Datasets:

LeTG
/

psychological-coercion-identification

chunk_id string	source_url string	source_file string	chunk_index int64	text string	word_count int64	psyop_present int64	confidence float64	techniques list	target string	sentiment string	notes string	split string
transcript_001_chunk_0000	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	0	We want to start tonight with a clip from January of 2024. This is from this show and this is Joe Kent who later went on to become until yesterday	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0001	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	1	the director of the National Counterterrorism Center. Here it is. What do you think the immediate and then longer term effects of a war with Iran would be on the	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0002	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	2	United States? >> Immediately it would be very bloody. I I have no doubt that we could probably defeat some of their air defense and go in there and have	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0003	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	3	another shock and awe campaign. But again, like we saw how the shock and awe campaign in Iraq really didn't actually work in the long run. Uh so I have	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0004	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	4	no doubt that we'd have some immediate results that people would cheer about here in the United States, but Iran, Persia has always been an empire. It's been around longer	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0005	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	5	than any of the other players in the modern Middle East right now, and they are not going anywhere. If we get deeply involved and deeply entangled with Iran, we	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0006	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	6	are do we are playing right into China's hands because China would like nothing more than for us to be uh committing our military industrial base to a war in	30	1	0.72	[ "fear_appeal", "us_vs_them" ]	group	negative	Text uses fear about China's strategic interests combined with us-vs-them framing to suggest audience is being manipulated into harmful military commitments.	validation
transcript_001_chunk_0007	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	7	Eastern Europe in Ukraine and then to be committing our conventional military power, our blood and our treasure back in the Middle East. That will make the Pacific, our actual	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0008	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	8	border, extremely vulnerable to Chinese aggression. or China will simply just watch us bleed out economically as we bleed out on the battlefield on these couple different theaters. It's absolute	30	1	0.72	[ "fear_appeal", "us_vs_them", "scarcity_urgency" ]	group	negative	Uses fear-based language about Chinese aggression and economic/military threats combined with us-versus-them framing to create urgency and vulnerability.	train
transcript_001_chunk_0009	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	9	insanity. It's opening up Pandora's box and again for what gain to the American people. >> So the very first thing you notice about that clip which was shot almost	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0010	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	10	exactly a year before the current president was inaugurated is that it was right. It was preient. He called it he called the the general outline. Not that it was	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0011	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	11	hard to call, but Joe Kent knows what he's talking about. He spent a lot of his life in that region. And he said a year before this current presidency	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0012	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	12	began, this is a big serious country. It's the oldest civilization in the region. And if we went to war with Iran, there would be a momentary sugar high. Americans	30	0	0.85	[]	none	neutral		train
transcript_001_chunk_0013	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	13	would support it because they support their own country and they certainly support their military and people would approve of it. But very quickly you could see a process by	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0014	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	14	which we got caught there, trapped there, bear trap. Hard to extricate yourself from that. And sitting on the sidelines would be our chief global competitor, China, who would be	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0015	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	15	silently nodding along with a slowly spreading grin, knowing that they were the main beneficiary of what they were seeing of our waste of American lives and treasure, as Joe	30	1	0.72	[ "loaded_language", "us_vs_them" ]	group	negative	Uses emotionally charged language ('waste of American lives and treasure') and implies an adversarial 'they' benefiting from perceived American suffering, suggesting in-group/out-group division.	train
transcript_001_chunk_0016	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	16	Kent said. So, we haven't reached that stage. Thankfully, we're moving toward it. And everyone who's watching carefully knows that. And if you're honest, you know that. So, this is	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0017	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	17	a very serious moment we're in and we're watching not just a war in Iran, but potentially a total realignment of the world and the loss in some sense of	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0018	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	18	what the United States has globally. This could be the beginning of the end of our influence in a lot of the world. And that's just the beginning. So again,	30	0	0.95	[]	none	negative		validation
