible when you think about that.\",\n", - " 'with the way the game is supposed to be played with a big physical, good offensive line with dominant players.',\n", - " \"They don't have them.\",\n", - " 'Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.',\n", - " 'What do you think, Kyle?',\n", - " 'I also think that the Seattle Seahawks are to win this football game.',\n", - " 'I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.',\n", - " 'I still fully believe that.',\n", - " \"It's all in the eyes, Chico.\",\n", - " \"When I look at Sam Darnold's eyes right now, that's a man on an absolute mission.\",\n", - " 'And behind him are some of the best 52 guys ready to roll in support of him.',\n", - " \"Yeah, I think they're a much better team.\",\n", - " \"I think they're better.\",\n", - " \"As good as New England has been on defense, I think the better defense is in Seattle, and I think offensively they're a better football team.\",\n", - " \"But who's the best player on the field?\",\n", - " 'Is it going to be Drake Mack?',\n", - " \"I mean, he's the guy that's in the running for MVP.\",\n", - " 'I mean, he can be.',\n", - " \"He hasn't been in the playoffs.\",\n", - " 'I mean, if you look at it.',\n", - " \"Yeah, the offense hasn't had to do a lot.\",\n", - " \"But they haven't been very good in the playoffs, the offense.\",\n", - " \"And he hasn't been great in the playoffs.\",\n", - " \"He was good with his legs last week, but he wasn't great.\",\n", - " 'Watch out for those guys on the defense for the Seattle Seahawks, particularly the guys on the line of scrimmage, guys like Nicky Manwari who can work his way into the box.',\n", - " \"He's done so much for the Seattle Seahawks defense.\",\n", - " 'They have a pack of dogs on the Seahawks defense.',\n", - " \"To the defense of the Patriots, they'll say, well, yes, the Texans great on defense.\",\n", - " 'The Broncos great on defense.',\n", - " 'We beat them both.',\n", - " 'Chargers good on defense.',\n", - " 'So what different challenges does the Seattle defense?',\n", - " 'They were at home for two of those games.',\n", - " \"That's a big difference.\",\n", - " 'Both of the teams that they just beat had great guys on the edges.',\n", - " \"And it's easier to help with guys on the edges.\",\n", - " 'Where are the issues for the Seattle Seahawks defense?',\n", - " 'Right there in front of your quarterback.',\n", - " 'Right down the barrel of the gun.',\n", - " \"So for Drake May, that's what it's going to be.\",\n", - " 'His ability to get the football out on time.',\n", - " 'Those guards on the inside of a lackluster group.',\n", - " 'I mean, we saw it last week.',\n", - " 'That left side is going to need some help.',\n", - " \"And Garrett Bradbury, he's good at getting out to the second level.\",\n", - " \"He's athletic.\",\n", - " 'But you could put a big people on top of him and give him pushback.',\n", - " \"He's not a big center.\",\n", - " 'And I think that could be a problem for them on the inside.',\n", - " 'In fact, I thought we were giving a prop out here as well.',\n", - " 'Leonard Williams over a half sack was one of my props.',\n", - " 'You can give a prop?',\n", - " 'Is that your prop?',\n", - " \"That's not my best bet, though.\",\n", - " 'But you can give a prop.',\n", - " \"Well, there's a prop.\",\n", - " 'Are you trying to give out several props so you can try to catch him?',\n", - " \"I'm going to catch him.\",\n", - " \"I'll give him a prop, too.\",\n", - " 'Next week.',\n", - " 'You can mathematically eliminate.',\n", - " 'No, not eliminate yet.',\n", - " 'if we give more props next week.',\n", - " 'Well, next week, yeah.',\n", - " \"We're going to be out there.\",\n", - " 'We might as well have some game going.',\n", - " 'What do you think the vibe is going to be like for this?',\n", - " 'Because I talked to Kyle about this a little bit earlier on our YouTube piece.',\n", - " \"From the outside looking in, there's no Mahomes.\",\n", - " 'So many years we had Brady in there.',\n", - " 'Blah.',\n", - " 'Yeah, it seems like that.',\n", - " \"Unless you're a football guy.\",\n", - " 'Right.',\n", - " \"I mean, from a football standpoint, it's great.\",\n", - " 'How do you sell it, though?',\n", - " \"It's going to be a hard sell.\",\n", - " \"I think it's a hard sell.\",\n", - " \"Let's just put it this way.\",\n", - " \"It's a Paramount Plus movie and Sam Darnold, okay?\",\n", - " \"It's the rookie of the second year, rookie of the year, Drake May, you know what I'm saying, who's almost the MVP.\",\n", - " 'These are the new stars, right?',\n", - " 'Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.',\n", - " 'But where are the villains?',\n", - " 'You know, you want villains.',\n", - " 'Mike Vrabel is kind of a villain.',\n", - " \"I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years.\",\n", - " 'Yeah, but the different team, though.',\n", - " \"It's a different team, and sometimes when you get removed from it, it's different.\",\n", - " \"It's not Belichick.\",\n", - " \"It's not Brady.\",\n", - " 'So you look at it and you go, oh, new guys, Mike Vrabel and Drake May.',\n", - " \"We don't hate them as much, and I think there's some of that there.\",\n", - " \"It is kind of a blah Super Bowl from the buildup and what people are saying about it Because you're right, there's no Mahomes, there's no Eagles going for another one.\",\n", - " 'Back-to-back, Mahomes is going for three.',\n", - " \"There's no real, where are the villains?\",\n", - " 'Every team has a villain.',\n", - " 'Where are the villains on these teams?',\n", - " 'Do you have any?',\n", - " 'For me, the villains are up front for the Seattle Seahawks.',\n", - " \"Well, they're nasty.\",\n", - " \"They're nasty.\",\n", - " 'The villains are up front for both defenses.',\n", - " 'But do they stand over toppy and taunt you and all that?',\n", - " \"No, they're extremely well coached.\",\n", - " 'They respect the game of football.',\n", - " \"And I think that's why I enjoy watching these teams play.\",\n", - " 'Because they fly around and they are taking on the identity of their coaches.',\n", - " 'The Mike and Mikes.',\n", - " \"You know what I'm saying?\",\n", - " \"Mike McDonald's done a fantastic job with that group, the culture they've instilled.\",\n", - " \"And I think they're no BS.\",\n", - " 'They just go win.',\n", - " \"And the Patriots, we know how Vrabel's always been, and that's how his team is.\",\n", - " \"But even Diggs, you know, in his past, he's not anymore.\",\n", - " \"I mean, it's unbelievable.\",\n", - " 'These teams are kind of dull.',\n", - " 'They still let Mac Hollins be Mac Hollins.',\n", - " \"They're damn good football teams, and that's all you want.\",\n", - " \"But they're dull.\",\n", - " 'All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.',\n", - " \"I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\",\n", - " \"That's what you're going to get.\",\n", + " 'A couple of targets.',\n", + " 'A couple of targets.',\n", + " 'A couple of drops.',\n", + " 'You know how this goes.',\n", + " 'I know exactly how it goes.',\n", + " \"It'll be all right.\",\n", " 'All right.',\n", - " 'Super Bowl 60 is coming up a week from Sunday.',\n", - " 'We still have best bets.',\n", - " 'Wait a second.',\n", - " 'Why is Pete listed ahead of me?',\n", - " 'Wait a second.',\n", - " 'What is this crap?',\n", - " 'What did you do?',\n", - " \"I shouldn't be there.\",\n", - " 'What did you do?',\n", - " 'Are we being DDoSed?',\n", - " \"I didn't do that.\",\n", - " \"Unless somebody's giving you your picks, too.\",\n", - " \"No, I'm the only one above 500.\",\n", - " \"I'm listed second?\",\n", - " 'Boyd, is somebody giving you your picks too?',\n", - " \"Since I'm number one, I'm going to give my first pick.\",\n", - " \"And I'm going to go against you guys.\",\n", - " \"I'm going to take the points with the Patriots.\",\n", - " 'Patriots plus four and a half.',\n", - " 'Underdogs.',\n", - " \"I'm not saying they win it.\",\n", - " \"You're going to lean into that.\",\n", - " 'Underdogs, yes.',\n", - " 'Three straight times, the underdog has won outright.',\n", - " 'Five straight times, the underdog is covered in the Super Bowl.',\n", - " \"You're going with the pattern.\",\n", - " \"I'm going to say six.\",\n", - " \"You're staying.\",\n", - " \"We're trend busters.\",\n", - " \"That's what we need.\",\n", - " \"We're on it.\",\n", - " 'Give me some.',\n", - " 'Our last pick of the year.',\n", - " 'We buck trends.',\n", - " 'By the way, say that fast.',\n", - " 'By the way, say that fast.',\n", - " 'Bucking trends.',\n", - " 'Can we thank everybody for watching us and putting up with our BS all year?',\n", - " 'Absolutely.',\n", - " 'The last two years have been fun.',\n", - " \"It's great.\",\n", - " \"As back-to-back champ, it's even more fun.\",\n", - " \"Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season.\",\n", - " 'Stop it.',\n", - " 'Kyle, what pick did they give you this week?',\n", - " \"This week, we're going pick for the game.\",\n", - " \"I'm going to go Seattle Seahawks.\",\n", - " 'My best bet is JSN anytime touchdown.',\n", - " \"If you watch the Seahawks, this guy's going to score.\",\n", - " \"They're going to find a way.\",\n", - " 'Who gave you that one?',\n", - " 'JSN.',\n", - " 'Me.',\n", - " 'Okay.',\n", - " 'You actually did that one this week?',\n", - " 'Mies Ohos.',\n", - " \"Because I know the last three you didn't do.\",\n", - " 'I did.',\n", - " 'I did Jarrett Stidham rushing because I saw a graphic on TikTok that said Jarrett Stidham was a better dual threat quarterback than Lamar Jackson, Jawan Jennings, Joe Burrow.',\n", - " 'By the way, why was Joe Burrow even on that list?',\n", - " 'Whoever was evaluating dual threat or the definition of it should be fired.',\n", - " 'Joe Burrow, not a dual threat.',\n", - " 'When they came out of high school.',\n", - " 'Because Jawan Jennings was a quarterback.',\n", - " 'He was great.',\n", - " 'You want to give like five best bets so you can try to catch up here?',\n", - " 'No, I got one.',\n", - " 'Hunter Henry over 37 and a half receiving yards.',\n", - " \"You're going prop two?\",\n", - " 'And you know why?',\n", - " 'Because the Seahawks all year have struggled against tight ends.',\n", - " \"And in the playoffs, they've given up, I think, 11 catches in the playoffs in their two games.\",\n", - " 'And they average against them six and a half catches and 70 yards receiving from the tight end position.',\n", - " \"So that's going to be a problem.\",\n", - " 'So that was your bonus one?',\n", - " \"That's my best bet.\",\n", - " \"I'll give a bonus one.\",\n", - " 'Okay.',\n", - " \"I'm going to go Tank Lawrence half a sack.\",\n", - " 'I had Leonard Williams for half a sack.',\n", - " \"We're going to be in on it.\",\n", - " \"I think we're both going to be right.\",\n", - " \"They're going to be hugging Drake May together?\",\n", - " 'No, no.',\n", - " \"They're each going to get more than a half.\",\n", - " \"They're both going to get one.\",\n", - " 'Great.',\n", - " 'There we go.',\n", - " 'We got one more best bet from the producers.',\n", - " 'I thought for sure it would be like a national anthem over under, something like that.',\n", - " 'There will be a falconer.',\n", - " 'Bad bunny number of dresses he wears at the halftime show.',\n", - " \"So they're going to go one rushing touchdown and one passing touchdown from each team.\",\n", - " 'I like that.',\n", - " 'I like that.',\n", - " 'Some balance.',\n", - " 'We got some balance.',\n", - " \"And that's plus 220.\",\n", - " 'So you got value on that.',\n", - " 'That is actually pretty good.',\n", - " 'We like value.',\n", - " \"Well, if you think it's going to be a defensive game, then maybe not so much.\",\n", - " 'But I think I actually like that.',\n", - " 'These are the two.',\n", - " 'Not as unhinged as usual.',\n", - " 'When you combine regular season and postseason, And these are the two best defenses at not allowing points this season in the Patriots and the Seahawks.',\n", - " \"It's been fun.\",\n", - " 'Those are our best bets for the final time.',\n", - " 'You guys are going to be out there.',\n", - " \"I'm sure you're going to give us a lot more picks coming up next week.\",\n", - " 'And those will count, too.',\n", - " 'And then me and Pete go on vacation together.',\n", - " 'You know, they count.',\n", - " 'Going to Barbados together.',\n", - " \"We're going to Sandals.\",\n", - " \"Let's make a decision.\",\n", - " 'Should the picks we make out there count?',\n", - " 'Yes or no?',\n", - " 'Sure.',\n", - " \"Sure, they'll count.\",\n", - " \"Yeah, let's count them.\",\n", - " 'I can catch them then.',\n", - " \"We'll give you a shot, Pete.\",\n", - " \"We'll give you a shot.\",\n", - " \"I don't know.\",\n", - " \"If his studio help gives him picks, I won't have a chance.\",\n", - " 'Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.']" + " 'That is it for our first Super Bowl pod.',\n", + " 'We will have another one next week.',\n", + " 'A big thanks to Chris behind the scenes.',\n", + " 'A big thank you to Todd for joining us once again.',\n", + " \"thanks to beth365 for the odds and of course thank you to you for tuning in and listening whether you've been with us all year or you're just finding us here ahead of the big game a reminder if you like what we're doing rate and review like and subscribe on youtube it just takes a matter of seconds uh but it means a lot to us so please do that when you can todd uh you thought you would get out of this podcast without some super bowl silliness but no because you know i mean i look not my first rodeo i know better that there's always something waiting behind door number three it's a basic one by this by this point in in super bowl betting this is a very common wager what color gatorade is going to get thrown on the winning coach here at the end of super bowl six i mean i feel like you're tipping your hand given what's in your cup uh when we recorded this video earlier today you claim that it's not blue gatorade that it's just a blue tinted cup but i'm gonna go with blue look we have a couple of teams wearing darker colors there that could play a role, I think blue is going to be my preferred way to go, mainly because, look, I'm a big fan of that particular flavor myself, so I like to use firsthand knowledge to get me across the finish line, more so than that fruit punch and water or anything else.