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
so, if trump decides to take tariffs of Canada will it go back to as before and forget countries that stood by you because that's trumps plan showing his ugly side, so he is accepted …
so, if trump decides to take tariffs of Canada will it go back to as before and forget countries that stood by you because that's trumps plan showing his ugly side, so he is accepted when he offers a crumb of bread
Critiques Trump's inconsistency and strategic manipulation regarding tariffs, expressing concern about abandonment of allied nations.
@joinfero
Mar 4, 2025
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, …
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, American journalists STOP repeating the lies... you know from the facts on your own border website that THIS IS NOT ABOUT FENTANYL OR ILLEGAL IMMIGRATION! It's shocking to me how you all keep repeating Trump's false claims when you know they are FALSE!
Criticizes media coverage and accuses journalists of repeating false claims about fentanyl and immigration, combining media critique with disputed factual assertions.
@silkeotd7194
Mar 4, 2025
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Criticizes Trudeau's drug policy and character, combining policy critique with personal attacks and identity-based dismissal.
@oscarmorvillo2267
Mar 4, 2025
If deportees are illegal...than well done.
If deportees are illegal...than well done.
Brief approval of deportation policy for illegal immigrants, expressing support for enforcement.
Policy Critique
0.75
kallachnadra
Dec 30, 2025
Come on. Stop blaming everything on Putin. Trump is just dump and crazy all on his own.
Come on. Stop blaming everything on Putin. Trump is just dump and crazy all on his own.
Critiques the tendency to blame Putin for Trump's actions, arguing Trump bears personal responsibility for his behavior.
Policy Critique
0.75
@deborah3783
Mar 4, 2025
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Accuses Trudeau of dishonesty regarding tariffs; combines policy critique with an unsubstantiated claim about historical tariffs.
@Htown156
Mar 4, 2025
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Criticizes Canadian border security as corrupt and incompetent without providing evidence, attributing fentanyl flow to systemic failure.
@richsage3235
Mar 4, 2025
What does anyone expect DT is the dumbest president in 250 yrs of A Democratc Republic!
What does anyone expect DT is the dumbest president in 250 yrs of A Democratc Republic!
Criticizes Trump's presidential performance and competence, framing him as historically incompetent.
@cathydeanne597
Mar 4, 2025
Presidente Trump told you a month ago about the trade deficit in favor of Canada, also he told you about the fentanyl problem, but you ignored it and now you are complaining. What the f...
Presidente Trump told you a month ago about the trade deficit in favor of Canada, also he told you about the fentanyl problem, but you ignored it and now you are complaining. What the f...
Argues Canada ignored Trump's warnings about trade deficit and fentanyl, framing it as policy failure.
@guarchicona
Mar 4, 2025
Man this sounds like propaganda
Man this sounds like propaganda
Dismisses the content as propaganda, implying criticism of the messaging or framing presented.
Policy Critique
0.75
@OfSunFlowers
Mar 4, 2025
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Criticizes immigration policy under recent governments, claiming standards have declined and undesirable immigrants are now being admitted.
wseto09
Feb 27, 2026
Trudeau, the man who froze worker's bank accounts for having a different opinion to him, is talking about how others behave?\n\nAnd of course the fans of CNN are all completely brainwashed. This comment section is …
Trudeau, the man who froze worker's bank accounts for having a different opinion to him, is talking about how others behave?\n\nAnd of course the fans of CNN are all completely brainwashed. This comment section is the epitome of insanity.
Criticizes Trudeau's past actions (freezing bank accounts) and dismisses opposing commenters as brainwashed, combining policy critique with identity-based dismissal.
@----.__
Mar 4, 2025
Trudeau you broke Canada, also not only Fyntenal but a 200 Billion$$$ Deficit between United states and Canada that you are freaked out your going to loose.
Trudeau you broke Canada, also not only Fyntenal but a 200 Billion$$$ Deficit between United states and Canada that you are freaked out your going to loose.
Blames Trudeau for Canada's problems and cites specific figures (200 billion deficit, fentanyl) without evidence, combining policy criticism with unsubstantiated claims.
@hsakldjfhd
Mar 4, 2025
Fentinol........... you have no idea how much is in our country , you just found one lab in BC . So how many more ? Keep talking Trudeau
Fentinol........... you have no idea how much is in our country , you just found one lab in BC . So how many more ? Keep talking Trudeau
Criticizes Trudeau's drug policy response while implying unverified claims about hidden fentanyl labs.
@sherryvanderkooi7459
Mar 4, 2025
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Blames government leadership for permissive immigration policy, critiquing political decision-making on the issue.
Policy Critique
0.75
TownGirl04
Jan 27, 2026
It's painfully obvious, most Americans are utterly embarrassed by this administration. Soldout to AIPAC. SMH
It's painfully obvious, most Americans are utterly embarrassed by this administration. Soldout to AIPAC. SMH
Critiques American administration policies and alleged corporate influence while implicitly comparing to Canadian governance.
@MrOwl-X
Mar 4, 2025
This is what happens when you vote for liberal democrats and have zero men with a spine
This is what happens when you vote for liberal democrats and have zero men with a spine
Criticizes political leadership and governance while invoking gendered identity claims about national strength.
brownry3508
Jan 27, 2026
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
Criticizes government failure to secure border and stop fentanyl, with unsubstantiated claim about China payments influencing policy.
@JustinCase-ft3gv
Mar 4, 2025
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
And the" She Devil" rises! Your mismanagement of Provincial funds have been an issue for a long time...why don't you tell the truth....how much is the Oil Cartel Paying you 😉
Criticizes government mismanagement and financial decisions while making conspiratorial insinuations about corruption.
@mercedessiebert8585
Feb 21, 2026
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Expresses concern about US presidential policies and their national impact, framed as general criticism rather than specific policy analysis.
@rachelg7751
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)