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
The fool wants tarrifs, Canada. There's just nothing you can do. Nothing you'll put in place will be enough. What they're asking is only excuses.
The fool wants tarrifs, Canada. There's just nothing you can do. Nothing you'll put in place will be enough. What they're asking is only excuses.
Critiques US tariff policy as unreasonable and argues Canadian concessions will never satisfy demands.
@FutureCommentary1
Mar 4, 2025
Sort out your Canadian problems first.
Sort out your Canadian problems first.
Critiques Canadian government priorities, suggesting domestic problems should be addressed before external engagement.
Policy Critique
0.79
@reacunningham841
Mar 4, 2025
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade. After 4 years, they will change to another "talking head" and will invent another bogeyman, …
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade.
After 4 years, they will change to another "talking head" and will invent another bogeyman, to brainwash people.
Criticizes voter amnesia enabling Liberal governance and alleges deliberate political manipulation through distraction tactics and scapegoating.
Justaperson717
Jun 17, 2025
keep american guns and gangsters Out of Canada. \nTHEY need to fix THAT. \ncanada does not need a ridiculous, gold braid infested czar, we're Canadian, not russian!
keep american guns and gangsters Out of Canada. \nTHEY need to fix THAT. \ncanada does not need a ridiculous, gold braid infested czar, we're Canadian, not russian!
Calls for policy action against American influence while asserting Canadian identity and rejecting authoritarian governance.
@judithfahey-t9o
Mar 4, 2025
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for …
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for the country. How many Westerners living in Africa integrated with local Africans even after living there for centuries? It is human mentality to practice your culture when you become a minority in another country.
Nuanced critique of immigrant integration practices, comparing to Western behavior in Africa, questioning loyalty while acknowledging legitimate cultural expression.
venkateswarluk5133
Aug 25, 2025
I guess canada thinks its ok if they tarriff us be we cant tarriff them..gtfoh
I guess canada thinks its ok if they tarriff us be we cant tarriff them..gtfoh
Criticizes Canadian tariff policy as hypocritical, expressing frustration with perceived unfair trade practices.
@Cosmo__Kramer
Mar 4, 2025
I will say this,Trump is a hell a lot better then biden, but I'm against tariffs altogether
I will say this,Trump is a hell a lot better then biden, but I'm against tariffs altogether
Compares Trump favorably to Biden while critiquing tariff policy as a specific government position.
@nink1239
Mar 4, 2025
How much more of this are we going to take? The orange man is our employee.
How much more of this are we going to take? The orange man is our employee.
Critiques government authority and foreign interference while implicitly calling for resistance or action.
@Mike28625
Mar 4, 2025
Our very stable genius is the dumbest president ever to have held office. À total disaster is about to unfold. Fasten your seatbelts!
Our very stable genius is the dumbest president ever to have held office. À total disaster is about to unfold. Fasten your seatbelts!
Criticizes US leadership competence and warns of negative consequences with alarmist language.
@Cachi-7
Mar 4, 2025
The tariff is because they would not increase their military spending with nato
The tariff is because they would not increase their military spending with nato
Offers alternative explanation for US tariffs (NATO military spending), critiquing the framing of the conflict and contextualizing policy motivations.
@williamraygor6532
Mar 4, 2025
1% of fentanyl come in from canada for the same reason less than 1% of tacos come from canada. the United States military is your border so chill tf out
1% of fentanyl come in from canada for the same reason less than 1% of tacos come from canada. the United States military is your border so chill tf out
Disputes the fentanyl claim with a statistical comparison and critiques U.S. border security framing, presenting an unverified statistic about fentanyl sourcing.
@nopullingoutXD
Mar 4, 2025
? no justification? Commitments mean nothing, you have done nothing but talk for years. And attacking the US president shows that your grasp of power is fading. I wish Canada the best and hope they …
? no justification? Commitments mean nothing, you have done nothing but talk for years. And attacking the US president shows that your grasp of power is fading. I wish Canada the best and hope they get a Prime Minister they deserve.
Criticizes Trudeau's leadership record and policy commitments while comparing him unfavorably to other leaders.