\",\n", + " \"So let's go with blue from the Gatorade color.\",\n", + " 'See, I always used to lean towards water because I knew it was there, but then I got to remember, too, like this is a corporate marketing spot right here.',\n", + " 'And the last thing the Gatorade bigwigs want to see is water being thrown on the winning coach.',\n", + " \"I'm going to go lime slash green, you know, traditional Gatorade color.\",\n", + " 'But I do have the Seahawks money line, so might as well tie it to the Gatorade color.',\n", + " \"That'll probably be on the sideline.\",\n", + " \"And one more thing, Belichick, up for Hall of Fame, doesn't get in on the first time around.\",\n", + " 'I mean, the virtue signaling, the holier-than-thou approach that comes from the NFL brass is just mind-boggling to me that these kind of things are allowed to happen.',\n", + " \"I know Bill Belichick's record without Tom Brady as a head coach is nothing to write home about, but this is a guy that has six Super Bowls on his resume as a head coach, two as a defensive coordinator.\",\n", + " \"I mean, the guy has basically been in 25% of the big games that we've seen played since its inception in the late 60s.\",\n", + " 'Bill Belichick deserves to be in, and I think this is just dumb.',\n", + " \"I know people point to Vince Lombardi and Joe Gibbs not getting in on their first ballot, but if you're going to keep Bill Belichick out on his first ballot, you know what this tells me, J-Lo?\",\n", + " \"Tom Brady shouldn't get in on his first ballot either, because he apparently only accomplished as much as he did on the football field because of Deflategate and Spygate, the two things working against a surly Bill Belichick, who just happens to share my same alma mater.\",\n", + " 'Yeah, this is, I mean, and then you have two guys coaching in the big game, Rabel and McDaniels from that Belichick coaching tree.',\n", + " 'It just, yeah.',\n", + " 'People got to take the feelings.',\n", + " 'Defies logic.',\n", + " 'People got to take the feelings out of this thing and just put Bill in.',\n", + " \"Maybe if he doesn't go coach at UNC and have the season that he has, does that tarnish things?\",\n", + " \"I don't know, but I'm pretty shocked to see.\",\n", + " 'What else do you want from a head coach to get in?',\n", + " 'All right, just one more podcast left.',\n", + " \"We're going to talk, go even deeper on Super Bowl 60 odds, our best bets, our touchdown picks, all coming next Wednesday.\",\n", + " \"And until then, I guess, enjoy whatever you're wagering on this weekend and best of luck with those bets.\"]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -641,17 +496,17 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "46962fa4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "374" + "198" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -678,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "9e05974a", "metadata": {}, "outputs": [], @@ -719,19 +574,19 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "a8fa141d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'llama-3.1-8b-instant': ,\n", - " 'llama-3.3-70b-versatile': ,\n", - " 'openai/gpt-oss-120b': }" + "{'llama-3.1-8b-instant': ,\n", + " 'llama-3.3-70b-versatile': ,\n", + " 'openai/gpt-oss-120b': }" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -755,7 +610,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "66bce6de", "metadata": {}, "outputs": [ @@ -763,389 +618,213 @@ "name": "stdout", "output_type": "stream", "text": [ - "0 --- Sentence: We have reached the end.\n", + "0 --- Sentence: Hello and welcome to the Sharp 600 brought to you by Covers.com and presented by Bet365.\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", " Model: openai/gpt-oss-120b | Label: 0\n", - "1 --- Sentence: One last game.\n", + "1 --- Sentence: My name is Jason Logan.\n", " Model: llama-3.1-8b-instant | Label: 0\n", " Model: llama-3.3-70b-versatile | Label: 0\n", " Model: openai/gpt-oss-120b | Label: 0\n", - "2 --- Sentence: Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", + "2 --- Sentence: I will be your host here for the next 10 minutes as we take our first bites of Super Bowl 60 odds.\n", " Model: llama-3.1-8b-instant | Label: 0\n", - " Model: llama-3.3-70b-versatile | Label: 1\n", - " Model: openai/gpt-oss-120b | Label: 1\n", - "3 --- Sentence: A week from this Sunday.\n", - "4 --- Sentence: And how about the week that Kyle and Pete had?\n", - "5 --- Sentence: They both went 3-0.\n", - "6 --- Sentence: Both perfect conference championship.\n", - "7 --- Sentence: Great job, Pete.\n", - "8 --- Sentence: Best bets come through.\n", - "9 --- Sentence: Unreal.\n", - "10 --- Sentence: I got hot.\n", - "11 --- Sentence: Too late.\n", - "12 --- Sentence: Too little, too late.\n", - "13 --- Sentence: Yeah.\n", - "14 --- Sentence: Pete, the epic collapse is complete.\n", - "15 --- Sentence: Let me have my paper.\n", - "16 --- Sentence: I got something on the back of this paper.\n", - "17 --- Sentence: Look at Kyle in the postseason, 13-2 overall.\n", - "18 --- Sentence: You know what, man?\n", - "19 --- Sentence: You got to show up in the playoffs.\n", - "20 --- Sentence: And look, he's hit each of his last two best bets as well.\n", - "21 --- Sentence: That was what kind of strangled him in the regular season.\n", - "22 --- Sentence: He can't catch me with the best bets, so I have that going for me.\n", - "23 --- Sentence: It takes a while to figure out what we're looking at.\n", - "24 --- Sentence: I don't know if you can see this, but this says void.\n", - "25 --- Sentence: Yeah, it says void.\n", - "26 --- Sentence: You know why it says void?\n", - "27 --- Sentence: Why?\n", - "28 --- Sentence: We're voiding his title.\n", - "29 --- Sentence: Why?\n", - "30 --- Sentence: Because I've got sources that have explained to me that his little best bets props haven't been coming from him.\n", - "31 --- Sentence: Yes, they have.\n", - "32 --- Sentence: You've been accusing him of that the last few weeks.\n", - "33 --- Sentence: And that's okay.\n", - "34 --- Sentence: And I have a source on it.\n", - "35 --- Sentence: The truth will set you free.\n", - "36 --- Sentence: I have a source on it.\n", - "37 --- Sentence: So, basically, here's what happened with picks.\n", - "38 --- Sentence: He kind of finagled winning this one.\n", - "39 --- Sentence: And then on our picks on the site, Dave Richard changed like three picks on the last Sunday after the fact.\n", - "40 --- Sentence: See, that's cheating.\n", - "41 --- Sentence: And I called him out on it.\n", - "42 --- Sentence: He said, well, blah, blah, blah, blah, blah.\n", - "43 --- Sentence: Dave.\n", - "44 --- Sentence: Yeah.\n", - "45 --- Sentence: So the fact is I should be the winner of all of them.\n", - "46 --- Sentence: Okay.\n", - "47 --- Sentence: You all cheated me.\n", - "48 --- Sentence: Instead, you're the winner of none.\n", - "49 --- Sentence: None.\n", - "50 --- Sentence: I'm a loser.\n", - "51 --- Sentence: Absolutely nothing.\n", - "52 --- Sentence: All right.\n", - "53 --- Sentence: That was a collapse.\n", - "54 --- Sentence: Oh, that was a terrible collapse.\n", - "55 --- Sentence: Seahawks are a four and a half point favorite here, but underdogs have won the last three Super Bowls straight up.\n", - "56 --- Sentence: That's tied for the longest streak of all time.\n", - "57 --- Sentence: If the Patriots win this, it'll be the longest streak of all time.\n", - "58 --- Sentence: Well, they're not winning this one, the Patriots.\n", - "59 --- Sentence: And you know how I rank the rosters every year, one through 46 players, and I've been going through the rosters.\n", - "60 --- Sentence: I'm astounded that the New England Patriots are in the Super Bowl.\n", - "61 --- Sentence: I'll be honest with you.\n", - "62 --- Sentence: I really am.\n", - "63 --- Sentence: Have you released your player rankings yet?\n", - "64 --- Sentence: No, not yet.\n", - "65 --- Sentence: That comes out on Monday.\n", - "66 --- Sentence: So what are we looking at here?\n", - "67 --- Sentence: like eight of the top ten are Seahawks?\n", - "68 --- Sentence: No, not necessarily, but I just look at this team as a whole, and I don't see a lot of real top-tier talent on it, and that tells you that they're well coached in a lot of areas, particularly the head coach, but Josh McDaniels does a great job.\n", - "69 --- Sentence: They have a really good quarterback, but I just don't think the talent is great.\n", - "70 --- Sentence: You're an offensive line guy.\n", - "71 --- Sentence: These two teams don't have great offensive lines, neither one of them, and if you had to rank them, most people would rank the Patriots offensive line ahead of Seattle's offensive line.\n", - "72 --- Sentence: So it's just strange that we have two teams that are so not what you expect to be there in the Super Bowl.\n", - "73 --- Sentence: Good physical offensive lines and a lot of top tier talent because they don't, neither one of them really has it.\n", - "74 --- Sentence: So it's strange in the way that they kind of matched up.\n", - "75 --- Sentence: I'm glad you brought up Josh McDaniels because I feel like the top two priorities for Josh McDaniels having Drake May under center is protection and protection.\n", - "76 --- Sentence: If you watch him against the Broncos last week, Will Campbell was cutlocking front side about a dozen times, finding ways to get these defenders on the ground and the balls out quick, because to your point, they're not necessarily stalwarts up front.\n", - "77 --- Sentence: I think both coordinators have done a fantastic job playing to the strengths of the guys they have in their huddle.\n", - "78 --- Sentence: New England, they spread the football around, they protect Drake May, they run the football effectively.\n", - "79 --- Sentence: 29 carries in the second half against the Denver Broncos, that's awesome.\n", - "80 --- Sentence: Bleed the whole clock out.\n", - "81 --- Sentence: You know what I'm saying?\n", - "82 --- Sentence: And for the Seattle Seahawks, they run the football to throw the football.\n", - "83 --- Sentence: They get Sam Darnold on the edges throwing it.\n", - "84 --- Sentence: They take shots down the field.\n", - "85 --- Sentence: Jackson Smith and Jigba is unguardable.\n", - "86 --- Sentence: I can't wait to watch this matchup.\n", - "87 --- Sentence: It's going to come down to both defenses.\n", - "88 --- Sentence: I think New England's defense will be the unit that wins or loses the game.\n", - "89 --- Sentence: You know, when I talk about ranking the players, we talk about offensive linemen.\n", - "90 --- Sentence: We go back to last year's Super Bowl.\n", - "91 --- Sentence: You had, you know, Milota and Lane Johnson were in the top 10.\n", - "92 --- Sentence: You had Creed Humphrey was in the top 10.\n", - "93 --- Sentence: And Trey Smith and Tooney are right behind that top 10.\n", - "94 --- Sentence: Now you go here and you look at these two offensive lines.\n", - "95 --- Sentence: Is there anybody who's a top 10 player on either line?\n", - "96 --- Sentence: No, I just think that the fact that they can rotate so many players on defense for both of these teams and so many guys are interchangeable.\n", - "97 --- Sentence: And to your point earlier about the Patriots, this reminds me of that kind of Patriots team where they are a team and they're well coached and they believe.\n", - "98 --- Sentence: And it's the new era of the Patriots.\n", - "99 --- Sentence: It's the same thing with the Seahawks.\n", - "100 --- Sentence: You're looking at a team that had like eight wins, nine wins.\n", - "101 --- Sentence: Now what are they, 14 wins?\n", - "102 --- Sentence: They have just gotten better and better.\n", - "103 --- Sentence: John Schneider has made all the right decisions.\n", - "104 --- Sentence: They got rid of Russell.\n", - "105 --- Sentence: They got rid of Geno.\n", - "106 --- Sentence: They got rid of DK.\n", - "107 --- Sentence: And I'm scratching my head.\n", - "108 --- Sentence: The rest of the hair I had on my head fell out.\n", - "109 --- Sentence: They brought in Cooper Cupp, and I was like, oh, this is not the solution.\n", - "110 --- Sentence: But then Jackson Smith and Jigma becomes JSN.\n", - "111 --- Sentence: And Sam Darnold shows us that he ain't going to become a pumpkin, One game left.\n", - "112 --- Sentence: One more chance.\n", - "113 --- Sentence: Both of these teams feel like teams of destiny, honestly.\n", - "114 --- Sentence: Like we've used that phrase a couple times in the playoffs.\n", - "115 --- Sentence: I mean, with that blizzard, the running game for New England, beating up on the Houston Texans defense, putting pressure on C.J.\n", - "116 --- Sentence: Stroud.\n", - "117 --- Sentence: Obviously they got a little help going against Stidham instead of Nix.\n", - "118 --- Sentence: It's going to be crazy.\n", - "119 --- Sentence: And the Seahawks had to earn it against the Rams.\n", - "120 --- Sentence: But no top ten offensive linemen.\n", - "121 --- Sentence: Seahawks had to earn it against the Rams.\n", - "122 --- Sentence: Different paths.\n", - "123 --- Sentence: It's incredible when you think about that.\n", - "124 --- Sentence: with the way the game is supposed to be played with a big physical, good offensive line with dominant players.\n", - "125 --- Sentence: They don't have them.\n", - "126 --- Sentence: Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.\n", - "127 --- Sentence: What do you think, Kyle?\n", - "128 --- Sentence: I also think that the Seattle Seahawks are to win this football game.\n", - "129 --- Sentence: I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.\n", - "130 --- Sentence: I still fully believe that.\n", - "131 --- Sentence: It's all in the eyes, Chico.\n", - "132 --- Sentence: When I look at Sam Darnold's eyes right now, that's a man on an absolute mission.\n", - "133 --- Sentence: And behind him are some of the best 52 guys ready to roll in support of him.\n", - "134 --- Sentence: Yeah, I think they're a much better team.\n", - "135 --- Sentence: I think they're better.\n", - "136 --- Sentence: As good as New England has been on defense, I think the better defense is in Seattle, and I think offensively they're a better football team.