transcript_001_chunk_0019	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	19	that's a big deal. It's starting to dawn on people and that leaves Joe Kent as one of the relatively few people connected to this administration who said it in	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0020	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	20	public. Is that good or bad? Well, it may seem good. Of course, you want to be around people who have clarity about what's going to happen next. But in	30	0	0.95	[]	none	neutral		validation
transcript_001_chunk_0021	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	21	practical terms, it's bad. In fact, it's always bad. Whenever you have somebody who stands up and says, "Don't do this. Here's what could happen." And then you do it	30	0	0.85	[]	none	neutral		train
transcript_001_chunk_0022	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	22	anyway. and it turns out that person was right. Your first instinct is not to apologize and correct your behavior. Your first instinct is to crush the person who called	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0023	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	23	it correctly. And that's your instinct because, and it's the lowest of all instincts, but it's a human instinct. That's your instinct because his correct prediction is an indictment of	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0024	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	24	you, of course, and it's a way to deflect attacks on you and your own culpability by blaming the guy who told you it was going to happen before you	30	0	0.95	[]	none	negative		test
transcript_001_chunk_0025	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	25	did it. And this is a longstanding fact of human life. And in the last 60 years in this country, it has been the iron law of foreign policy. Which	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0026	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	26	is to say, when things go wrong, the only people who get punished are the people who criticize the adventure in the first place. You can imagine General Wes Morland	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0027	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	27	attacking Walter Kankite of CBS News. What do you think of Walter Kankite? In my case, not much. But fundamentally, it was Walter Kankite sitting very much on the sidelines	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0028	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	28	saying, "Hey, this war is not going well." And there was General West Morland prosecuting the war. But General West Morland argued till the end of his life in some	30	0	0.95	[]	none	neutral		validation
transcript_001_chunk_0029	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	29	ways successfully that he lost the war because Walter Kankite criticized the war. H is that really true? How many troops did Walter Kankite command? Was he in charge of	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0030	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	30	strategy? Don't think so. He was a newsreader in New York. But you can see why West Morland did that. Why a lot of people believed it agreed agreed with	30	0	0.95	[]	none	neutral		validation
transcript_001_chunk_0031	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	31	West Morland. You saw the same thing happen in the days after the tragic and incredibly stupid Afghan withdrawal under Joe Biden. That didn't help the United States. Of course,	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0032	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	32	we had to get out of Afghanistan, but the way we did it, who would argue that was a good thing? It was a terrible thing and resulted in the	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0033	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	33	deaths of a lot of Americans. So, who was punished for that? As far as we can tell, and we've checked, only one person, and that would be Colonel Stu	30	0	0.95	[]	none	neutral		test
transcript_001_chunk_0034	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	34	Sheller of the United States Marine Corps. What was his crime? Planning the withdrawal from Afghanistan. Oh, no. No. Stu Sheller's crime was saying out loud, "Boy, that didn't work	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0035	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	35	very well. And why'd we do this?" And for that, he went to jail. The people who actually did it, who gave the orders or who carried them out without	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0036	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	36	asking questions about them, which was everybody else, they're fine. You don't even know their names, and they certainly haven't been penalized. So there is a long history because this	30	0	0.95	[]	none	neutral		validation
transcript_001_chunk_0037	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	37	is a standing feature of the way people are that you criticize those who told the truth and who were right who called it ahead of time. Now in a	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0038	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	38	functioning society you get a hold of yourself and you understand that people are like this but if you want to be successful as a society you have to restrain	30	0	0.95	[]	none	neutral		validation
transcript_001_chunk_0039	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	39	that impulse because it's low and it's counterproductive. And if you silence people who tell the truth you end up making the same mistakes again and again and again. And	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0040	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	40	maybe that's why we're here at this pivotal point in our war with Iran. So that's the first thing you notice. Joe Kent was right. Therefore, Joe Kent must be	30	1	0.72	[ "false_dichotomy", "authority_appeal", "us_vs_them" ]	group	negative	Text uses confrontational framing ('war with Iran'), appeals to authority ('Joe Kent was right'), and employs false logical progression to suggest predetermined conclusions about a political figure.	train
