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
Search & Filter
Policy Critique
5,980 comments
That was a solid speech from Trudeau. Tariff is a desastrous action from Trump. He hide his real agenda in his campaign. I hope a vast majority of American realize how dumb and bully a …
That was a solid speech from Trudeau. Tariff is a desastrous action from Trump. He hide his real agenda in his campaign. I hope a vast majority of American realize how dumb and bully a President they have.
Commenter criticizes Trump's tariff policy as destructive and accuses him of hidden agendas, combining policy analysis with moral judgment.
@phillandry
Mar 4, 2025
This will be a good excuse for this gov't to print money again and create inflation. I can't believe how many people believe this two faced resigned PM.
This will be a good excuse for this gov't to print money again and create inflation. I can't believe how many people believe this two faced resigned PM.
Commenter criticizes government's fiscal response (money printing, inflation) and expresses distrust of the PM's credibility.
@e75short14
Mar 4, 2025
Nothing absolutely nothing will happen to them,they are protected by the Liberal government .Criminals values are Canadian values
Nothing absolutely nothing will happen to them,they are protected by the Liberal government .Criminals values are Canadian values
Criticizes government protection of criminals and makes a sweeping claim equating criminal values with Canadian values, blending critique with inflammatory rhetoric.
alfredoramos198
Feb 18, 2026
Stop all drugs and illegals from the USA then he will remove it
Stop all drugs and illegals from the USA then he will remove it
Critiques border policy by suggesting stricter enforcement against drugs and undocumented immigrants as a negotiating position.
Policy Critique
0.80
@harlowhahn7582
Mar 4, 2025
They have a massive country why don’t they fix their country before jumping ship and making everywhere else where they left. It’s not racist or xenophobic to ask why people would rather make a new …
They have a massive country why don’t they fix their country before jumping ship and making everywhere else where they left. It’s not racist or xenophobic to ask why people would rather make a new country into their home country as opposed to fixing their problems at home.
Critiques immigration policy by questioning why people immigrate rather than fix home countries, framed as a legitimate policy question.
NikolasSerpanos
Jan 28, 2026
Please research the FAKE trucking schools and inept semi drivers who are killing and maiming people on a regular basis. Humboldt Broncos accident in Saskatchewan, case in point. A company of two people, the boss …
Please research the FAKE trucking schools and inept semi drivers who are killing and maiming people on a regular basis. Humboldt Broncos accident in Saskatchewan, case in point. A company of two people, the boss who “trained” him, and the driver, who blew past a gigantic stop sign that was visible half a mile away because he was worried that “the tarp was flapping” on his load.
Criticizes inadequate regulation of trucking schools and driver training standards, citing a fatal accident as evidence of systemic failure.
Mrs.LadeyBug
Jan 28, 2026
Most other Canadians I know are sick and tired of immigration, specifically from India. Our federal government is insanely corrupt, and this needs to stop. I'm hearing more support for reverse immigration everywhere. Time to …
Most other Canadians I know are sick and tired of immigration, specifically from India. Our federal government is insanely corrupt, and this needs to stop. I'm hearing more support for reverse immigration everywhere. Time to start sending the invaders home
Critiques government immigration policy while calling for deportation and framing immigrants as invaders.
elduderino3768
Jan 28, 2026
This guy is not a reasonable politician! Hes a big dick tator
This guy is not a reasonable politician! Hes a big dick tator
Criticizes the politician's reasonableness and character as a leader, though expressed with insults.
Policy Critique
0.80
@mikewilliams6086
Mar 4, 2025
Handguns are illegal though.
Handguns are illegal though.
Factual statement about Canadian handgun policy, likely challenging or contextualizing claims made in the video.
scoob2396
Feb 18, 2026
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning Canadian government policies and why immigration authorities are asleep at the wheel as visas and permits expire and people overstay their visits. Quality of Canadian YT content is being run into the sewage by creators like you.
Criticizes the video creator while advocating for focus on government immigration enforcement failures and visa/permit overstays rather than sensationalism.
asuchit
Feb 27, 2026
Pathetic Leftie weakling???Trump must be quaking in his boots. Best thing Trudeau can do is resign and let a proper man or woman run the country, both will have more Balls than him.