\n", - "137 --- Sentence: But who's the best player on the field?\n", - "138 --- Sentence: Is it going to be Drake Mack?\n", - "139 --- Sentence: I mean, he's the guy that's in the running for MVP.\n", - "140 --- Sentence: I mean, he can be.\n", - "141 --- Sentence: He hasn't been in the playoffs.\n", - "142 --- Sentence: I mean, if you look at it.\n", - "143 --- Sentence: Yeah, the offense hasn't had to do a lot.\n", - "144 --- Sentence: But they haven't been very good in the playoffs, the offense.\n", - "145 --- Sentence: And he hasn't been great in the playoffs.\n", - "146 --- Sentence: He was good with his legs last week, but he wasn't great.\n", - "147 --- Sentence: Watch out for those guys on the defense for the Seattle Seahawks, particularly the guys on the line of scrimmage, guys like Nicky Manwari who can work his way into the box.\n", - "148 --- Sentence: He's done so much for the Seattle Seahawks defense.\n", - "149 --- Sentence: They have a pack of dogs on the Seahawks defense.\n", - "150 --- Sentence: To the defense of the Patriots, they'll say, well, yes, the Texans great on defense.\n", - "151 --- Sentence: The Broncos great on defense.\n", - "152 --- Sentence: We beat them both.\n", - "153 --- Sentence: Chargers good on defense.\n", - "154 --- Sentence: So what different challenges does the Seattle defense?\n", - "155 --- Sentence: They were at home for two of those games.\n", - "156 --- Sentence: That's a big difference.\n", - "157 --- Sentence: Both of the teams that they just beat had great guys on the edges.\n", - "158 --- Sentence: And it's easier to help with guys on the edges.\n", - "159 --- Sentence: Where are the issues for the Seattle Seahawks defense?\n", - "160 --- Sentence: Right there in front of your quarterback.\n", - "161 --- Sentence: Right down the barrel of the gun.\n", - "162 --- Sentence: So for Drake May, that's what it's going to be.\n", - "163 --- Sentence: His ability to get the football out on time.\n", - "164 --- Sentence: Those guards on the inside of a lackluster group.\n", - "165 --- Sentence: I mean, we saw it last week.\n", - "166 --- Sentence: That left side is going to need some help.\n", - "167 --- Sentence: And Garrett Bradbury, he's good at getting out to the second level.\n", - "168 --- Sentence: He's athletic.\n", - "169 --- Sentence: But you could put a big people on top of him and give him pushback.\n", - "170 --- Sentence: He's not a big center.\n", - "171 --- Sentence: And I think that could be a problem for them on the inside.\n", - "172 --- Sentence: In fact, I thought we were giving a prop out here as well.\n", - "173 --- Sentence: Leonard Williams over a half sack was one of my props.\n", - "174 --- Sentence: You can give a prop?\n", - "175 --- Sentence: Is that your prop?\n", - "176 --- Sentence: That's not my best bet, though.\n", - "177 --- Sentence: But you can give a prop.\n", - "178 --- Sentence: Well, there's a prop.\n", - "179 --- Sentence: Are you trying to give out several props so you can try to catch him?\n", - "180 --- Sentence: I'm going to catch him.\n", - "181 --- Sentence: I'll give him a prop, too.\n", - "182 --- Sentence: Next week.\n", - "183 --- Sentence: You can mathematically eliminate.\n", - "184 --- Sentence: No, not eliminate yet.\n", - "185 --- Sentence: if we give more props next week.\n", - "186 --- Sentence: Well, next week, yeah.\n", - "187 --- Sentence: We're going to be out there.\n", - "188 --- Sentence: We might as well have some game going.\n", - "189 --- Sentence: What do you think the vibe is going to be like for this?\n", - "190 --- Sentence: Because I talked to Kyle about this a little bit earlier on our YouTube piece.\n", - "191 --- Sentence: From the outside looking in, there's no Mahomes.\n", - "192 --- Sentence: So many years we had Brady in there.\n", - "193 --- Sentence: Blah.\n", - "194 --- Sentence: Yeah, it seems like that.\n", - "195 --- Sentence: Unless you're a football guy.\n", - "196 --- Sentence: Right.\n", - "197 --- Sentence: I mean, from a football standpoint, it's great.\n", - "198 --- Sentence: How do you sell it, though?\n", - "199 --- Sentence: It's going to be a hard sell.\n", - "200 --- Sentence: I think it's a hard sell.\n", - "201 --- Sentence: Let's just put it this way.\n", - "202 --- Sentence: It's a Paramount Plus movie and Sam Darnold, okay?\n", - "203 --- Sentence: It's the rookie of the second year, rookie of the year, Drake May, you know what I'm saying, who's almost the MVP.\n", - "204 --- Sentence: These are the new stars, right?\n", - "205 --- Sentence: Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.\n", - "206 --- Sentence: But where are the villains?\n", - "207 --- Sentence: You know, you want villains.\n", - "208 --- Sentence: Mike Vrabel is kind of a villain.\n", - "209 --- Sentence: I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years.\n", - "210 --- Sentence: Yeah, but the different team, though.\n", - "211 --- Sentence: It's a different team, and sometimes when you get removed from it, it's different.\n", - "212 --- Sentence: It's not Belichick.\n", - "213 --- Sentence: It's not Brady.\n", - "214 --- Sentence: So you look at it and you go, oh, new guys, Mike Vrabel and Drake May.\n", - "215 --- Sentence: We don't hate them as much, and I think there's some of that there.\n", - "216 --- Sentence: It is kind of a blah Super Bowl from the buildup and what people are saying about it Because you're right, there's no Mahomes, there's no Eagles going for another one.\n", - "217 --- Sentence: Back-to-back, Mahomes is going for three.\n", - "218 --- Sentence: There's no real, where are the villains?\n", - "219 --- Sentence: Every team has a villain.\n", - "220 --- Sentence: Where are the villains on these teams?\n", - "221 --- Sentence: Do you have any?\n", - "222 --- Sentence: For me, the villains are up front for the Seattle Seahawks.\n", - "223 --- Sentence: Well, they're nasty.\n", - "224 --- Sentence: They're nasty.\n", - "225 --- Sentence: The villains are up front for both defenses.\n", - "226 --- Sentence: But do they stand over toppy and taunt you and all that?\n", - "227 --- Sentence: No, they're extremely well coached.\n", - "228 --- Sentence: They respect the game of football.\n", - "229 --- Sentence: And I think that's why I enjoy watching these teams play.\n", - "230 --- Sentence: Because they fly around and they are taking on the identity of their coaches.\n", - "231 --- Sentence: The Mike and Mikes.\n", - "232 --- Sentence: You know what I'm saying?\n", - "233 --- Sentence: Mike McDonald's done a fantastic job with that group, the culture they've instilled.\n", - "234 --- Sentence: And I think they're no BS.\n", - "235 --- Sentence: They just go win.\n", - "236 --- Sentence: And the Patriots, we know how Vrabel's always been, and that's how his team is.\n", - "237 --- Sentence: But even Diggs, you know, in his past, he's not anymore.\n", - "238 --- Sentence: I mean, it's unbelievable.\n", - "239 --- Sentence: These teams are kind of dull.\n", - "240 --- Sentence: They still let Mac Hollins be Mac Hollins.\n", - "241 --- Sentence: They're damn good football teams, and that's all you want.\n", - "242 --- Sentence: But they're dull.\n", - "243 --- Sentence: All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", - "244 --- Sentence: I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\n", - "245 --- Sentence: That's what you're going to get.\n", - "246 --- Sentence: All right.\n", - "247 --- Sentence: Super Bowl 60 is coming up a week from Sunday.\n", - "248 --- Sentence: We still have best bets.\n", - "249 --- Sentence: Wait a second.\n", - "250 --- Sentence: Why is Pete listed ahead of me?\n", - "251 --- Sentence: Wait a second.\n", - "252 --- Sentence: What is this crap?\n", - "253 --- Sentence: What did you do?\n", - "254 --- Sentence: I shouldn't be there.\n", - "255 --- Sentence: What did you do?\n", - "256 --- Sentence: Are we being DDoSed?\n", - "257 --- Sentence: I didn't do that.\n", - "258 --- Sentence: Unless somebody's giving you your picks, too.\n", - "259 --- Sentence: No, I'm the only one above 500.\n", - "260 --- Sentence: I'm listed second?\n", - "261 --- Sentence: Boyd, is somebody giving you your picks too?\n", - "262 --- Sentence: Since I'm number one, I'm going to give my first pick.\n", - "263 --- Sentence: And I'm going to go against you guys.\n", - "264 --- Sentence: I'm going to take the points with the Patriots.\n", - "265 --- Sentence: Patriots plus four and a half.\n", - "266 --- Sentence: Underdogs.\n", - "267 --- Sentence: I'm not saying they win it.\n", - "268 --- Sentence: You're going to lean into that.\n", - "269 --- Sentence: Underdogs, yes.\n", - "270 --- Sentence: Three straight times, the underdog has won outright.\n", - "271 --- Sentence: Five straight times, the underdog is covered in the Super Bowl.\n", - "272 --- Sentence: You're going with the pattern.\n", - "273 --- Sentence: I'm going to say six.\n", - "274 --- Sentence: You're staying.\n", - "275 --- Sentence: We're trend busters.\n", - "276 --- Sentence: That's what we need.\n", - "277 --- Sentence: We're on it.\n", - "278 --- Sentence: Give me some.\n", - "279 --- Sentence: Our last pick of the year.\n", - "280 --- Sentence: We buck trends.\n", - "281 --- Sentence: By the way, say that fast.\n", - "282 --- Sentence: By the way, say that fast.\n", - "283 --- Sentence: Bucking trends.\n", - "284 --- Sentence: Can we thank everybody for watching us and putting up with our BS all year?\n", - "285 --- Sentence: Absolutely.\n", - "286 --- Sentence: The last two years have been fun.\n", - "287 --- Sentence: It's great.\n", - "288 --- Sentence: As back-to-back champ, it's even more fun.\n", - "289 --- Sentence: Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season.\n", - "290 --- Sentence: Stop it.\n", - "291 --- Sentence: Kyle, what pick did they give you this week?\n", - "292 --- Sentence: This week, we're going pick for the game.\n", - "293 --- Sentence: I'm going to go Seattle Seahawks.\n", - "294 --- Sentence: My best bet is JSN anytime touchdown.\n", - "295 --- Sentence: If you watch the Seahawks, this guy's going to score.\n", - "296 --- Sentence: They're going to find a way.\n", - "297 --- Sentence: Who gave you that one?\n", - "298 --- Sentence: JSN.\n", - "299 --- Sentence: Me.\n", - "300 --- Sentence: Okay.\n", - "301 --- Sentence: You actually did that one this week?\n", - "302 --- Sentence: Mies Ohos.\n", - "303 --- Sentence: Because I know the last three you didn't do.\n", - "304 --- Sentence: I did.\n", - "305 --- Sentence: I did Jarrett Stidham rushing because I saw a graphic on TikTok that said Jarrett Stidham was a better dual threat quarterback than Lamar Jackson, Jawan Jennings, Joe Burrow.\n", - "306 --- Sentence: By the way, why was Joe Burrow even on that list?\n", - "307 --- Sentence: Whoever was evaluating dual threat or the definition of it should be fired.\n", - "308 --- Sentence: Joe Burrow, not a dual threat.\n", - "309 --- Sentence: When they came out of high school.\n", - "310 --- Sentence: Because Jawan Jennings was a quarterback.\n", - "311 --- Sentence: He was great.\n", - "312 --- Sentence: You want to give like five best bets so you can try to catch up here?\n", - "313 --- Sentence: No, I got one.\n", - "314 --- Sentence: Hunter Henry over 37 and a half receiving yards.\n", - "315 --- Sentence: You're going prop two?\n", - "316 --- Sentence: And you know why?\n", - "317 --- Sentence: Because the Seahawks all year have struggled against tight ends.\n", - "318 --- Sentence: And in the playoffs, they've given up, I think, 11 catches in the playoffs in their two games.\n", - "319 --- Sentence: And they average against them six and a half catches and 70 yards receiving from the tight end position.\n", - "320 --- Sentence: So that's going to be a problem.\n", - "321 --- Sentence: So that was your bonus one?\n", - "322 --- Sentence: That's my best bet.\n", - "323 --- Sentence: I'll give a bonus one.\n", - "324 --- Sentence: Okay.\n", - "325 --- Sentence: I'm going to go Tank Lawrence half a sack.\n", - "326 --- Sentence: I had Leonard Williams for half a sack.\n", - "327 --- Sentence: We're going to be in on it.\n", - "328 --- Sentence: I think we're both going to be right.\n", - "329 --- Sentence: They're going to be hugging Drake May together?\n", - "330 --- Sentence: No, no.\n", - "331 --- Sentence: They're each going to get more than a half.\n", - "332 --- Sentence: They're both going to get one.\n", - "333 --- Sentence: Great.\n", - "334 --- Sentence: There we go.\n", - "335 --- Sentence: We got one more best bet from the producers.\n", - "336 --- Sentence: I thought for sure it would be like a national anthem over under, something like that.\n", - "337 --- Sentence: There will be a falconer.\n", - "338 --- Sentence: Bad bunny number of dresses he wears at the halftime show.\n", - "339 --- Sentence: So they're going to go one rushing touchdown and one passing touchdown from each team.\n", - "340 --- Sentence: I like that.\n", - "341 --- Sentence: I like that.\n", - "342 --- Sentence: Some balance.\n", - "343 --- Sentence: We got some balance.\n", - "344 --- Sentence: And that's plus 220.\n", - "345 --- Sentence: So you got value on that.\n", - "346 --- Sentence: That is actually pretty good.\n", - "347 --- Sentence: We like value.\n", - "348 --- Sentence: Well, if you think it's going to be a defensive game, then maybe not so much.\n", - "349 --- Sentence: But I think I actually like that.\n", - "350 --- Sentence: These are the two.\n", - "351 --- Sentence: Not as unhinged as usual.\n", - "352 --- Sentence: When you combine regular season and postseason, And these are the two best defenses at not allowing points this season in the Patriots and the Seahawks.\n", - "353 --- Sentence: It's been fun.\n", - "354 --- Sentence: Those are our best bets for the final time.\n", - "355 --- Sentence: You guys are going to be out there.\n", - "356 --- Sentence: I'm sure you're going to give us a lot more picks coming up next week.\n", - "357 --- Sentence: And those will count, too.\n", - "358 --- Sentence: And then me and Pete go on vacation together.\n", - "359 --- Sentence: You know, they count.\n", - "360 --- Sentence: Going to Barbados together.\n", - "361 --- Sentence: We're going to Sandals.\n", - "362 --- Sentence: Let's make a decision.\n", - "363 --- Sentence: Should the picks we make out there count?\n", - "364 --- Sentence: Yes or no?