transcript_001_chunk_0041	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	41	destroyed. And there is of course this ongoing effort to do that to dismiss Joe Kent as a tool of the Islamists or a leaker or say he's married to	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0042	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	42	someone who works for Hezbollah or lie after lie after lie. that they're all aimed at Joe Kent, the man, at his motives, at his character, at his personality, at	30	1	0.72	[ "loaded_language", "repetition_conditioning", "us_vs_them" ]	individual	negative	Uses loaded language ('Hezbollah'), repetitive 'lie after lie' conditioning, and targets an individual with character attacks while implying an us-vs-them dynamic.	train
transcript_001_chunk_0043	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	43	his wife. And that's by design because none of them touch on his reason for resigning as director of the National Counterterrorism Center. Because if you focused on that, you	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0044	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	44	would have to answer his questions. You'd have to answer, is this true? is what Joe Kent, who possessed highest level intelligence clearances, who was really barred from knowing no	30	0	0.85	[]	none	neutral		train
transcript_001_chunk_0045	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	45	secret in the US government since he was one of our top intelligence officials until yesterday. Seems like a pretty informed guy. Is what he's saying true. That's the last	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0046	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	46	conversation anyone in Washington wants to have. So, just attack him. And you're going to see a lot more of that. The people who said this war was a bad	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0047	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	47	idea will be punished and the more it turns out they were right, which is to say the worse this project goes, the more it becomes obviously counterproductive to American	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0048	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	48	interests, the more vigorously they will be punished unto and including jail. Steu Sheller went to jail. Probably not the only one who will going forward. So you should just	30	1	0.72	[ "fear_appeal", "scarcity_urgency", "thought_termination" ]	individual	negative	Text uses threat of imprisonment and punitive action to discourage specific behaviors, with an incomplete thought suggesting coercive persuasion.	train
transcript_001_chunk_0049	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	49	know that and understand what you're seeing in those terms. The second thing that comes immediately to mind when you watch Joe Kent from January of 2024 talk about what	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0050	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	50	would happen if we went to war with Iran is that what he said that day a year before Donald Trump's inauguration could have been said by Donald Trump maybe	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0051	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	51	with a different style. He was making Donald Trump's case, the case that Donald Trump has made for a very long time. Donald Trump, as everybody knows, became the Republican	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0052	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	52	nominee in 2016, 10 years ago, in part because he was the only Republican running for president that year out of a field of nearly 20 people who was willing	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0053	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	53	to say what everyone else knew but was afraid to say, which is the Iraq war didn't help us. It hurt us. It was a dumb idea. And it went	30	0	0.95	[]	none	negative		test
transcript_001_chunk_0054	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	54	on way too long. And it became the quagmire that people like Donald Trump predicted it would be. and the American public so relieved to hear the truth about something	30	0	0.85	[]	none	mixed		train
transcript_001_chunk_0055	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	55	they already knew made him the Republican nominee despite maybe some concerns. But they did it because hey, he was right and he's the only one brave enough to say	30	1	0.72	[ "authority_appeal", "social_proof", "us_vs_them" ]	group	positive	Uses authority appeal ('they knew'), social proof ('he's the only one'), and implies an in-group vs out-group dynamic by positioning the nominee as uniquely brave compared to unstated others.	train
transcript_001_chunk_0056	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	56	so. And Donald Trump made varieties of that case for the next 10 years and in many cases specifically about Iran because Trump has seen long before most people in	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0057	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	57	Washington before almost anyone in Washington the big picture the outline which is this is a contest between the United States in the west and China in the east a	30	0	0.85	[]	none	neutral		train
