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
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely …
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely for his interests and out of revenge for those who indicted him for all his illegal activity. He continues to skate above the law.
Critiques American political system and Republican governance while implicitly contrasting with Canadian approach.
@seemorebutts3428
Mar 4, 2025
Finally Trudeau is talking sense after 9 years of rubbish from him and his Liberal government, I guess he really doesn't care because he's fianally quitting and we are getting a new leader!?!?
Finally Trudeau is talking sense after 9 years of rubbish from him and his Liberal government, I guess he really doesn't care because he's fianally quitting and we are getting a new leader!?!?
The comment criticizes Trudeau's 9-year record as ineffective, though acknowledges recent policy shifts, focusing on government performance evaluation.
Policy Critique
0.80
@brummie0007
Mar 4, 2025
Immigration and liberals have destroyed the country
Immigration and liberals have destroyed the country
Attributes national decline to immigration policy and the Liberal party, combining policy criticism with catastrophic framing.
kjdj7301
Oct 10, 2025
All I want to hear from Canada is how you are going to stop illegal drugs from coming into our country ?About time we get back to American made ??
All I want to hear from Canada is how you are going to stop illegal drugs from coming into our country ?About time we get back to American made ??
Demands Canadian action on drug trafficking while advocating for domestic economic protectionism.
@JaRonFit
Mar 4, 2025
Not my government,.I didnt vote for this shit
Not my government,.I didnt vote for this shit
Expresses dissatisfaction with government policy/decisions while asserting non-identification with current leadership.
@lastrellpoet9331
Mar 4, 2025
Remember all the discussions and debate about implementing tariffs on our closest trade partners and allies during the campaigning of the last election. I don’t either…. That must have been discussed on a private call …
Remember all the discussions and debate about implementing tariffs on our closest trade partners and allies during the campaigning of the last election. I don’t either…. That must have been discussed on a private call with Putin. Makes no sense otherwise. This is terrible for US end the west overall.
Criticizes tariff policy as unexplained and harmful, with an unsubstantiated conspiracy suggestion about Putin involvement.
@ajd89
Mar 4, 2025
Now while I can't stand Joly and that dude. I must admit that the message right on point. Well played Trudope. \n\nNow lets elect a real pm!
Now while I can't stand Joly and that dude. I must admit that the message right on point. Well played Trudope. \n\nNow lets elect a real pm!
Backhanded acknowledgment of a political message while criticizing current leadership and calling for new PM.
Policy Critique
0.80
@TheLOLWHATTTTTTT
Mar 4, 2025
Everyone wants to go back to the fancy talking politicians that just continue to do politics as usual. The same things you complained about for decades now you are pining for. Sheep.
Everyone wants to go back to the fancy talking politicians that just continue to do politics as usual. The same things you complained about for decades now you are pining for. Sheep.
Critiques political establishment for perpetuating status quo while using sarcastic 'Sheep' insult, combining policy analysis with ironic commentary.
@Mickeymouse7727
Mar 4, 2025
Trudeau is corrupt as hell, if you cant see this , your IQ is very low.
Trudeau is corrupt as hell, if you cant see this , your IQ is very low.
Criticizes Trudeau as corrupt while making a dismissive claim about opponents' intelligence, combining policy critique with identity-based rhetoric.
@marceloflugel
Mar 4, 2025
YOU need to stop too many from India. I blame Trudeu for this mess. Kids hear cant 😅get jobs
YOU need to stop too many from India. I blame Trudeu for this mess. Kids hear cant 😅get jobs
Calls for policy change (stop immigration from India) and blames political leadership, with economic concern about job availability for Canadian youth.
bettymcwhirter5626
Aug 28, 2025
A Canadian here who can't agree with the disparaging comments about Trudeau. He has done more good than some earlier Prime Ministers. Enjoying the new free dental coverage he just established? I disagree with him …
A Canadian here who can't agree with the disparaging comments about Trudeau. He has done more good than some earlier Prime Ministers. Enjoying the new free dental coverage he just established? I disagree with him here though when he says Canadians don't hold this tariff thing against Americans. WE DO! You're the ones who elected this wrecking ball who destroys everything (and everyone) he touches. I encourage all our Europeans friends to buy Canadian whenever possible.