\n", - "365 --- Sentence: Sure.\n", - "366 --- Sentence: Sure, they'll count.\n", - "367 --- Sentence: Yeah, let's count them.\n", - "368 --- Sentence: I can catch them then.\n", - "369 --- Sentence: We'll give you a shot, Pete.\n", - "370 --- Sentence: We'll give you a shot.\n", - "371 --- Sentence: I don't know.\n", - "372 --- Sentence: If his studio help gives him picks, I won't have a chance.\n", - "373 --- Sentence: Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n" + " Model: llama-3.3-70b-versatile | Label: 0\n", + " Model: openai/gpt-oss-120b | Label: 0\n", + "3 --- Sentence: And joining us for that dinner, for that snack time, is former odds maker, current professional bettor Todd Furman.\n", + "4 --- Sentence: Todd, happy bye week to you.\n", + "5 --- Sentence: The Seahawks, the Patriots get a little bit of a breather, a little bit of downtime this week, but I always found the bye was like my busiest time, at least in terms of what I need to do, the capping, the content, the planning, all these things, everything that we do at Covers for Super Bowl was very, very busy.\n", + "6 --- Sentence: For you as a pro better, what do these two weeks look like?\n", + "7 --- Sentence: The schedule has changed considerably from what it is during the bye week now versus what it would have been during the bye week 10 years ago.\n", + "8 --- Sentence: I mean, J-Lo, we had player props out at most of the prominent books, bet three, six, five, as well as early as Monday morning where you've been in the industry long enough.\n", + "9 --- Sentence: And this is going to make us sound really old.\n", + "10 --- Sentence: You didn't start to get player props until Friday, Saturday, Sunday, leading up to the big game in and of itself.\n", + "11 --- Sentence: So you kind of have to have rough projections, know which players that you've targeted.\n", + "12 --- Sentence: You want to jump on right away.\n", + "13 --- Sentence: And then you begin to dig into some of the X's and O's and try and figure out, okay, where can I add to those positions?\n", + "14 --- Sentence: Where can I find my biggest edges?\n", + "15 --- Sentence: and what have the odds makers not properly accounted for versus current form compared to season-long metrics where they'll heavily weight them towards a lot of individual player performances.\n", + "16 --- Sentence: Yeah, I was betting player props Sunday night.\n", + "17 --- Sentence: They were out Sunday night in a few books.\n", + "18 --- Sentence: And that was first crack.\n", + "19 --- Sentence: First crack that Sunday compared to first crack the Sunday before the Super Bowl a decade ago.\n", + "20 --- Sentence: Yeah, I remember the Thursday before the Super Bowl and all the props would come out.\n", + "21 --- Sentence: It was like that was the big thing.\n", + "22 --- Sentence: But, yeah, times, they are changing.\n", + "23 --- Sentence: Before we start the clock here on what's going to be the second last podcast of the season, I can't believe that, a simple ask.\n", + "24 --- Sentence: If you have been listening to us all season or if you're just finding us for the first time here ahead of Super Bowl, we ask that if you like what you're hearing, let us know.\n", + "25 --- Sentence: Let other people know.\n", + "26 --- Sentence: Rate and review the podcast on those pod platforms.\n", + "27 --- Sentence: If you're watching us on YouTube, like, subscribe to the Covers YouTube channel, and leave a comment.\n", + "28 --- Sentence: What are you betting in the big game?\n", + "29 --- Sentence: We'd like to know.\n", + "30 --- Sentence: all right todd let's have 600 super seconds on the clock all right let's break down the line here super bowl 60 the spread opens as low as three and a half but we see a quick move they forget about four they go four and a half that's where we see this right now we have seen five we have seen some five and a halves uh todd for me i mean this I look at this, this is the best spread that bookies could ask for right now because of all that wiggle room in the middle.\n", + "31 --- Sentence: What are you seeing from this spread?\n", + "32 --- Sentence: What do you like?\n", + "33 --- Sentence: What have you got down on early?\n", + "34 --- Sentence: You mentioned where the number opens at 3.5.\n", + "35 --- Sentence: The look-ahead number going into the championship Sunday, you see a couple of books stick to their guns.\n", + "36 --- Sentence: Then we did see some money come in on the favor, to your point, getting stuck in no man's land where books are going to have a ton of flexibility.\n", + "37 --- Sentence: The opportunity to move down to 4 if they see professional money most likely coming in on New England, or drift the number a lot further out in that 5-5.5 range if the public comes in on one side, or I guess I should say if the professionals decide they want to back the Seahawks.\n", + "38 --- Sentence: For me, the 6 was going to be my buy point on the dog, and it wasn't widely available, so I don't really have a true position on the side in this game early on.\n", + "39 --- Sentence: My number was 4.\n", + "40 --- Sentence: I want to dig into it a little bit, figure out if there's a matchup or two that I think one of these sides can exploit.\n", + "41 --- Sentence: My initial inclination was that if you're going to give me a good defense, that's going to have the opportunity to catch points in this particular spot.\n", + "42 --- Sentence: I'm typically going to gravitate towards that more often than not, but don't have a full position on this game yet.\n", + "43 --- Sentence: And J-Lo, I'm not quite sure the betting market is going to allow me an opportunity to get involved with the number that I've targeted.\n", + "44 --- Sentence: Yeah, for me, knowing what the look-ahead spread was, I knew we were going to see a money line on Seattle around 2-1 for that favorite.\n", + "45 --- Sentence: And that's where it came out, and that's where I took them right away.\n", + "46 --- Sentence: When it comes to four and four-and-a-half point favorites, I've kind of made it a rule for myself to say, you know what don't play the points just go with the money line i find that four to four and a half is it's been since kind of four became more of a key number since 2015 it's been kind of a no man's land where that four point favorite or the four and a half point favorite will win but not quite cover they're good enough to be favored by more than a field goal but not quite good enough to be favored by six and so for me i went to seattle straight out just i mean two games over the last two weeks the new england patriots win but don't cover they close a three and a half four point favorite against the denver broncos and the week before we see the chicago bears come up just short in the straight up category but find a way to cover as a three and a half four point underdog so i think that number is a lot more important than people give it credit for and to your point you're going to see a money line that may come down as well if you gravitate towards seattle closer to kickoff yeah i mean you're going to see oh we always see underdog money on the money line So there'll probably be some Patriots outright money showing up.\n", + "47 --- Sentence: Let's talk total here.\n", + "48 --- Sentence: Look ahead was 45, open 46 and a half.\n", + "49 --- Sentence: Now we're seeing 46 is 45 and a half.\n", + "50 --- Sentence: A clear weather game for the Patriots.\n", + "51 --- Sentence: I'm leaning towards over in this one.\n", + "52 --- Sentence: I want to know your thoughts.\n", + "53 --- Sentence: A weather game times two.\n", + "54 --- Sentence: I mean, played in a blizzard in the AFC championship game and played in freezing rain the week before against the Houston Texans.\n", + "55 --- Sentence: A game that snuck over, but it wasn't because of offensive execution from either of those two teams.\n", + "56 --- Sentence: It's always interesting to figure out how much a weather is suppressing a total.\n", + "57 --- Sentence: In a game like this, it appears the forecast in Santa Clara is going to be pretty good.\n", + "58 --- Sentence: Now, it is an outdoor venue, so we're not quite sure exactly what that track is going to look like.\n", + "59 --- Sentence: We've seen games played in domes typically offer a faster track for both these teams in the past.\n", + "60 --- Sentence: For me, 47 was kind of the number that I was looking for to make a case to go under.\n", + "61 --- Sentence: If I am going to get involved in a total, I'll probably gravitate a little bit more towards looking at that first half number.\n", + "62 --- Sentence: But wish I had stronger convictions right now because I do think you have suppressed totals there.\n", + "63 --- Sentence: But you also have a Seahawks offense that's going to be stepping up in class given the last three games, two against the 49ers, one against the Rams.\n", + "64 --- Sentence: I'm not sure either of those secondaries would be described as anything more than a bottom six unit.\n", + "65 --- Sentence: Yeah, I always look at under in the derivative market, specifically in that first quarter unders.\n", + "66 --- Sentence: Those tend to be lower scoring frames.\n", + "67 --- Sentence: Both teams a little jacked up.\n", + "68 --- Sentence: You got two quarterbacks a little tight on those throws.\n", + "69 --- Sentence: We see some miscues and things like that.\n", + "70 --- Sentence: So I do lean towards those unders in the first quarter.\n", + "71 --- Sentence: All right, we've still got a lot of time here before Super Bowl kickoff.\n", + "72 --- Sentence: Let's talk do's and don'ts for sports bettors.\n", + "73 --- Sentence: I'm going to start with a do.\n", + "74 --- Sentence: And I'm going to say do take advantage of the live in-game odds, especially when it comes to any early game anomalies.\n", + "75 --- Sentence: If the Patriots get up quick, but they do so on, say, a defensive score or a special team score, anything weird that happens early on, usually you can take an advantage of a market that will overcorrect to that, especially with everyone and their dog betting in this game and people chasing their bets.\n", + "76 --- Sentence: So any early game anomalies, look and see if you can find some buyback points in the in-game markets.\n", + "77 --- Sentence: Todd, you got a do for us in terms of Super Bowl betting?\n", + "78 --- Sentence: I do, but I want to piggyback what you said, and I think the other interesting angle that you can take, it's not just side total.\n", + "79 --- Sentence: It's live player props as well that get heavily impacted by game state.\n", + "80 --- Sentence: So I think there are a lot more opportunities now than there would have been when we had this discussion, say, five, seven, ten years ago in those particular live markets.\n", + "81 --- Sentence: Dues for me, I feel like I'm a man that is absolutely no fun to watch the game with.\n", + "82 --- Sentence: Do make a case to bet a lot of player performances to come in under their posted totals.\n", + "83 --- Sentence: I know it's not fun to root against anything happening during the course of a football game, You look at a lot of these markets that are set.\n", + "84 --- Sentence: People are going to gravitate towards rooting for things to happen.\n", + "85 --- Sentence: They're going to see low yardage totals with those third and fourth string wide receivers and tight ends and hope those players can come up with a catcher to do look to bet things under and do be willing to lay prices to be able to do so.\n", + "86 --- Sentence: And are we doing that on closer to kickoff, waiting for those odds to go up?\n", + "87 --- Sentence: Certain players, I would say yes.\n", + "88 --- Sentence: Other players, sometimes you have to jump a little bit sooner.\n", + "89 --- Sentence: but I would not be running to bet JSN under his receiving total until the 23rd hour let's put it that way all right well I've got a don't here and this is more of an etiquette thing if you're at a Super Bowl party if you're with a group and that group is maybe not of the betting guild don't constantly talk about your bets I'm someone that does this for for a job and I can't stand those people if you listen if you're with your buddies and it's the group ride parlay and this is your group chat that you're with you know party up go crazy have not go nuts but for god's sakes read the room and don't get down on everyone because you're losing some wager celebrate your wins you hit a 25 to 1 first touchdown winner celebrate it have fun if you lose on heads don't throw a fit don't bring everyone down keep your keep your betting excitement in check that that's my don't todd you got a don't for us you know one of my don'ts is don't be a superbowl grinch like me who typically watches the big game every year by himself given some of the immediate responsibilities that I have.\n", + "90 --- Sentence: I can control the temperature.\n", + "91 --- Sentence: I can control the alcohol intake and the food and everything else.\n", + "92 --- Sentence: But for me, it's don't chase some of those long shot prices with the majority of your bankroll.\n", + "93 --- Sentence: It's more than fine to get involved in some of those long shot markets.\n", + "94 --- Sentence: But at the same time, if anything, you're not getting the necessary value and upside for trying to look for some of those depth players to go over those laddering numbers that are out there or a variety of other markets.\n", + "95 --- Sentence: So don't just chase that plus money.\n", + "96 --- Sentence: Be judicious about how you allocate your bankroll.\n", + "97 --- Sentence: All right, time to talk Super Bowl MVP odds.\n", + "98 --- Sentence: Todd, who do you like to be the most valuable player Super Bowl 60?\n", + "99 --- Sentence: So J-Lo, normally you're gonna gravitate towards the starting quarterback of the team that you think is going to win the game, but what fun would that be in a game like this?\n", + "100 --- Sentence: I am going to take a skilled position player for a team that I think wins the game, and that would lead me to Ramondre Stevenson at 28 to one.