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
If fentanyl is still a problem at the boarder then trump is doing an awful job at the boarder.
If fentanyl is still a problem at the boarder then trump is doing an awful job at the boarder.
Criticizes Trump's border policy effectiveness while making an implicit claim about fentanyl at the border without evidence.
@loubliss7471
Mar 4, 2025
An investigation into NGO's and charities receiving all kinds of funding from the Liberal party to support the oppressed. People come into our country and get aid and assistance on how to work the system. …
An investigation into NGO's and charities receiving all kinds of funding from the Liberal party to support the oppressed. People come into our country and get aid and assistance on how to work the system. Cancel Critical Race Theory initiatives as well. Laith Marouf is a perfect example of the grift.
Calls for investigation into NGO funding and policy changes while alleging systemic abuse and fraud by immigrants and government allies.
marykelly5608
Feb 27, 2026
If Democrats have not gone crazy about their love of illegal immigrants thos would have never had happened
If Democrats have not gone crazy about their love of illegal immigrants thos would have never had happened
Blames Democrats for an unspecified incident through an unsubstantiated causal claim about their immigration stance.
@americandesi7310
Mar 4, 2025
You never confirmed that this is an actual scheme or just a robbery front --- they never saw your $6k, so they never had any reason to show you what might actually be happening. They …
You never confirmed that this is an actual scheme or just a robbery front --- they never saw your $6k, so they never had any reason to show you what might actually be happening. They very well might NOT be trafficking people to the US afaic... This ended before any real 'proof' was established.
Challenges the investigative claims and questions the evidence presented, critiquing the narrative's validity.
danriddick914
Jan 27, 2026
Just so you know, it's illegal own a weapon for the purpose of self defense, you have to pretend it's for something else
Just so you know, it's illegal own a weapon for the purpose of self defense, you have to pretend it's for something else
Critiques Canadian weapons law as overly restrictive, though the claim about self-defense legality is oversimplified and potentially misleading.
Liberty8775
Jan 27, 2026
Free cash is a fucking scam
Free cash is a fucking scam
Critiques a government program (likely referring to immigration benefits) as fraudulent.
blackhawk4178
Jan 27, 2026
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest …
Dont have balls to cover muslim grooming gangs....in uk or child abuse in Afghanistan.... you are pro islamic...... u are covering a story about legal immigration... i know its over immigration... but lets be honest its trudeau who messed it up
Criticizes the creator for selective coverage while blaming Trudeau for immigration policy failures, mixing legitimate critique with unsubstantiated accusations.
ht-i7v8w
Jan 27, 2026
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
I’m sorry but calling Trump smart is the dumbest thing that was said in that speech. Trump is anything but smart, he’s the dumbest President the states have ever had.
I’m sorry but calling Trump smart is the dumbest thing that was said in that speech. Trump is anything but smart, he’s the dumbest President the states have ever had.
Critical assessment of Trump's intelligence and presidential competence, framed as disagreement with the speech's characterization.
Policy Critique
0.75
@DavidElliott4979
Mar 4, 2025
Check out MCGA and findout how the Liberal government is subsidizing these immigrants. 👳🏼♂️👳🏾♂️👳🏿♂️
Check out MCGA and findout how the Liberal government is subsidizing these immigrants. 👳🏼♂️👳🏾♂️👳🏿♂️
Criticizes government subsidies for immigrants with potentially misleading claims and uses stereotypical emoji imagery.
user-sl1hs4jv9u
Jan 28, 2026
Trudeau is such a nancy that I just cannot take him seriously.
Trudeau is such a nancy that I just cannot take him seriously.
Dismissive criticism of Trudeau's leadership credibility, framed as a personal attack on his character rather than specific policy analysis.
@ricb7801
Mar 4, 2025
There is a misunderstanding and disagreement happening between Canada and America obviously but a trade WAR?! Come on now smh that’s a bit dramatic. There is no war of any kind between America and Canada …
There is a misunderstanding and disagreement happening between Canada and America obviously but a trade WAR?! Come on now smh that’s a bit dramatic. There is no war of any kind between America and Canada , not even a trade war. Fake news, knock it off. Smh
Challenges the characterization of trade tensions as a 'war,' dismissing media framing while implicitly critiquing the discourse around the conflict.
@KatrinaMelvin
Mar 4, 2025
The Donald is complete out of control.
The Donald is complete out of control.
Critical statement about Trump's behavior and control, framed as political critique rather than personal narrative.
Policy Critique
0.75
@andreaso.raschendorfer8141
Mar 4, 2025
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Critiques immigration screening and fraud detection systems, though includes stereotyping and unsubstantiated cultural claims.
RashmiThakrat
Feb 3, 2026
How about we hear him in court has everyone forget what he's done and doing to Canada and using this turbulent time to try and save his sorry ass don't fall for it if he …
How about we hear him in court has everyone forget what he's done and doing to Canada and using this turbulent time to try and save his sorry ass don't fall for it if he really cared we would have had a new PM long ago and sing would've got that pension and he's stepped down and closed parliament but still spending billions
Criticism of Trudeau's governance and motives, with unsubstantiated claims about his actions and spending without evidence.
@mikehewitt2146
Mar 4, 2025
too little, too late
too little, too late
Brief dismissal of government action as insufficient and delayed, expressing skepticism about policy effectiveness.
Policy Critique
0.75
pretty_troll
Feb 18, 2026
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
It is a complete lie to say that you can't find Canadians who are willing to work as tire installers!!!!
Commenter disputes the claim that Canadian workers are unavailable for certain jobs, challenging the justification for immigration policy.
andrewwest1045
Feb 11, 2026
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Khalistan is opposed by the Indian government too but when the government demanded to arrest them, the Canadian government protected them for votes.
Alleges government favoritism toward specific groups for political gain, mixing critique with unverified claims.
dreamaway2
Feb 12, 2026
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Accuses government of hypocrisy in immigration enforcement, claiming selective application of deportation rules based on political ideology.
solos7685
Feb 18, 2026
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all …
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all power to America.
Criticizes Trudeau's past behavior at Mar-a-Lago and calls for stronger action, with an unverified characterization of his prior conduct.
@Jorr235
Mar 4, 2025
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)