Defends Trudeau's policies (dental coverage) while critiquing his tariff stance, combining personal perspective with policy analysis.
@turningofthetide1000
Mar 4, 2025
You suck CNN. Sane-washing a lunatic. He's starting a trade war with his best friend. Think about that. Don't make excuses, don't make apologies. Say it for what it is.
You suck CNN. Sane-washing a lunatic. He's starting a trade war with his best friend. Think about that. Don't make excuses, don't make apologies. Say it for what it is.
Criticizes media coverage and government policy decisions (trade war) while urging others to recognize the situation accurately.
@maryannedouglas
Mar 4, 2025
Is everyone aware that Justin Trudeau resigned? Vote of no confidence. He basically got booted for being horrible for Canada. Judging by the comments section here, there are many thousands of people who literally have …
Is everyone aware that Justin Trudeau resigned? Vote of no confidence. He basically got booted for being horrible for Canada. Judging by the comments section here, there are many thousands of people who literally have zero idea of what they are talking about.
Critiques Trudeau's leadership and government performance while questioning commenters' awareness, mixing policy critique with meta-commentary.
@SparkyMcGee
Mar 4, 2025
The stupidity of trump is incompetent for him to take sides with Russia over our allies will weaken our country and maybe allow our real enemies to invade our country because of his actions getting …
The stupidity of trump is incompetent for him to take sides with Russia over our allies will weaken our country and maybe allow our real enemies to invade our country because of his actions getting rid of people who have experience and knowledge in the job they been doing for years all this action just to be able to get close with Putin to be a dictator also in a country that has been free for over 250 years I want to see if people that support him and the republican will agree with him over the wishes of the American people.
Criticizes Trump's foreign policy decisions and personnel choices while expressing security concerns about national vulnerability.
@jamesadams8595
Mar 4, 2025
Why the US making everyone its enemies? Europe, Canada, Middleeast, Mexico????
Why the US making everyone its enemies? Europe, Canada, Middleeast, Mexico????
Questions US foreign policy approach and expresses concern about deteriorating international relationships.
@Junaayed007
Mar 4, 2025
I have no words to describe the immigration lawyer guy. I'll let others do that. Canada owes these people nothing. They are here on a temporary basis and now must leave. I suspect some will …
I have no words to describe the immigration lawyer guy. I'll let others do that. Canada owes these people nothing. They are here on a temporary basis and now must leave. I suspect some will try to stay but most will go. Their options are miserable and likely far worse then in their home countries.
Argues that temporary visa holders must leave while acknowledging the moral difficulty, combining policy enforcement stance with ethical recognition.
PeterinHamilton
Jan 19, 2026
Trump also wants to defend American workers if he imposes these tariffs he knows what he's doing
Trump also wants to defend American workers if he imposes these tariffs he knows what he's doing
Defends Trump's tariff policy as intentional worker protection, offering analysis of policy rationale.
Policy Critique
0.80
@nikolas2715
Mar 4, 2025
Canada is our friendly neighbor, Trump should work with them rather than punish them with tariff. I am pro Trump but no, not this.
Canada is our friendly neighbor, Trump should work with them rather than punish them with tariff. I am pro Trump but no, not this.
Criticizes tariff policy as punitive while expressing support for Canada as a friendly neighbor.
@James-kl2ic
Mar 4, 2025
20k is nothing. CBSA and law enforcement should do better. This cannot go on forever. Period. It’s harsh and cruel on these people but they know they’re here on a “temporary” basis and their time …
20k is nothing.
CBSA and law enforcement should do better.
This cannot go on forever. Period.
It’s harsh and cruel on these people but they know they’re here on a “temporary” basis and their time is up.
Criticizes enforcement efforts as insufficient while acknowledging the moral difficulty of the situation, balancing policy critique with ethical consideration.
TaxTheFilthyRich
Jan 19, 2026
It is dustbin Trudeau who brought Canada's economy to the ground without any US tariff, and he is in his way out after losing support from his own party. He can say anything he wants, …
It is dustbin Trudeau who brought Canada's economy to the ground without any US tariff, and he is in his way out after losing support from his own party. He can say anything he wants, but the damage is already done.
Criticizes Trudeau's economic policies as the root cause of Canada's problems, dismissing his current statements as irrelevant.
@mrknownothing2470
Mar 4, 2025
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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)