\n", + "101 --- Sentence: look we've seen a Patriots running back get snubbed in the past that had 37 catches and like 900 receiving yards this is a chance for the world to right all of its wrongs and give Ramondre the hardware if he has two touchdowns and 75 all-purpose yards give me Ramondre Stevenson 28 to 1 all right I'll see your skill player and raise you a defensive player go on Demarcus Lawrence it only makes sense that a cowboy is going to get to the Super Bowl and show it almost last year I did uh but I'm happy for Tank but let's talk about this defense this is the reason why San Seattle is here This is the reason why they're favored.\n", + "102 --- Sentence: He is the most disruptive player on this team.\n", + "103 --- Sentence: Six sacks, 11 tackles for a loss, three forced fumbles, scooped up all of those in the regular season.\n", + "104 --- Sentence: Two sacks, three forced fumbles in the playoffs so far.\n", + "105 --- Sentence: The Patriots pass protection hasn't been great.\n", + "106 --- Sentence: I like Tank, MVP, plus 10,000.\n", + "107 --- Sentence: All right, two-minute drill time.\n", + "108 --- Sentence: Early bets here for Super Bowl 60.\n", + "109 --- Sentence: I'm going with Seattle receiver Raheed Shaheed, over 21.5 yards, receiving minus 110.\n", + "110 --- Sentence: since he came over at the trade deadline.\n", + "111 --- Sentence: Seattle has faced a lot of opponents that run zone.\n", + "112 --- Sentence: A lot of those defense runs zone exclusively.\n", + "113 --- Sentence: He is a much better receiver at man.\n", + "114 --- Sentence: And what does he face in the Patriots?\n", + "115 --- Sentence: He faces a defense that runs one of the highest rates of man.\n", + "116 --- Sentence: There's also someone that likes throwing against man, and that's Sam Darnold.\n", + "117 --- Sentence: So I think Shahid gets loose here.\n", + "118 --- Sentence: He could put this one away in one catch.\n", + "119 --- Sentence: Over 21 and a half yards receiving.\n", + "120 --- Sentence: Rashid Shahid still on my shit list because he didn't want to take contact over a half a rushing yard with the end around.\n", + "121 --- Sentence: decided he was going to dance around.\n", + "122 --- Sentence: And example number 758.\n", + "123 --- Sentence: I had it.\n", + "124 --- Sentence: Why you can't trust a Diva wide receiver as a ball carrier in the backfield.\n", + "125 --- Sentence: For me, I'm going to go to that Seattle Seahawks backfield though and take Kenneth Walker under his rushing total at 75 and a half.\n", + "126 --- Sentence: Look, Walker started out like a house on fire last week against the Rams.\n", + "127 --- Sentence: Eight carries early on in that game for 35 yards and then kind of petered out.\n", + "128 --- Sentence: 11 carries the rest of the game and didn't show that big explosive potential even against the much maligned Rams run defense.\n", + "129 --- Sentence: Now he steps up in class against the Patriots run defense that is truly elite when Milton Williams is back in the full to anchor that defensive line.\n", + "130 --- Sentence: Seattle does love to run the football on early downs.\n", + "131 --- Sentence: I think they may have to go away from that approach.\n", + "132 --- Sentence: And even without Zach Charbonnet, I just don't see Kenneth Walker getting to mid-70s or higher.\n", + "133 --- Sentence: I have him projected J-Lo in the high 60s, under 75.5 for the bell cow back wearing Seahawks colors.\n", + "134 --- Sentence: All right, I'm going to go to the tight end for the Patriots.\n", + "135 --- Sentence: Hunter Henry over 36.5 yards, receiving minus 110.\n", + "136 --- Sentence: He's been taking some punishment, and now he faces a ferocious Seattle pass rush that can get pressure with just four.\n", + "137 --- Sentence: He's not going to have time for downfield plays to develop.\n", + "138 --- Sentence: He's going to have to hit those quick hits, and Hunter Henry has been that pressure release.\n", + "139 --- Sentence: We have seen Seattle give up a lot of targets, a lot of receptions, two tight ends.\n", + "140 --- Sentence: Projections for Henry, sit as high as 46.\n", + "141 --- Sentence: I like him to go over 36.5.\n", + "142 --- Sentence: Small flyer for me, a Seattle Seahawks receiver, not named Cooper Cup, not named Rasheed Sheed, not named Jackson Smith and Jigba.\n", + "143 --- Sentence: Jake Bobo, over a half a receiving yard at plus $1.15.\n", + "144 --- Sentence: Bobo had a catch in each of the last two games, 16 yards, 17 yards.\n", + "145 --- Sentence: I think he's a guy that may be targeted a couple times here.\n", + "146 --- Sentence: Just one catch, get us one yard, take me there at plus $1.15.\n", + "147 --- Sentence: All right, you got two weeks to scheme up some stuff.\n", + "148 --- Sentence: You got to get tricky sometimes and throw those guys in there.\n", + "149 --- Sentence: He did not have a touchdown in that NFC Championship game.\n", + "150 --- Sentence: Was he the guy that scored a touchdown in that one?\n", + "151 --- Sentence: No, he did have a touchdown there.\n", + "152 --- Sentence: Had one catch each of the last two games, 16 yards, 17 yards, and a TD.\n", + "153 --- Sentence: All I'm just looking for is a receiving yard here to get us across the finish line.\n", + "154 --- Sentence: Yeah, that's it.\n", + "155 --- Sentence: He's not asking for much, Bobo.\n", + "156 --- Sentence: Just, you know, that's it.\n", + "157 --- Sentence: That's it.\n", + "158 --- Sentence: I can't wait to see you freak out on Super Bowl Sunday when he doesn't get that.\n", + "159 --- Sentence: But remember the etiquette.\n", + "160 --- Sentence: Yeah.\n", + "161 --- Sentence: All right.\n", + "162 --- Sentence: A couple of targets.\n", + "163 --- Sentence: A couple of targets.\n", + "164 --- Sentence: A couple of drops.\n", + "165 --- Sentence: You know how this goes.\n", + "166 --- Sentence: I know exactly how it goes.\n", + "167 --- Sentence: It'll be all right.\n", + "168 --- Sentence: All right.\n", + "169 --- Sentence: That is it for our first Super Bowl pod.\n", + "170 --- Sentence: We will have another one next week.\n", + "171 --- Sentence: A big thanks to Chris behind the scenes.\n", + "172 --- Sentence: A big thank you to Todd for joining us once again.\n", + "173 --- Sentence: thanks to beth365 for the odds and of course thank you to you for tuning in and listening whether you've been with us all year or you're just finding us here ahead of the big game a reminder if you like what we're doing rate and review like and subscribe on youtube it just takes a matter of seconds uh but it means a lot to us so please do that when you can todd uh you thought you would get out of this podcast without some super bowl silliness but no because you know i mean i look not my first rodeo i know better that there's always something waiting behind door number three it's a basic one by this by this point in in super bowl betting this is a very common wager what color gatorade is going to get thrown on the winning coach here at the end of super bowl six i mean i feel like you're tipping your hand given what's in your cup uh when we recorded this video earlier today you claim that it's not blue gatorade that it's just a blue tinted cup but i'm gonna go with blue look we have a couple of teams wearing darker colors there that could play a role, I think blue is going to be my preferred way to go, mainly because, look, I'm a big fan of that particular flavor myself, so I like to use firsthand knowledge to get me across the finish line, more so than that fruit punch and water or anything else.\n", + "174 --- Sentence: So let's go with blue from the Gatorade color.\n", + "175 --- Sentence: See, I always used to lean towards water because I knew it was there, but then I got to remember, too, like this is a corporate marketing spot right here.\n", + "176 --- Sentence: And the last thing the Gatorade bigwigs want to see is water being thrown on the winning coach.\n", + "177 --- Sentence: I'm going to go lime slash green, you know, traditional Gatorade color.\n", + "178 --- Sentence: But I do have the Seahawks money line, so might as well tie it to the Gatorade color.\n", + "179 --- Sentence: That'll probably be on the sideline.\n", + "180 --- Sentence: And one more thing, Belichick, up for Hall of Fame, doesn't get in on the first time around.\n", + "181 --- Sentence: I mean, the virtue signaling, the holier-than-thou approach that comes from the NFL brass is just mind-boggling to me that these kind of things are allowed to happen.\n", + "182 --- Sentence: I know Bill Belichick's record without Tom Brady as a head coach is nothing to write home about, but this is a guy that has six Super Bowls on his resume as a head coach, two as a defensive coordinator.\n", + "183 --- Sentence: I mean, the guy has basically been in 25% of the big games that we've seen played since its inception in the late 60s.\n", + "184 --- Sentence: Bill Belichick deserves to be in, and I think this is just dumb.\n", + "185 --- Sentence: I know people point to Vince Lombardi and Joe Gibbs not getting in on their first ballot, but if you're going to keep Bill Belichick out on his first ballot, you know what this tells me, J-Lo?\n", + "186 --- Sentence: Tom Brady shouldn't get in on his first ballot either, because he apparently only accomplished as much as he did on the football field because of Deflategate and Spygate, the two things working against a surly Bill Belichick, who just happens to share my same alma mater.\n", + "187 --- Sentence: Yeah, this is, I mean, and then you have two guys coaching in the big game, Rabel and McDaniels from that Belichick coaching tree.\n", + "188 --- Sentence: It just, yeah.\n", + "189 --- Sentence: People got to take the feelings.\n", + "190 --- Sentence: Defies logic.\n", + "191 --- Sentence: People got to take the feelings out of this thing and just put Bill in.\n", + "192 --- Sentence: Maybe if he doesn't go coach at UNC and have the season that he has, does that tarnish things?\n", + "193 --- Sentence: I don't know, but I'm pretty shocked to see.\n", + "194 --- Sentence: What else do you want from a head coach to get in?\n", + "195 --- Sentence: All right, just one more podcast left.\n", + "196 --- Sentence: We're going to talk, go even deeper on Super Bowl 60 odds, our best bets, our touchdown picks, all coming next Wednesday.\n", + "197 --- Sentence: And until then, I guess, enjoy whatever you're wagering on this weekend and best of luck with those bets.\n" ] } ], @@ -1199,7 +878,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "e4791205", "metadata": {}, "outputs": [ @@ -1233,49 +912,49 @@ " \n", " \n", " \n", - " 1116\n", - " If his studio help gives him picks, I won't have a chance.\n", + " 588\n", + " We're going to talk, go even deeper on Super Bowl 60 odds, our best bets, our touchdown picks, all coming next Wednesday.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 1117\n", - " If his studio help gives him picks, I won't have a chance.\n", + " 589\n", + " We're going to talk, go even deeper on Super Bowl 60 odds, our best bets, our touchdown picks, all coming next Wednesday.\n", " {\"label\": 1}\n", " 1\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 1118\n", - " If his studio help gives him picks, I won't have a chance.\n", - " {\"label\": 1}\n", - " 1\n", + " 590\n", + " We're going to talk, go even deeper on Super Bowl 60 odds, our best bets, our touchdown picks, all coming next Wednesday.\n", + " {\\n \"label\": 0\\n}\n", + " 0\n", " None\n", " openai/gpt-oss-120b\n", " \n", " \n", - " 1119\n", - " Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n", + " 591\n", + " And until then, I guess, enjoy whatever you're wagering on this weekend and best of luck with those bets.\n", " {\"label\": 0}\n", " 0\n", " None\n", " llama-3.1-8b-instant\n", " \n", " \n", - " 1120\n", - " Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n", - " {\"label\": 1}\n", - " 1\n", + " 592\n", + " And until then, I guess, enjoy whatever you're wagering on this weekend and best of luck with those bets.\n", + " {\"label\": 0}\n", + " 0\n", " None\n", " llama-3.3-70b-versatile\n", " \n", " \n", - " 1121\n", - " Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game.\n", - " {\\n \"label\": 0\\n}\n", + " 593\n", + " And until then, I guess, enjoy whatever you're wagering on this weekend and best of luck with those bets.\n", + " {\"label\": 0}\n", " 0\n", " None\n", " openai/gpt-oss-120b\n", @@ -1285,24 +964,24 @@ "" ], "text/plain": [ - " text \\\n", - "1116 If his studio help gives him picks, I won't have a chance. \n", - "1117 If his studio help gives him picks, I won't have a chance. \n", - "1118 If his studio help gives him picks, I won't have a chance. \n", - "1119 Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game. \n", - "1120 Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game. \n", - "1121 Seahawks are looking to add to their Lombardi collection as they take on the Patriots in the big game. \n", + " text \\\n", + "588 We're going to talk, go even deeper on Super Bowl 60 odds, our best bets, our touchdown picks, all coming next Wednesday. \n", + "589 We're going to talk, go even deeper on Super Bowl 60 odds, our best bets, our touchdown picks, all coming next Wednesday. \n", + "590 We're going to talk, go even deeper on Super Bowl 60 odds, our best bets, our touchdown picks, all coming next Wednesday. \n", + "591 And until then, I guess, enjoy whatever you're wagering on this weekend and best of luck with those bets. \n", + "592 And until then, I guess, enjoy whatever you're wagering on this weekend and best of luck with those bets. \n", + "593 And until then, I guess, enjoy whatever you're wagering on this weekend and best of luck with those bets. \n", "\n", - " raw_response llm_label llm_reasoning llm_name \n", - "1116 {\"label\": 0} 0 None llama-3.1-8b-instant \n", - "1117 {\"label\": 1} 1 None llama-3.3-70b-versatile \n", - "1118 {\"label\": 1} 1 None openai/gpt-oss-120b \n", - "1119 {\"label\": 0} 0 None llama-3.1-8b-instant \n", - "1120 {\"label\": 1} 1 None llama-3.3-70b-versatile \n", - "1121 {\\n \"label\": 0\\n} 0 None openai/gpt-oss-120b " + " raw_response llm_label llm_reasoning llm_name \n", + "588 {\"label\": 0} 0 None llama-3.1-8b-instant \n", + "589 {\"label\": 1} 1 None llama-3.3-70b-versatile \n", + "590 {\\n \"label\": 0\\n} 0 None openai/gpt-oss-120b \n", + "591 {\"label\": 0} 0 None llama-3.1-8b-instant \n", + "592 {\"label\": 0} 0 None llama-3.3-70b-versatile \n", + "593 {\"label\": 0} 0 None openai/gpt-oss-120b " ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1333,7 +1012,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "115b0d23", "metadata": {}, "outputs": [ @@ -1367,38 +1046,38 @@ " \n", " \n", " 0\n", - " 29 carries in the second half against the Denver Broncos, that's awesome.