Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Policy Critique
5,980 comments
He acts like a leader and we have a joker ??????
He acts like a leader and we have a joker ??????
Contrasts Trump's leadership with Trudeau's, calling the latter a 'joker' in critical tone with sarcastic punctuation.
@ehteshamkhan4581
Mar 4, 2025
Remember what this sociopath did to your truckers.
Remember what this sociopath did to your truckers.
References Trump's past treatment of Canadian truckers as evidence of harmful policy, critiquing his actions.
@goansunborn
Mar 4, 2025
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Questions why drug trafficking action wasn't taken earlier, with an unsubstantiated claim that it only affects poor people Trump supports.
@physicsariel9237
Mar 4, 2025
Maybe building a Boarder Wall on America's Northern Boarder would be a good idea. Canada is responsible to guard our boarders and allow in only those who we feel qualify. Canada does not close it's …
Maybe building a Boarder Wall on America's Northern Boarder would be a good idea. Canada is responsible to guard our boarders and allow in only those who we feel qualify. Canada does not close it's boarders to those who wish to leave, nor does the United States close it's boarders to those who wish to leave. The United States is free to put up a wall and a boarder crossing anywhere you wish, stop whoever you want to stop from entering your country. I can tell you that The fastest Boarder Wall that I have ever seen go up is the one that Trump just raised between the United States and Canada, the Tariff Wall. What you have done is put signs on our shelves, buy Canadian. You have taken American Product from the top shelf, to the verry bottom shelf, behind the Made in China. You have closed the Travel Agencies to United States travel, nobody wants to go to your country, and I heard that there is going to be a 250% Tariff on hotel accommodations for Americans visiting Canada. It is not only about the Tariffs on Canada, who Used to be your friends, it is about your new friend Russia, who support Terrorist organizations all over the world, including the ones in Gaza who held Americans Hostage, who supports IRAN who supports Russia in murdering and raping women, kidnapping children in Ukraine, torturing and murdering citizens with their hands tied behind their backs. If this is what America supports, if this is what America does to its Ally's, I hope the taps for the oil and the switch for the electricity are turned off, and we never have to worry about each other ever again.\n\nCanada is a country with an Area roughly the size of the United States, with a population 340 Million is 8 1/2 times larger than Canada at $40 Million, with a GDP 9 1/2 times larger than Canada. America is a Bully.
Critiques Canadian border policy and immigration standards while making unverified claims about tariffs and travel restrictions, with comparative framing between US and Canada.
@CarlStarkes-u9y
Mar 4, 2025
Lets talk about the homeless demographics!!!! And the expolsion of tbe number of CANADIANS LIVING HOMELESS IN THE LAST 5 YEARS
Lets talk about the homeless demographics!!!! And the expolsion of tbe number of CANADIANS LIVING HOMELESS IN THE LAST 5 YEARS
Calls for attention to homelessness crisis among Canadians, implicitly critiquing government priorities regarding immigration versus domestic welfare.
RaisingHarmonyRae
Aug 26, 2025
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
US implemented 25% to hold Canada accountable to your promises of halting illegal immigration and fentanyl/drugs crossing the boarders. The two of you must not have had a good meeting!!
Critiques government policy on immigration and border security while making an unverified claim about US tariff motivations.
@Beth-k8n
Mar 4, 2025
Trump’s Fentanyl excuse is probably total BULLSHIT and this isn’t about Fentanyl at all..????
Trump’s Fentanyl excuse is probably total BULLSHIT and this isn’t about Fentanyl at all..????
Dismisses Trump's stated rationale (fentanyl) as false and suggests hidden motives without evidence.
@RichardLoomis-k7x
Mar 4, 2025
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Did not voted for this uneducated narcissist convicted criminal just like everything he touches turns to shit he’s going to ruin this country
Criticism of a political leader and concern about national harm, combining personal attacks with policy-level concerns about the country's direction.
@peterdelannoy1439
Mar 4, 2025
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
The most intelligent JDV should explain DT the difference between trade deficit and subsidies. DT thinks both are the same.
Critiques Trump's understanding of economic concepts, suggesting he conflates trade deficits with subsidies.
Policy Critique
0.75
@paultheva4991
Mar 4, 2025
Says the guy that robbed the truckers
Says the guy that robbed the truckers
A critical accusation against Trudeau regarding the trucker convoy, presenting a specific claim without evidence.
@patrickallen107
Mar 4, 2025
100% ,what are they gonna do about it? Nothing? Probably!
100% ,what are they gonna do about it? Nothing? Probably!
Expresses skepticism about government action on immigration with sarcastic tone, critiquing perceived inaction.
darlenewesley3617
Aug 27, 2025
Thank a Liberal for what we have become, Trudeau and now Carney.. Too many sheep.
Thank a Liberal for what we have become, Trudeau and now Carney.. Too many sheep.
Blames Liberal government leadership while dismissing supporters as 'sheep,' combining criticism with identity framing.
NateForrest461
Aug 27, 2025
Trudeau is a criminal!
Trudeau is a criminal!
Makes a strong accusation against political leadership, functioning as criticism of government rather than a factual claim.
Policy Critique
0.75
Momo-kq9hd
Aug 26, 2025
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
Critiques immigration policy for not prioritizing those in genuine poverty and questions economic benefit.
bobbybird4985
Jan 27, 2026
how could canada be soo deaf dumb and blind?
how could canada be soo deaf dumb and blind?
Expresses frustration with government decision-making on immigration, using rhetorical language to criticize perceived incompetence.
gabrielehalley8533
Jan 29, 2026
Resign already little Castro
Resign already little Castro
Calls for resignation while using a derogatory comparison to undermine the leader's legitimacy.
@johnpalmieri
Mar 4, 2025
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the …
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the boonies. These are all family owned as well, they are usually cousins and siblings and uncles working these places which is why so many canadians complain about the service, because these people are literally unfireable, they sometimes dont even speak english (common) and french (very common for obvs reasons).
Critiques hiring practices and service quality at Tim Hortons, making sweeping claims about family ownership and language barriers across Canadian locations.
Johnitus69
Jan 27, 2026
Donald is gonna end up doubling down, I guarantee it.
Donald is gonna end up doubling down, I guarantee it.
Prediction that Trump will escalate his position, implying criticism of his decision-making approach.
Policy Critique
0.75
@romanmartinez6458
Mar 4, 2025
This is because Trump is brainwashed by Musk who doesn't care for American.
This is because Trump is brainwashed by Musk who doesn't care for American.
Critiques Trump's policies by attributing them to Musk's influence, presenting an unverified causal claim.
@tslavens3092
Mar 4, 2025
Indians must observe local laws,
Indians must observe local laws,
Directive statement about legal compliance, implicitly critiquing immigrant behavior and integration expectations.
jacintochua6885
Feb 13, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)