transcript_001_chunk_0058	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	58	rising power that matches or maybe exceeds our economic power globally and we have to figure out how to aortion power and we don't want to get sidetracked with engagements	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0059	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	59	like I don't know another endless Middle Eastern war because in the end the only winner of that conflict is China is China in this specific case whoever in the	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0060	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	60	end settles this conflict whether it's the United States or some other power whoever comes in at whatever the end of it is and says enough this is hurting the	30	0	0.95	[]	none	neutral		test
transcript_001_chunk_0061	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	61	world each side has made its point but the global economy has a critical interest in the Persian Gulf. That's energy. And we're going to stop this now. Whoever that	30	0	0.85	[]	none	neutral		train
transcript_001_chunk_0062	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	62	person is will become more powerful than ever. And everyone else will become less powerful. The person who settles disputes is in charge. Not the person who starts them, not	30	0	0.85	[]	none	neutral		train
transcript_001_chunk_0063	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	63	the person who wins them, the person who stops them. When dad comes home and stops the fighting between brother and sister, who's in charge? Dad. because he stopped the	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0064	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	64	conflict. All of which is to say if at the end of this conflict it's China that comes in, China which has a vested interest in what happens in the	30	0	0.95	[]	none	neutral		validation
transcript_001_chunk_0065	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	65	region since they're a major consumer of Gulf energy. If it's China that comes in and restores the energy flows out of the Persian Gulf and restores some version of	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0066	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	66	peace, gets the fighting to stop, then China is in charge of the Persian Gulf. That's just a fact of nature. And so a lot is at stake as Joe	30	0	0.85	[]	none	neutral		train
transcript_001_chunk_0067	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	67	Kent knew, as Donald Trump knew. And so the question is, how did Donald Trump after 10 years of saying one thing do in the pivotal act of his presidency	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0068	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	68	exactly the opposite? That's not just an academic question. It's not the beginning of a conspiracy theory about some shadowy lobby. It's the most important question we face because this	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0069	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	69	is not the first time the United States has entered into this kind of war against the wishes of its own population and in clear contravention of its own interests,	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0070	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	70	against its interests. This isn't good for us. No one has made the case that it's good for us. And increasingly, as the days pass, it becomes obvious to everyone	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0071	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	71	why it's not good for us. And if you don't believe that, then check the prices of f food and fuel and everything you buy because everything you buy is	30	0	0.95	[]	none	neutral		test
transcript_001_chunk_0072	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	72	dependent on the price of energy and the production of fertilizer both of which are affected almost immediately by the closure of the straits of hormuse. So we did this	30	0	0.95	[]	none	neutral		validation
transcript_001_chunk_0073	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	73	again. It's not exactly clear how or why we did this, but we need to find out. And there is great resistance to finding out. And you've noticed that in	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0074	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	74	the last 36 hours since Joe Kent resigned as director of the National Counterterrorism Center, one of our top intel officials, because the attacks on him have prevented an honest	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0075	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	75	conversation about what he's actually saying. And what he's saying is, and he says it clearly, and we're going to ask you about it directly in just a moment, Israel	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0076	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	76	got us into this war. its lobby in the United States pressured the president and its prime minister in Israel told the president, "We're going without you. Join us because	30	0	0.85	[]	none	negative		test
transcript_001_chunk_0077	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	77	if you don't, your troops in the region, your interest in the region, your citizens in the region will all be at risk. You have no choice." They led the	30	1	0.85	[ "fear_appeal", "false_dichotomy", "scarcity_urgency" ]	group	negative	Uses threat-based coercion against a group decision-maker by creating artificial urgency and presenting compliance as the only option to protect citizens and troops.	train
transcript_001_chunk_0078	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	78	way. That's Joe Kent's position. And rather than push back against that and say, "No, actually, he's wrong." They're telling you to shut up. And why are they doing that?	30	1	0.72	[ "us_vs_them", "loaded_language", "thought_termination" ]	group	negative	Text frames a narrative of suppression ('telling you to shut up') and creates an in-group/out-group dynamic while using loaded language to suggest censorship and control.	train