\n", + " 11 carries the rest of the game and didn't show that big explosive potential even against the much maligned Rams run defense.\n", " 0\n", " 0\n", " 0\n", " \n", " \n", " 1\n", - " A week from this Sunday.\n", + " A big thank you to Todd for joining us once again.\n", " 0\n", " 0\n", " 0\n", " \n", " \n", " 2\n", - " Absolutely nothing.\n", + " A big thanks to Chris behind the scenes.\n", " 0\n", " 0\n", " 0\n", " \n", " \n", " 3\n", - " Absolutely.\n", - " 0\n", + " A clear weather game for the Patriots.\n", " 0\n", " 0\n", + " 1\n", " \n", " \n", " 4\n", - " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", + " A couple of drops.\n", + " 0\n", + " 0\n", " 0\n", - " 1\n", - " 1\n", " \n", " \n", " ...\n", @@ -1408,76 +1087,76 @@ " ...\n", " \n", " \n", - " 359\n", - " You're staying.\n", + " 191\n", + " but I would not be running to bet JSN under his receiving total until the 23rd hour let's put it that way all right well I've got a don't here and this is more of an etiquette thing if you're at a Super Bowl party if you're with a group and that group is maybe not of the betting guild don't constantly talk about your bets I'm someone that does this for for a job and I can't stand those people if you listen if you're with your buddies and it's the group ride parlay and this is your group chat that you're with you know party up go crazy have not go nuts but for god's sakes read the room and don't get down on everyone because you're losing some wager celebrate your wins you hit a 25 to 1 first touchdown winner celebrate it have fun if you lose on heads don't throw a fit don't bring everyo...\n", + " 0\n", + " 0\n", " 0\n", - " 1\n", - " 1\n", " \n", " \n", - " 360\n", - " You've been accusing him of that the last few weeks.\n", - " 0\n", + " 192\n", + " decided he was going to dance around.\n", " 0\n", " 0\n", + " 1\n", " \n", " \n", - " 361\n", - " if we give more props next week.\n", + " 193\n", + " look we've seen a Patriots running back get snubbed in the past that had 37 catches and like 900 receiving yards this is a chance for the world to right all of its wrongs and give Ramondre the hardware if he has two touchdowns and 75 all-purpose yards give me Ramondre Stevenson 28 to 1 all right I'll see your skill player and raise you a defensive player go on Demarcus Lawrence it only makes sense that a cowboy is going to get to the Super Bowl and show it almost last year I did uh but I'm happy for Tank but let's talk about this defense this is the reason why San Seattle is here This is the reason why they're favored.\n", " 0\n", " 1\n", - " 0\n", + " 1\n", " \n", " \n", - " 362\n", - " like eight of the top ten are Seahawks?\n", - " 1\n", + " 194\n", + " since he came over at the trade deadline.\n", + " 0\n", " 0\n", " 0\n", " \n", " \n", - " 363\n", - " with the way the game is supposed to be played with a big physical, good offensive line with dominant players.\n", - " 0\n", - " 0\n", + " 195\n", + " thanks to beth365 for the odds and of course thank you to you for tuning in and listening whether you've been with us all year or you're just finding us here ahead of the big game a reminder if you like what we're doing rate and review like and subscribe on youtube it just takes a matter of seconds uh but it means a lot to us so please do that when you can todd uh you thought you would get out of this podcast without some super bowl silliness but no because you know i mean i look not my first rodeo i know better that there's always something waiting behind door number three it's a basic one by this by this point in in super bowl betting this is a very common wager what color gatorade is going to get thrown on the winning coach here at the end of super bowl six i mean i feel like you're...\n", " 0\n", + " 1\n", + " 1\n", " \n", " \n", "\n", - "

364 rows × 4 columns

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\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 29 carries in the second half against the Denver Broncos, that's awesome. \n", - "1 A week from this Sunday. \n", - "2 Absolutely nothing. \n", - "3 Absolutely. \n", - "4 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", - ".. ... \n", - "359 You're staying. \n", - "360 You've been accusing him of that the last few weeks. \n", - "361 if we give more props next week. \n", - "362 like eight of the top ten are Seahawks? \n", - "363 with the way the game is supposed to be played with a big physical, good offensive line with dominant players. \n", + "llm_name Base Sentence \\\n", + "0 11 carries the rest of the game and didn't show that big explosive potential even against the much maligned Rams run defense. \n", + "1 A big thank you to Todd for joining us once again. \n", + "2 A big thanks to Chris behind the scenes. \n", + "3 A clear weather game for the Patriots. \n", + "4 A couple of drops. \n", + ".. ... \n", + "191 but I would not be running to bet JSN under his receiving total until the 23rd hour let's put it that way all right well I've got a don't here and this is more of an etiquette thing if you're at a Super Bowl party if you're with a group and that group is maybe not of the betting guild don't constantly talk about your bets I'm someone that does this for for a job and I can't stand those people if you listen if you're with your buddies and it's the group ride parlay and this is your group chat that you're with you know party up go crazy have not go nuts but for god's sakes read the room and don't get down on everyone because you're losing some wager celebrate your wins you hit a 25 to 1 first touchdown winner celebrate it have fun if you lose on heads don't throw a fit don't bring everyo... \n", + "192 decided he was going to dance around. \n", + "193 look we've seen a Patriots running back get snubbed in the past that had 37 catches and like 900 receiving yards this is a chance for the world to right all of its wrongs and give Ramondre the hardware if he has two touchdowns and 75 all-purpose yards give me Ramondre Stevenson 28 to 1 all right I'll see your skill player and raise you a defensive player go on Demarcus Lawrence it only makes sense that a cowboy is going to get to the Super Bowl and show it almost last year I did uh but I'm happy for Tank but let's talk about this defense this is the reason why San Seattle is here This is the reason why they're favored. \n", + "194 since he came over at the trade deadline. \n", + "195 thanks to beth365 for the odds and of course thank you to you for tuning in and listening whether you've been with us all year or you're just finding us here ahead of the big game a reminder if you like what we're doing rate and review like and subscribe on youtube it just takes a matter of seconds uh but it means a lot to us so please do that when you can todd uh you thought you would get out of this podcast without some super bowl silliness but no because you know i mean i look not my first rodeo i know better that there's always something waiting behind door number three it's a basic one by this by this point in in super bowl betting this is a very common wager what color gatorade is going to get thrown on the winning coach here at the end of super bowl six i mean i feel like you're... \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \n", "0 0 0 0 \n", "1 0 0 0 \n", "2 0 0 0 \n", - "3 0 0 0 \n", - "4 0 1 1 \n", + "3 0 0 1 \n", + "4 0 0 0 \n", ".. ... ... ... \n", - "359 0 1 1 \n", - "360 0 0 0 \n", - "361 0 1 0 \n", - "362 1 0 0 \n", - "363 0 0 0 \n", + "191 0 0 0 \n", + "192 0 0 1 \n", + "193 0 1 1 \n", + "194 0 0 0 \n", + "195 0 1 1 \n", "\n", - "[364 rows x 4 columns]" + "[196 rows x 4 columns]" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1510,7 +1189,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "62e771bf", "metadata": {}, "outputs": [ @@ -1545,7 +1224,7 @@ " \n", " \n", " 0\n", - " 29 carries in the second half against the Denver Broncos, that's awesome.\n", + " 11 carries the rest of the game and didn't show that big explosive potential even against the much maligned Rams run defense.\n", " 0\n", " 0\n", " 0\n", @@ -1553,7 +1232,7 @@ " \n", " \n", " 1\n", - " A week from this Sunday.\n", + " A big thank you to Todd for joining us once again.\n", " 0\n", " 0\n", " 0\n", @@ -1561,7 +1240,7 @@ " \n", " \n", " 2\n", - " Absolutely nothing.\n", + " A big thanks to Chris behind the scenes.\n", " 0\n", " 0\n", " 0\n", @@ -1569,48 +1248,48 @@ " \n", " \n", " 3\n", - " Absolutely.\n", - " 0\n", + " A clear weather game for the Patriots.\n", " 0\n", " 0\n", + " 1\n", " 0\n", " \n", " \n", " 4\n", - " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", + " A couple of drops.\n", + " 0\n", + " 0\n", + " 0\n", " 0\n", - " 1\n", - " 1\n", - " 1\n", " \n", " \n", "\n", "" ], "text/plain": [ - "llm_name Base Sentence \\\n", - "0 29 carries in the second half against the Denver Broncos, that's awesome. \n", - "1 A week from this Sunday. \n", - "2 Absolutely nothing. \n", - "3 Absolutely. \n", - "4 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", + "llm_name Base Sentence \\\n", + "0 11 carries the rest of the game and didn't show that big explosive potential even against the much maligned Rams run defense. \n", + "1 A big thank you to Todd for joining us once again. \n", + "2 A big thanks to Chris behind the scenes. \n", + "3 A clear weather game for the Patriots. \n", + "4 A couple of drops. \n", "\n", "llm_name llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \\\n", "0 0 0 0 \n", "1 0 0 0 \n", "2 0 0 0 \n", - "3 0 0 0 \n", - "4 0 1 1 \n", + "3 0 0 1 \n", + "4 0 0 0 \n", "\n", "llm_name Majority Vote Label \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", - "4 1 " + "4 0 " ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1636,7 +1315,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "97175036", "metadata": {}, "outputs": [ @@ -1674,87 +1353,87 @@ " \n", " \n", " 0\n", - " 29 carries in the second half against the Denver Broncos, that's awesome.\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", + " 11 carries the rest of the game and didn't show that big explosive potential even against the much maligned Rams run defense.\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", " 1\n", - " A week from this Sunday.\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", + " A big thank you to Todd for joining us once again.\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", " 2\n", - " Absolutely nothing.\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", + " A big thanks to Chris behind the scenes.\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", " 3\n", - " Absolutely.\n", - " 0\n", - " 0\n", - " 0\n", - " 0\n", + " A clear weather game for the Patriots.\n", + " 0.0\n", + " 0.0\n", + " 1.0\n", + " 0.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", " 4\n", - " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " A couple of drops.\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " 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\n", "\n", " Majority Vote Label Human Annotation Human Reasoning Video ID \n", - "0 0 NaN NaN LXPQrZV4Cfw \n", - "1 0 NaN NaN LXPQrZV4Cfw \n", - "2 0 NaN NaN LXPQrZV4Cfw \n", - "3 0 NaN NaN LXPQrZV4Cfw \n", - "4 1 NaN NaN LXPQrZV4Cfw " + "0 0.0 NaN NaN FPl-F2k_KtM \n", + "1 0.0 NaN NaN FPl-F2k_KtM \n", + "2 0.0 NaN NaN FPl-F2k_KtM \n", + "3 0.0 NaN NaN FPl-F2k_KtM \n", + "4 0.0 NaN NaN FPl-F2k_KtM " ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1767,7 +1446,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "d8153ff4", "metadata": {}, "outputs": [], @@ -1777,7 +1456,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "0a4cbba0", "metadata": {}, "outputs": [ @@ -1814,830 +1493,564 @@ " \n", " \n", " \n", - " 4\n", - " All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 18\n", + " And J-Lo, I'm not quite sure the betting market is going to allow me an opportunity to get involved with the number that I've targeted.\n", + " 1.0\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 9\n", - " And I think that could be a problem for them on the inside.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 20\n", + " And even without Zach Charbonnet, I just don't see Kenneth Walker getting to mid-70s or higher.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 12\n", - " And I'm going to go against you guys.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 23\n", + " And one more thing, Belichick, up for Hall of Fame, doesn't get in on the first time around.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 14\n", - " And Sam Darnold shows us that he ain't going to become a pumpkin, One game left.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 41\n", + " But you also have a Seahawks offense that's going to be stepping up in class given the last three games, two against the 49ers, one against the Rams.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 28\n", - " And then me and Pete go on vacation together.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 45\n", + " Do make a case to bet a lot of player performances to come in under their posted totals.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 39\n", - " Back-to-back, Mahomes is going for three.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", " 47\n", - " Best bets come through.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " Early bets here for Super Bowl 60.\n", + " 1.0\n", + " 1.0\n", + " 0.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 94\n", - " Hunter Henry over 37 and a half receiving yards.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 51\n", + " For me, I'm going to go to that Seattle Seahawks backfield though and take Kenneth Walker under his rushing total at 75 and a half.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 95\n", - " I also think that the Seattle Seahawks are to win this football game.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 55\n", + " He could put this one away in one catch.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 96\n", - " I can catch them then.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 63\n", + " He's not going to have time for downfield plays to develop.