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
There's more illegal immigrants that need to go back to their countries but we will if that will happen
There's more illegal immigrants that need to go back to their countries but we will if that will happen
Expresses concern about illegal immigration and calls for deportations, combining policy criticism with demographic anxiety.
michaellaclark1148
Feb 18, 2026
Trudeau is as bad as CNN .
Trudeau is as bad as CNN .
Criticizes political leadership (Trudeau) through a comparative negative judgment.
Policy Critique
0.75
@AmbientSounds916
Mar 4, 2025
If there so friendly then why did they.screw us for so long.?
If there so friendly then why did they.screw us for so long.?
Expresses grievance about past government treatment, combining criticism of policy decisions with an implicit fairness concern.
@jamesfitzgerald2361
Mar 4, 2025
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Criticizes government immigration policy as 'leaky and inept' while asserting cultural integration expectations and distinguishing between 'good' and 'bad' immigrants.
Debraa-h7d
Sep 7, 2025
pretty sure it's not happening right under the governments nose, it's not like they allow this stuff to happen, that's why we have border patrol
pretty sure it's not happening right under the governments nose, it's not like they allow this stuff to happen, that's why we have border patrol
Critiques government enforcement and border control policies, suggesting the government allows problematic activities.
Policy Critique
0.75
LeakCentral
Jan 27, 2026
this sucks. totally unnecessary. stupid. hurtful.
this sucks. totally unnecessary. stupid. hurtful.
Expresses disapproval of government action as unnecessary and harmful, though without specific policy details.
Policy Critique
0.75
@olamaria1
Mar 4, 2025
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves. I believe a new republic must stretch from the Great Lakes …
Basically chickened out on a referendum to separate (avoid egg on the face) and here's some red meat for the wolves to distract themselves.
I believe a new republic must stretch from the Great Lakes to the Pacific and have at least 80% support across a broad field including the western provinces, the indigenous treaty holders and the territories, including Ontario west of 88⁰ and so the idea of Alberta going it alone obviously ends up with them becoming a US state at best, a territory like Puerto Rico more likely.
More work is needed.
Critiques political strategy and proposes alternative policy framework for regional separation, comparing different governance models.
@brettb9194
Feb 20, 2026
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Skepticism toward politicians and suggestion of hidden information without evidence.
@090763terryhar
Mar 4, 2025
Trudeau you want war by supporting more war.
Trudeau you want war by supporting more war.
Criticizes Trudeau's foreign policy stance on war and military support, framing it as problematic governance.
@josephloumayonado9226
Mar 4, 2025
This is what happens when you put racism first...????
This is what happens when you put racism first...????
Accuses government of prioritizing racism in policy decisions, combining criticism of policy with ethical judgment.
@jermainemitchell2936
Mar 4, 2025
Full Trump. From immigration to voting fraud she has it covered. The only thing she missed was that first graph she showed portrayed population as correlated to debt. The only thing is, without immigration there …
Full Trump. From immigration to voting fraud she has it covered.
The only thing she missed was that first graph she showed portrayed population as correlated to debt. The only thing is, without immigration there will be no population growth, and then she is SOL on raising debt.
Critiques the policy logic by pointing out a flaw in the correlation argument presented, with some hyperbolic framing ('Full Trump').
@tribalbc
Feb 20, 2026
Allowing mass immigration of mostly military aged single men will only increase your population temporarily. If you really want to increase population long term they should be tilting the scales to 60% females < 30 …
Allowing mass immigration of mostly military aged single men will only increase your population temporarily.
If you really want to increase population long term they should be tilting the scales to 60% females < 30 yo.
Critiques immigration policy demographics and long-term population strategy, arguing for different gender/age composition.
nobuddy2012
Jun 20, 2025
Immigration fraud and Canada is defending it...crazy
Immigration fraud and Canada is defending it...crazy
Criticizes government policy on immigration fraud while making an unsubstantiated claim about Canada 'defending' fraud.
hblugsetrtxfgc
Oct 20, 2025
Canada has to double the supply of oil and gas to Europe and Asia as soon as possible, it's a wake up call to woke liberals who are hell bent on cutting carbon emissions
Canada has to double the supply of oil and gas to Europe and Asia as soon as possible, it's a wake up call to woke liberals who are hell bent on cutting carbon emissions
Critiques environmental policy while framing it as ideological and calling for energy production expansion.
@zachariajames2385
Mar 4, 2025
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
Criticism of tariff policy as ineffective compared to drug addiction treatment alternatives.
@stephenholmes5362
Mar 4, 2025
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump …
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump is trying to destroy this country!
Criticism of Trump's isolationist foreign policy with warnings about national consequences.
@larryj8923
Mar 4, 2025
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is …
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is how Trudeau spoke of how it’s going to be hard on Canada and then stuttered about it being hard for Americans. But she FAILED to mention that Canada has vowed to be there and make amends for its citizens unlike America whose government has hung its citizens out to dry. CNN also failed to mention ton that Trump signed the current trade agreement when he was president for his first term. Never thought I would see the day CNN would skirt the issue trying their damndest not to use the words the rest of the world is saying and that’s “What the fuck Donald?” Shame on you CNN. You’re the reason the right information isn’t being put out there.
Criticizes media (CNN) coverage of trade policy and Trump's actions, with secondary commentary on the news outlet itself.
@hlsartistry
Mar 4, 2025
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Rump used Fentanyl as an excuse. Canada was no threat to U.S.
Critiques Trump's use of fentanyl as justification for policy while making an unverified claim about Canada's threat level.
@LadyAngela678
Mar 4, 2025
He insulted Trump by calling him Donald instead of Mr President, then said ‘this is dumb’.\n\nIdiotic. There is always a deal with Donald Trump.
He insulted Trump by calling him Donald instead of Mr President, then said ‘this is dumb’.\n\nIdiotic. There is always a deal with Donald Trump.
Criticism of Trudeau's conduct and approach in dealing with Trump, critiquing his diplomatic strategy and tone.
Policy Critique
0.75
@ObiePaddles
Mar 4, 2025
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
300 cases 10 deported that's Canada Surrey Mayor is a joke so is BC and global news.. COPS ARE A FAIL IN Canada so is global new and its phony narrative
Criticizes enforcement statistics and institutional failures (police, media, government), with unverified claims about deportation numbers and institutional competence.
chrisnewton1179
Feb 18, 2026
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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)