transcript_001_chunk_0079	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	79	Well, there's only one reason people ever become hysterical and slanderous, start screaming at you rather than answering you. It's because they're lying. And the truth is, this is not	30	1	0.65	[ "false_dichotomy", "loaded_language" ]	group	negative	Uses loaded language ('hysterical', 'slanderous') and presents a false dichotomy claiming emotional response definitively indicates dishonesty.	train
transcript_001_chunk_0080	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	80	the first time you've watched people in charge lie. This has been going on a long time. And lies give way to a whole bunch of bad things. More lies.	30	1	0.65	[ "fear_appeal", "loaded_language", "us_vs_them" ]	group	negative	Uses fear-based framing about authorities lying, loaded language ('people in charge'), and implicit us-vs-them division to create distrust and concern.	train
transcript_001_chunk_0081	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	81	Once you tell lie, you bolster it with further lying. hysteria, the fear of being caught lying, the rage and slander. If the person catches me lying, he wins in	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0082	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	82	the zero sum game of lying. I die. You go in the attack to cover your lies. And bad judgment. You can't make wise decisions on the basis of lies	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0083	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	83	cuz they're not true. They're not based in reality. That didn't actually happen or in this case it did happen, but you're pretending it didn't. So a country based on	30	0	0.95	[]	none	neutral		validation
transcript_001_chunk_0084	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	84	lies, like a family based on lies, like an individual life based on lies cannot succeed. In fact, it's hellish as all of us have experienced in our lying. And	30	0	0.95	[]	none	negative		train
transcript_001_chunk_0085	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	85	so the only way out of this is to stop lying, is to tell the truth. now probably 63 years after we should have started telling the truth. But it's	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0086	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	86	never too late to tell the truth now about everything because it's never as painful as you think it will be. It's actually an act of liberation. In fact, it's	30	0	0.95	[]	none	positive		test
transcript_001_chunk_0087	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	87	the only real act of liberation. Telling the truth sets you free because the truth itself sets you free. That is always and everywhere a fact. And the longer you	30	0	0.95	[]	none	positive		train
transcript_001_chunk_0088	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	88	delay doing that, the more horrible the consequences of your lies. So let's hope that tonight with this conversation with Joe Ken is the beginning of the long overdue truthtelling	30	0	0.85	[]	none	negative		train
transcript_001_chunk_0089	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	89	which is the only thing that will save this country. And one final note about Joe Kent who I spent the last 24 hours with. Joe Kent's resume hardly needs	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0090	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	90	explanation because everyone is aware this is a man who deployed on 11 combat missions to the global war on terror. This is sort of the perfect representation of the	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0091	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	91	Giwat generation. This is one of those guys we often celebrate but too rarely hear from who we sent out to fight the so-called war on terror that began on	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0092	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	92	911. And it's an entire generation of men, men who look and sound for the most part very much like Joe Kent. So the implication, of course, he doesn't care	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0093	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	93	about security or he's soft on Iran. Joe Kent spent well the majority of his 20s and 30s fighting Iranian proxies and watching his friends get killed by them. So	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0094	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	94	this is someone who actually earned the right to speak about Iran and the war on terror. And of course, he was the director of the National Counterterrorism Center. So,	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0095	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	95	he's thought a lot about terrorism in this country and the blowback from events like this, and we're going to ask him about that as well. But the other thing	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0096	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	96	to notice about Joe Kent, and it may be his defining factor, is that he doesn't slander anyone. His resignation letter was not an attack on Donald Trump. It wasn't	30	0	0.95	[]	none	neutral		test
transcript_001_chunk_0097	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	97	a promise to write a tell all memoir about what he saw on the inside or to aggrandise himself or to get a job on a TV show or sell	30	0	0.95	[]	none	neutral		train
transcript_001_chunk_0098	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	98	something. I asked him at dinner last night, "What are your plans?" None. He did this purely because he believes, as he'll explain in a second, this is the only	30	0	0.95	[]	none	neutral		test
transcript_001_chunk_0099	https://youtu.be/1cbw1utqzHg?si=6FgOzTcvIypubRx0	transcript_001.txt	99	way to save the United States from certain disaster. Tell the truth. Heir the secrets. Be honest for once in decades about what is actually happening. Things that everybody who	30	0	0.95	[]	none	neutral		validation