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 116\n", - " I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 65\n", + " Hunter Henry over 36.5 yards, receiving minus 110.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 119\n", - " I think New England's defense will be the unit that wins or loses the game.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 66\n", + " I am going to take a skilled position player for a team that I think wins the game, and that would lead me to Ramondre Stevenson at 28 to one.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 120\n", - " I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 69\n", + " I can't wait to see you freak out on Super Bowl Sunday when he doesn't get that.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 123\n", - " I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 73\n", + " I have him projected J-Lo in the high 60s, under 75.5 for the bell cow back wearing Seahawks colors.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 125\n", - " I think we're both going to be right.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 79\n", + " I like him to go over 36.5.\n", + " 1.0\n", + " 1.0\n", + " 0.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 133\n", - " I'm going to catch him.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 134\n", - " I'm going to go Seattle Seahawks.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 84\n", + " I think he's a guy that may be targeted a couple times here.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 135\n", - " I'm going to go Tank Lawrence half a sack.\n", - " 1\n", - " 1\n", - " 0\n", - " 1\n", + " 85\n", + " I think they may have to go away from that approach.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 136\n", - " I'm going to say six.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 86\n", + " I want to dig into it a little bit, figure out if there's a matchup or two that I think one of these sides can exploit.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 137\n", - " I'm going to take the points with the Patriots.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 90\n", + " I'm going to start with a do.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 140\n", - " I'm sure you're going to give us a lot more picks coming up next week.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 91\n", + " I'm going with Seattle receiver Raheed Shaheed, over 21.5 yards, receiving minus 110.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 141\n", - " If his studio help gives him picks, I won't have a chance.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 92\n", + " I'm leaning towards over in this one.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 142\n", - " If the Patriots win this, it'll be the longest streak of all time.\n", - " 1\n", - " 0\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 144\n", - " If you watch the Seahawks, this guy's going to score.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 147\n", - " Is it going to be Drake Mack?\n", - " 1\n", - " 1\n", - " 0\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 156\n", - " It's going to be a hard sell.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 157\n", - " It's going to be crazy.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 158\n", - " It's going to come down to both defenses.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 180\n", - " My best bet is JSN anytime touchdown.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 201\n", - " Patriots plus four and a half.\n", - " 1\n", - " 0\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 202\n", - " Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 207\n", - " Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 214\n", - " So for Drake May, that's what it's going to be.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 219\n", - " So that's going to be a problem.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 221\n", - " So they're going to go one rushing touchdown and one passing touchdown from each team.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 231\n", - " Sure, they'll count.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 233\n", - " That comes out on Monday.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 95\n", + " If I am going to get involved in a total, I'll probably gravitate a little bit more towards looking at that first half number.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 235\n", - " That left side is going to need some help.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 96\n", + " If the Patriots get up quick, but they do so on, say, a defensive score or a special team score, anything weird that happens early on, usually you can take an advantage of a market that will overcorrect to that, especially with everyone and their dog betting in this game and people chasing their bets.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 239\n", - " That's my best bet.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 99\n", + " In a game like this, it appears the forecast in Santa Clara is going to be pretty good.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 243\n", - " That's what you're going to get.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 102\n", + " It'll be all right.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 251\n", - " There will be a falconer.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 106\n", + " Jake Bobo, over a half a receiving yard at plus $1.15.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 267\n", - " They just go win.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 115\n", + " My initial inclination was that if you're going to give me a good defense, that's going to have the opportunity to catch points in this particular spot.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 272\n", - " They're both going to get one.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 124\n", + " People are going to gravitate towards rooting for things to happen.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 274\n", - " They're each going to get more than a half.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 127\n", + " Projections for Henry, sit as high as 46.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 275\n", - " They're going to be hugging Drake May together?\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 276\n", - " They're going to find a way.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 278\n", - " This week, we're going pick for the game.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", - " NaN\n", - " LXPQrZV4Cfw\n", - " \n", - " \n", - " 279\n", - " Those are our best bets for the final time.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 135\n", + " So I do lean towards those unders in the first quarter.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 305\n", - " We're going to be in on it.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 142\n", + " So you kind of have to have rough projections, know which players that you've targeted.\n", + " 1.0\n", + " 1.0\n", + " 0.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 306\n", - " We're going to be out there.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 144\n", + " That'll probably be on the sideline.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 310\n", - " Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 149\n", + " The opportunity to move down to 4 if they see professional money most likely coming in on New England, or drift the number a lot further out in that 5-5.5 range if the public comes in on one side, or I guess I should say if the professionals decide they want to back the Seahawks.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 311\n", - " Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover.\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 154\n", + " They're going to see low yardage totals with those third and fourth string wide receivers and tight ends and hope those players can come up with a catcher to do look to bet things under and do be willing to lay prices to be able to do so.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 312\n", - " Well, if you think it's going to be a defensive game, then maybe not so much.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 164\n", + " We will have another one next week.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 316\n", - " Well, they're not winning this one, the Patriots.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 173\n", + " When it comes to four and four-and-a-half point favorites, I've kind of made it a rule for myself to say, you know what don't play the points just go with the money line i find that four to four and a half is it's been since kind of four became more of a key number since 2015 it's been kind of a no man's land where that four point favorite or the four and a half point favorite will win but not quite cover they're good enough to be favored by more than a field goal but not quite good enough to be favored by six and so for me i went to seattle straight out just i mean two games over the last two weeks the new england patriots win but don't cover they close a three and a half four point favorite against the denver broncos and the week before we see the chicago bears come up just short in ...\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 318\n", - " What do you think the vibe is going to be like for this?\n", - " 1\n", - " 1\n", - " 0\n", - " 1\n", + " 179\n", + " Yeah, for me, knowing what the look-ahead spread was, I knew we were going to see a money line on Seattle around 2-1 for that favorite.\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 344\n", - " You guys are going to be out there.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 190\n", + " and what have the odds makers not properly accounted for versus current form compared to season-long metrics where they'll heavily weight them towards a lot of individual player performances.\n", + " 1.0\n", + " 1.0\n", + " 0.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 356\n", - " You're going to lean into that.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", + " 193\n", + " look we've seen a Patriots running back get snubbed in the past that had 37 catches and like 900 receiving yards this is a chance for the world to right all of its wrongs and give Ramondre the hardware if he has two touchdowns and 75 all-purpose yards give me Ramondre Stevenson 28 to 1 all right I'll see your skill player and raise you a defensive player go on Demarcus Lawrence it only makes sense that a cowboy is going to get to the Super Bowl and show it almost last year I did uh but I'm happy for Tank but let's talk about this defense this is the reason why San Seattle is here This is the reason why they're favored.\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", - " LXPQrZV4Cfw\n", + " FPl-F2k_KtM\n", " \n", " \n", - " 359\n", - " You're staying.\n", - " 0\n", - " 1\n", - " 1\n", - " 1\n", - " NaN\n", + " 195\n", + " thanks to beth365 for the odds and of course thank you to you for tuning in and listening whether you've been with us all year or you're just finding us here ahead of the big game a reminder if you like what we're doing rate and review like and subscribe on youtube it just takes a matter of seconds uh but it means a lot to us so please do that when you can todd uh you thought you would get out of this podcast without some super bowl silliness but no because you know i mean i look not my first rodeo i know better that there's always something waiting behind door number three it's a basic one by this by this point in in super bowl betting this is a very common wager what color gatorade is going to get thrown on the winning coach here at the end of super bowl six i mean i feel like you're...\n", + " 0.0\n", + " 1.0\n", + " 1.0\n", + " 1.0\n", " NaN\n", " NaN\n", + " FPl-F2k_KtM\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Base Sentence \\\n", - "4 All right, well, it sounds like you guys think the game might be dull, too, if the Seahawks are going to cover the four-and-a-half point spread. \n", - "9 And I think that could be a problem for them on the inside. \n", - "12 And I'm going to go against you guys. \n", - "14 And Sam Darnold shows us that he ain't going to become a pumpkin, One game left. \n", - "28 And then me and Pete go on vacation together. \n", - "39 Back-to-back, Mahomes is going for three. \n", - "47 Best bets come through. \n", - "94 Hunter Henry over 37 and a half receiving yards. \n", - "95 I also think that the Seattle Seahawks are to win this football game. \n", - "96 I can catch them then. \n", - "116 I said at the beginning of the playoffs that Sam Darnold would host the Lombardi Trophy. \n", - "119 I think New England's defense will be the unit that wins or loses the game. \n", - "120 I think a lot of the country will find it easy to root against the Patriots just because of how often we've seen them in this situation over the last 20 years. \n", - "123 I think they'll cover the number, but I don't think it's going to be a violent, violent, nasty football. \n", - "125 I think we're both going to be right. \n", - "133 I'm going to catch him. \n", - "134 I'm going to go Seattle Seahawks. \n", - "135 I'm going to go Tank Lawrence half a sack. \n", - "136 I'm going to say six. \n", - "137 I'm going to take the points with the Patriots. \n", - "140 I'm sure you're going to give us a lot more picks coming up next week. \n", - "141 If his studio help gives him picks, I won't have a chance. \n", - "142 If the Patriots win this, it'll be the longest streak of all time. \n", - "144 If you watch the Seahawks, this guy's going to score. \n", - "147 Is it going to be Drake Mack? \n", - "156 It's going to be a hard sell. \n", - "157 It's going to be crazy. \n", - "158 It's going to come down to both defenses. \n", - "180 My best bet is JSN anytime touchdown. \n", - "201 Patriots plus four and a half. \n", - "202 Patriots, Seahawks, Super Bowl 60 on Sunday in Santa Clara. \n", - "207 Sam Darnold could be a guy we look back at four years from now, and he could have gone on a couple-year run with Seattle. \n", - "214 So for Drake May, that's what it's going to be. \n", - "219 