Pathetic Leftie weakling???Trump must be quaking in his boots. Best thing Trudeau can do is resign and let a proper man or woman run the country, both will have more Balls than him.
Criticizes political leadership as weak and calls for resignation, using gendered language to assert standards for national leadership.
@tonyr3091
Mar 4, 2025
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK …
CANADIAN SOCIETY HATES JUSTIN TRAITOR TRUDEAU MAKE THAT MAKE SENSE TO USA us Canadian who he said he resigned to he's still her HE FIRED CANADIAN MILITARY ELITE JTF2 BCS OF VACCINE MANDATE THEY RISK THIER LIFE 20 YEARS IN IRAQ AFGHAN NATO TOOK THIER CORRIE AND PENSION BENEFITS ARRESTED #FREEDOMCONVOY2022 BUT LET PALESTINIAN PROTESTERS SCREAMING KILL JEWISH PEOPLE ACROSS THE COUNTRY JUSTIN TWO FACED EVIL TO THE CORE \nDON'T BELIEVE ANYTHING HE SAYS
Multi-faceted critique attacking Trudeau's policies on military mandates, protest handling, and perceived hypocrisy, with identity framing as 'Canadian' and implicit call to action against him.
@serget2168
Mar 4, 2025
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much …
Trudope is a sally - Nobody wants this idiot running their country neither. Just like busted up Biden. PAY YOUR FAIR SHARE CLOWN - You have your own people already not able to afford much do to your own destructive policies. Fix it !! Saying your doing everything necessary but actually doing nothing and haven't since you been there.
Sustained critique of Trudeau's governance, combining personal attacks with economic arguments about affordability and policy failures.
@jaceSHO
Mar 4, 2025
2:57 this is how you know a liberal leader = pure destruction of a culture and country. Even the Indians think there’s too many Indians in Canada.
2:57 this is how you know a liberal leader = pure destruction of a culture and country. Even the Indians think there’s too many Indians in Canada.
Blames liberal leadership for cultural/national destruction and references demographic concerns about Indian immigration.
Kian.310
Jan 28, 2026
The immigration "system" is functioning EXACTLY the way the Liberals want it to. Start there. END Multiculturalism and Bilingual as official Canadian policies. Quebec is unilingual.
The immigration "system" is functioning EXACTLY the way the Liberals want it to. Start there. END Multiculturalism and Bilingual as official Canadian policies. Quebec is unilingual.
Critiques government immigration system and multiculturalism policy while calling for policy reversal.
Joseph-n4c5l
Aug 25, 2025
More pretty words from a career politician
More pretty words from a career politician
Dismissive critique of political rhetoric, suggesting Trudeau's statements are empty words from a career politician.
@freshforeigner
Mar 4, 2025
Trudeau is a fool that no Canadian likes. \nHis pride will make things worse for canadians.\nWhat an idiot
Trudeau is a fool that no Canadian likes. \nHis pride will make things worse for canadians.\nWhat an idiot
Criticizes political leader's governance and character while asserting Canadian collective disapproval.
@nameyourchannel7844
Mar 4, 2025
He's groveling without trying to look like he's groveling.
He's groveling without trying to look like he's groveling.
Critiques Trudeau's diplomatic approach as inauthentic or performative, suggesting his actions lack genuine conviction.
Policy Critique
0.80
@scottbillingham2221
Mar 4, 2025
Trump you are quick and ready to dish dirt.therefore be open to accepting what is given back.Dumb behavior which will hurt both nations immensely.
Trump you are quick and ready to dish dirt.therefore be open to accepting what is given back.Dumb behavior which will hurt both nations immensely.
Criticizes Trump's tariff decision as harmful and hypocritical, appealing to fairness and mutual respect between nations.
@marjoriedennis
Mar 4, 2025
I really dont believe she got elected. She cannot speak, she cannot think and she sound completly moronic. How could she run a campaign?
I really dont believe she got elected. She cannot speak, she cannot think and she sound completly moronic. How could she run a campaign?
Questions the immigration minister's competence and fitness for office based on perceived communication and cognitive deficits.
Policy Critique
0.80
BradBarry-g8e
Feb 27, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)