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Psychological Coercion Identification Dataset

Overview

A labeled dataset of 12,655 text chunks derived from 24 publicly available YouTube interview transcripts, annotated for psychological coercion techniques and PSYOP (Psychological Operations) indicators.

Built to support fine-tuning of open-source language models on coercive language detection, propaganda identification, and influence operation analysis.

Intended Uses

Fine-tuning NLP classifiers to detect psychological manipulation in text
Research into propaganda, coercion, and influence operations
Training content moderation systems for media literacy tools
Academic study of persuasion and coercive communication patterns

Dataset Statistics

Metric	Value
Total labeled chunks	12,655
Source videos	24 YouTube interviews
Chunk size	~30 words per chunk
PSYOP present (label=1)	1,317 (10.4%)
PSYOP absent (label=0)	11,338 (89.6%)
Train split	10,137 rows
Validation split	1,254 rows
Test split	1,264 rows

Technique Distribution

Technique	Occurrences
loaded_language	973
us_vs_them	886
fear_appeal	424
false_dichotomy	416
identity_targeting	148
scarcity_urgency	140
authority_appeal	121
information_control	98
social_proof	61
repetition_conditioning	59
thought_termination	52
guilt_induction	37
gaslighting	16
victimhood_framing	4

Dataset Schema

Field	Type	Description
chunk_id	string	Unique identifier for the chunk
source_url	string	YouTube URL the chunk was derived from
source_file	string	Transcript filename
chunk_index	int	Position of chunk within its source transcript
text	string	The raw ~30-word text chunk
word_count	int	Number of words in the chunk
psyop_present	int	Binary label: 1 = coercive language detected, 0 = absent
confidence	float	Annotator confidence score (0.0–1.0)
techniques	list[string]	Detected technique labels (see definitions below)
target	string	Coercion target: individual, group, or none
sentiment	string	positive, negative, neutral, or mixed
notes	string	Brief annotation reasoning
split	string	train, validation, or test

Technique Label Definitions

Label	Definition
fear_appeal	Uses fear or threat of harm to influence behavior or belief
false_dichotomy	Presents only two options when more exist
loaded_language	Emotionally charged words used to influence perception
repetition_conditioning	Repeats phrases or ideas to normalize them over time
authority_appeal	Invokes authority figures to bypass critical thinking
social_proof	Implies that everyone believes or does something
scarcity_urgency	Creates artificial time pressure or scarcity to force decisions
identity_targeting	Exploits group identity or sense of belonging
guilt_induction	Uses guilt or shame to manipulate behavior
love_bombing	Overwhelming praise or affection to gain compliance
thought_termination	Uses clichés or platitudes to shut down critical thinking
us_vs_them	Creates in-group vs out-group division to polarize
gaslighting	Causes the target to question their own perception of reality
information_control	Restricts, distorts, or selectively presents information

Class Imbalance Note

This dataset reflects real-world distributions of coercive language in interview and documentary content. The 89.6% negative class majority is intentional and realistic — most speech is not overtly coercive even in content that contains manipulative elements.

When fine-tuning models on this dataset, consider:

Weighted loss functions (e.g. class_weight='balanced' in sklearn)
Oversampling the minority class (e.g. SMOTE)
Adjusting classification thresholds post-training

Annotation Methodology

Text chunks were annotated using Claude Haiku (claude-haiku-4-5) via the Anthropic API with a controlled vocabulary system prompt enforcing consistent label taxonomy across all 14 technique categories. Chunk size was fixed at approximately 30 words to capture sentence-level coercive patterns.

All source material consists of publicly available YouTube content. Transcripts were extracted using YT-DLP with automatic deduplication applied to remove caption overlap artifacts inherent in YouTube's ASR system.

License

Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)

You are free to share and adapt this dataset for any purpose, including commercial use, provided you give appropriate credit and distribute any derivative works under the same license.

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Number of rows:

12,655