@user-oo7vd2jv4i
Mar 4, 2025
I guess many Canadian citizens were suffering from the consequences of the crazy immigration policies over the past 5 years caused by Justin Trudeau
I guess many Canadian citizens were suffering from the consequences of the crazy immigration policies over the past 5 years caused by Justin Trudeau
Criticizes government immigration policy under Trudeau and attributes negative consequences to citizens, blaming specific policy decisions.
philteng760
Feb 1, 2026
.any and all immigrants should co e here legally and be able to support themselves es co pletely. No tax dollars to house, feed, educate, themselves etc. Co panies should not get money to hire …
.any and all immigrants should co e here legally and be able to support themselves es co pletely. No tax dollars to house, feed, educate, themselves etc. Co panies should not get money to hire them. All I. Gra ts I cludi g refugees should pay to go school here that is K- 12education and pay for all helthcare. And finally only Christians
Proposes restrictive policy conditions for immigrants (self-sufficiency, no public support, religious preference) with incomplete text suggesting religious discrimination.
cherylwright5540
Aug 25, 2025
Tuck Frump \nTuck MAGA \nYour Felon President couldn't operate a CASINO and declared BANKRUPTCY....\nand Now he is Tip Towing his WAY TO BANKRUPT U...\nTHE AMERICAN PEOPLE AND ITS ECONOMY...
Tuck Frump \nTuck MAGA \nYour Felon President couldn't operate a CASINO and declared BANKRUPTCY....\nand Now he is Tip Towing his WAY TO BANKRUPT U...\nTHE AMERICAN PEOPLE AND ITS ECONOMY...
Criticizes Trump's business failures and current economic policies through sarcastic, mocking language.
@tonycordeiro5495
Mar 4, 2025
I don’t know, but when I come to USA from car or plane, I have to pass US Customs at the borders or airports, so how can US authorities can say that the Canadians let …
I don’t know, but when I come to USA from car or plane, I have to pass US Customs at the borders or airports, so how can US authorities can say that the Canadians let pass drugs or other illégale substances when its the US border are the ones that control what’s going in the US.
Questions US border control logic and critiques the blame placed on Canada for drug trafficking.
@GilbertRybicki
Mar 4, 2025
Host Country have Authority to Dispose that kind of people of any kind ethnicity with sick attitude except who assimilate on Host Country and law abiding immigrants......if Canada and other Host Country ignore this Good …
Host Country have Authority to Dispose that kind of people of any kind ethnicity with sick attitude except who assimilate on Host Country and law abiding immigrants......if Canada and other Host Country ignore this Good Luck and Good Luck
Critiques host country immigration policy, arguing for stricter enforcement against non-assimilating immigrants while supporting law-abiding ones.
superduper7485
Feb 17, 2026
Follow laws or the law should make you leave or else is a free for all like under liberals. We need common sense not liberal nonsense like we have had for 13 years.
Follow laws or the law should make you leave or else is a free for all like under liberals. We need common sense not liberal nonsense like we have had for 13 years.
Criticizes current enforcement of immigration laws and calls for stricter, more 'common sense' policies.
user-uj2tc9dm4t
Jan 21, 2026
I cannot see any sanity, logic, or forward looking, with putting tariffs on our allies. It is hurtful to everyday Americans. Who benefits from this? The wealthy, like t-rump, and his cronies. Meanwhile the traitorious …
I cannot see any sanity, logic, or forward looking, with putting tariffs on our allies. It is hurtful to everyday Americans. Who benefits from this? The wealthy, like t-rump, and his cronies. Meanwhile the traitorious Supreme Court works on bending the law to suit t-rumps bidding. We are early in this presidency. If you think inflation was a very serious concern of t-rump or the repubies, why doesn't he fix it right now? What he is doing is causing inflation to skyrocket with no end in sight. Those of you wealthy who think t-rump is right are a leach who feeds off of taking from those who have little to nothing. If t-rump wanted to he could fix it on day one like he said. He has no idea what he is doing - laying off thousands of federal workers. He wants to bring jobs to America by becoming a traitor to our very faces with putin. you repubes are all traitors to what the Flag stands for. Those jobs won't come in the next 4 years. If there are no manufacturing plants in the U.S. we will have to build them. How long will it take to build these factories and tool them up to accept workers? None of what the repubes agenda is set about bringing jobs to America - the way I see it, we are losing jobs now. The factories won't be ready for years. You who voted for this freak - I hope you suffer the most.
Extensive critique of Trump's tariff and economic policies, arguing they harm ordinary Americans while benefiting the wealthy and contradicting campaign promises.
@patrickmchatton7958
Mar 4, 2025
The only bogus claim is from this leach of an MP. The typical Con making up stories. This is a non issue. Once it has been determined their claim denied, they are deported.
The only bogus claim is from this leach of an MP. The typical Con making up stories. This is a non issue. Once it has been determined their claim denied, they are deported.
Disputes the MP's claims and argues the issue is overblown, defending current immigration enforcement procedures.
7shyman
Feb 24, 2026
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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)