So that's going to be a problem. \n", - "221 So they're going to go one rushing touchdown and one passing touchdown from each team. \n", - "231 Sure, they'll count. \n", - "233 That comes out on Monday. \n", - "235 That left side is going to need some help. \n", - "239 That's my best bet. \n", - "243 That's what you're going to get. \n", - "251 There will be a falconer. \n", - "267 They just go win. \n", - "272 They're both going to get one. \n", - "274 They're each going to get more than a half. \n", - "275 They're going to be hugging Drake May together? \n", - "276 They're going to find a way. \n", - "278 This week, we're going pick for the game. \n", - "279 Those are our best bets for the final time. \n", - "305 We're going to be in on it. \n", - "306 We're going to be out there. \n", - "310 Well, I mean, if I had people doing the work behind the scenes for me, I'd probably do it this season. \n", - "311 Well, Pete clearly believes the Seahawks are the better team, will win this game, will cover. \n", - "312 Well, if you think it's going to be a defensive game, then maybe not so much. \n", - "316 Well, they're not winning this one, the Patriots. \n", - "318 What do you think the vibe is going to be like for this? \n", - "344 You guys are going to be out there. \n", - "356 You're going to lean into that. \n", - "359 You're staying. \n", + " Base Sentence \\\n", + "18 And J-Lo, I'm not quite sure the betting market is going to allow me an opportunity to get involved with the number that I've targeted. \n", + "20 And even without Zach Charbonnet, I just don't see Kenneth Walker getting to mid-70s or higher. \n", + "23 And one more thing, Belichick, up for Hall of Fame, doesn't get in on the first time around. \n", + "41 But you also have a Seahawks offense that's going to be stepping up in class given the last three games, two against the 49ers, one against the Rams. \n", + "45 Do make a case to bet a lot of player performances to come in under their posted totals. \n", + "47 Early bets here for Super Bowl 60. \n", + "51 For me, I'm going to go to that Seattle Seahawks backfield though and take Kenneth Walker under his rushing total at 75 and a half. \n", + "55 He could put this one away in one catch. \n", + "63 He's not going to have time for downfield plays to develop. \n", + "65 Hunter Henry over 36.5 yards, receiving minus 110. \n", + "66 I am going to take a skilled position player for a team that I think wins the game, and that would lead me to Ramondre Stevenson at 28 to one. \n", + "69 I can't wait to see you freak out on Super Bowl Sunday when he doesn't get that. \n", + "73 I have him projected J-Lo in the high 60s, under 75.5 for the bell cow back wearing Seahawks colors. \n", + "79 I like him to go over 36.5. \n", + "84 I think he's a guy that may be targeted a couple times here. \n", + "85 I think they may have to go away from that approach. \n", + "86 I want to dig into it a little bit, figure out if there's a matchup or two that I think one of these sides can exploit. \n", + "90 I'm going to start with a do. \n", + "91 I'm going with Seattle receiver Raheed Shaheed, over 21.5 yards, receiving minus 110. \n", + "92 I'm leaning towards over in this one. \n", + "95 If I am going to get involved in a total, I'll probably gravitate a little bit more towards looking at that first half number. \n", + "96 If the Patriots get up quick, but they do so on, say, a defensive score or a special team score, anything weird that happens early on, usually you can take an advantage of a market that will overcorrect to that, especially with everyone and their dog betting in this game and people chasing their bets. \n", + "99 In a game like this, it appears the forecast in Santa Clara is going to be pretty good. \n", + "102 It'll be all right. \n", + "106 Jake Bobo, over a half a receiving yard at plus $1.15. \n", + "115 My initial inclination was that if you're going to give me a good defense, that's going to have the opportunity to catch points in this particular spot. \n", + "124 People are going to gravitate towards rooting for things to happen. \n", + "127 Projections for Henry, sit as high as 46. \n", + "135 So I do lean towards those unders in the first quarter. \n", + "142 So you kind of have to have rough projections, know which players that you've targeted. \n", + "144 That'll probably be on the sideline. \n", + "149 The opportunity to move down to 4 if they see professional money most likely coming in on New England, or drift the number a lot further out in that 5-5.5 range if the public comes in on one side, or I guess I should say if the professionals decide they want to back the Seahawks. \n", + "154 They're going to see low yardage totals with those third and fourth string wide receivers and tight ends and hope those players can come up with a catcher to do look to bet things under and do be willing to lay prices to be able to do so. \n", + "164 We will have another one next week. \n", + "173 When it comes to four and four-and-a-half point favorites, I've kind of made it a rule for myself to say, you know what don't play the points just go with the money line i find that four to four and a half is it's been since kind of four became more of a key number since 2015 it's been kind of a no man's land where that four point favorite or the four and a half point favorite will win but not quite cover they're good enough to be favored by more than a field goal but not quite good enough to be favored by six and so for me i went to seattle straight out just i mean two games over the last two weeks the new england patriots win but don't cover they close a three and a half four point favorite against the denver broncos and the week before we see the chicago bears come up just short in ... \n", + "179 Yeah, for me, knowing what the look-ahead spread was, I knew we were going to see a money line on Seattle around 2-1 for that favorite. \n", + "190 and what have the odds makers not properly accounted for versus current form compared to season-long metrics where they'll heavily weight them towards a lot of individual player performances. \n", + "193 look we've seen a Patriots running back get snubbed in the past that had 37 catches and like 900 receiving yards this is a chance for the world to right all of its wrongs and give Ramondre the hardware if he has two touchdowns and 75 all-purpose yards give me Ramondre Stevenson 28 to 1 all right I'll see your skill player and raise you a defensive player go on Demarcus Lawrence it only makes sense that a cowboy is going to get to the Super Bowl and show it almost last year I did uh but I'm happy for Tank but let's talk about this defense this is the reason why San Seattle is here This is the reason why they're favored. \n", + "195 thanks to beth365 for the odds and of course thank you to you for tuning in and listening whether you've been with us all year or you're just finding us here ahead of the big game a reminder if you like what we're doing rate and review like and subscribe on youtube it just takes a matter of seconds uh but it means a lot to us so please do that when you can todd uh you thought you would get out of this podcast without some super bowl silliness but no because you know i mean i look not my first rodeo i know better that there's always something waiting behind door number three it's a basic one by this by this point in in super bowl betting this is a very common wager what color gatorade is going to get thrown on the winning coach here at the end of super bowl six i mean i feel like you're... \n", "\n", " llama-3.1-8b-instant llama-3.3-70b-versatile openai/gpt-oss-120b \\\n", - "4 0 1 1 \n", - "9 0 1 1 \n", - "12 0 1 1 \n", - "14 1 1 1 \n", - "28 0 1 1 \n", - "39 0 1 1 \n", - "47 0 1 1 \n", - "94 1 1 1 \n", - "95 1 1 1 \n", - "96 0 1 1 \n", - "116 1 1 1 \n", - "119 1 1 1 \n", - "120 0 1 1 \n", - "123 1 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FPl-F2k_KtM \n", + "190 1.0 NaN NaN FPl-F2k_KtM \n", + "193 1.0 NaN NaN FPl-F2k_KtM \n", + "195 1.0 NaN NaN FPl-F2k_KtM " ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -2648,7 +2061,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "080f76f7", "metadata": {}, "outputs": [ @@ -2656,14 +2069,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_3.csv\n" + "Saving CSV file to: c:\\Users\\adria\\OneDrive\\Área de Trabalho\\UF Data Studio\\predictions\\prediction_acquition-youtube\\../data\\yt\\majority_vote\\sports\\batch_11.csv\n" ] } ], "source": [ "base_data_path = DataProcessing.load_base_data_path(notebook_dir=notebook_dir)\n", "save_data_path = os.path.join(base_data_path, \"yt\", \"majority_vote\", \"sports\")\n", - "DataProcessing.save_to_file(predictions, path=save_data_path, prefix='batch_3', save_file_type='csv', include_version=False)" + "DataProcessing.save_to_file(predictions, path=save_data_path, prefix='batch_11', save_file_type='csv', include_version=False)" ] }, { From d20eeec568124f65b1ac9f961faf067caea6d388 Mon Sep 17 00:00:00 2001 From: Adriano Nogueira Date: Sat, 2 May 2026 12:13:48 -0400 Subject: [PATCH 9/9] New videos data --- .../1-extract_transcripts.ipynb | 47 ++++++++++--------- 1 file changed, 26 insertions(+), 21 deletions(-) diff --git a/prediction_acquition-youtube/1-extract_transcripts.ipynb b/prediction_acquition-youtube/1-extract_transcripts.ipynb index a8c8e17..9d08826 100644 --- a/prediction_acquition-youtube/1-extract_transcripts.ipynb +++ b/prediction_acquition-youtube/1-extract_transcripts.ipynb @@ -299,20 +299,25 @@ "| 9 | Super Bowl LX - Patriots vs. Seahawks - Picks and Predictions w/ Todd Fuhrman - Sharp 600 | https://www.youtube.com/watch?v=FPl-F2k_KtM | FPl-F2k_KtM | SPORTS |\n", "| 10 | Predicting the UEFA Champions League TO THE FINAL | https://www.youtube.com/watch?v=AoE8KFAXHSc | AoE8KFAXHSc | SPORTS |\n", "| 11 | Insane Tennis Predictions For 2026 | https://www.youtube.com/watch?v=jCe-bY1nP7o | jCe-bY1nP7o | SPORTS |\n", - "| 12 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", - "| 13 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", - "| 14 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", - "| 15 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", - "| 16 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", - "| 17 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", - "| 18 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", - "| 19 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", - "| 20 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", - "| 21 | 2026 HOUSE Prediction Map Based on NEW POLLS! | https://www.youtube.com/watch?v=DEhAFSPp6lQ | DEhAFSPp6lQ | POLITICAL |\n", - "| 22 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", - "| 23 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", - "| 24 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", - "| 25 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" + "| 12 | MY EARLY WORLD CUP 2026 PREDICTION | https://www.youtube.com/watch?v=SenmTFJUqso | SenmTFJUqso | SPORTS |\n", + "| 13 | FINAL I Predict The FULL 2026 Fifa World Cup… And It Gets CRAZY 😱 | https://www.youtube.com/watch?v=d2k__EvyxHM | d2k__EvyxHM | SPORTS |\n", + "| 14 | My Official 2026 NBA Season Predictions (Finals, Trades, Awards) | https://www.youtube.com/watch?v=VQPYwF94gDY | VQPYwF94gDY | SPORTS |\n", + "| 15 | Avery Johnson’s 5 BOLD PREDICTIONS for 2025 NBA Season: Wembanyama Wins MVP? Clippers Miss Playoffs? | https://www.youtube.com/watch?v=eogPbRmySCk | eogPbRmySCk | SPORTS |\n", + "| 16 | Predicting the ENTIRE 2026 NBA Season | https://www.youtube.com/watch?v=sT51Y-gP9lE | sT51Y-gP9lE | SPORTS |\n", + "| 17 | Morgan Stanley's Wilson Bullish on Stocks for 2026 | https://www.youtube.com/watch?v=sj8tHn6lGAs | sj8tHn6lGAs | FINANCE |\n", + "| 18 | Our 2026 Financial Predictions | https://www.youtube.com/watch?v=mkNOcK-S8XQ | mkNOcK-S8XQ | FINANCE |\n", + "| 19 | Spring Forecast 2026: Wintry Weather Isn’t Finished Yet! | https://www.youtube.com/watch?v=ysSuV0_vnYI | ysSuV0_vnYI | WEATHER |\n", + "| 20 | 2026 Weather Outlook: La Niña’s Exit, El Niño’s Potential and the Signals Farmers Should Watch | https://www.youtube.com/watch?v=nGTBk-VI4Ew | nGTBk-VI4Ew | WEATHER |\n", + "| 21 | Farmers' Almanac Winter Weather Forecast 2025 - 2026 | https://www.youtube.com/watch?v=nsdAJlyjVeA | nsdAJlyjVeA | WEATHER |\n", + "| 22 | Economist makes dire prediction about US employment rate | https://www.youtube.com/watch?v=DieTKcXFyi8 | DieTKcXFyi8 | POLITICAL |\n", + "| 23 | JP Morgan strategist predicts 2026 inflation outlook | https://www.youtube.com/watch?v=l4Gdl6SCTQg | l4Gdl6SCTQg | POLITICAL |\n", + "| 24 | JPMorgan releases new prediction for the US economy in 2026 | https://www.youtube.com/watch?v=hdib59Tj76E | hdib59Tj76E | POLITICAL |\n", + "| 25 | This Fed will remain ‘paralyzed’: Expert makes prediction on future rate hikes | https://www.youtube.com/watch?v=m8tsZKtdtME | m8tsZKtdtME | POLITICAL |\n", + "| 26 | 2026 HOUSE Prediction Map Based on NEW POLLS! | https://www.youtube.com/watch?v=DEhAFSPp6lQ | DEhAFSPp6lQ | POLITICAL |\n", + "| 27 | Saagar REVEALS 2024 PREDICTION: Trump WINS | https://www.youtube.com/watch?v=KIwCGebr5xg | KIwCGebr5xg | POLITICAL |\n", + "| 28 | American Cancer Society Predicting More Cancer Cases in 2026 | https://www.youtube.com/watch?v=oSIQ8l6SqAc | oSIQ8l6SqAc | HEALTH |\n", + "| 29 | Doctors predict uterine cancer rates to rise | https://www.youtube.com/watch?v=WIxqbAJw5hU | WIxqbAJw5hU | HEALTH |\n", + "| 30 | Just over a third of U.S. adults are obese. By 2030, 42 percent will be, says a forecast released Mo | https://www.youtube.com/watch?v=Y8epuW7-TXw | Y8epuW7-TXw | HEALTH |" ] }, { @@ -406,12 +411,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "ddaa9dfa", "metadata": {}, "outputs": [], "source": [ - "video_id = \"FPl-F2k_KtM\"" + "video_id = \"SenmTFJUqso\" #d2k__EvyxHM VQPYwF94gDY eogPbRmySCk sT51Y-gP9lE" ] }, { @@ -448,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "id": "71706281", "metadata": {}, "outputs": [ @@ -468,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "98992167", "metadata": {}, "outputs": [ @@ -483,7 +488,7 @@ "name": "stdout", "output_type": "stream", "text": [ - " \r" + " \r" ] }, { @@ -502,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "f6ce3b55", "metadata": {}, "outputs": [ @@ -600,7 +605,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "767d3f95", "metadata": {}, "outputs": [