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
Governor Trudeau, you’ve allowed our country to be ravaged by immigrants and fentanyl. Plus we give you billions of dollars in aid just cuz you’re our neighbor. Additionally, i thought you resigned?
Governor Trudeau, you’ve allowed our country to be ravaged by immigrants and fentanyl. Plus we give you billions of dollars in aid just cuz you’re our neighbor. Additionally, i thought you resigned?
Critiques Trudeau's immigration and drug policies with unverified claims about country being 'ravaged,' plus a factual question about resignation.
@javiercornejo1924
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
Trump is doing this for 1 reason! He cant stand turdhole and who can blame him! turdhole should shut hell up and leave already.
Trump is doing this for 1 reason! He cant stand turdhole and who can blame him! turdhole should shut hell up and leave already.
Criticizes Trump's motivation while using derogatory language toward Trudeau and calling for his resignation.
@BillHunt-x1f
Mar 4, 2025
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled
Stop the flow of human trafficking and drugs you pos, you want to continue a disgusting war. Now you will be humbled
Criticizes government handling of border security and drug trafficking while predicting negative consequences.
@PddIFYU
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
Our government didn't decide to do this.Trump decide to do this and he does not represent all of the american people
Our government didn't decide to do this.Trump decide to do this and he does not represent all of the american people
Critiques government decision-making while asserting that Trump, not the American people, is responsible.
@Marie-AngeZicher
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
As an Indian, I would say no host country allow other country people to use their culture in their country that's it ,filter quality immigrants rather than collecting them as some numbers
As an Indian, I would say no host country allow other country people to use their culture in their country that's it ,filter quality immigrants rather than collecting them as some numbers
Critiques immigration policy as too permissive, arguing for stricter filtering of immigrants based on cultural assimilation criteria.
needsomedetoxforgate
Oct 9, 2025
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
Defends current immigration standards by comparing them to past policies, arguing modern requirements are actually stricter.
jass1794
Oct 11, 2025
Make it fair Make it reciprocal. Not a trade war
Make it fair Make it reciprocal. Not a trade war
Critique of trade policy, calling for fairness and reciprocity rather than trade war tactics.
Policy Critique
0.79
@robwalsh3187
Mar 4, 2025
.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
no use, they'll deport them but before they go, they'll file for refugee, which takes over a year to process, additionally extortion as crime only costs you 500 as fine
no use, they'll deport them but before they go, they'll file for refugee, which takes over a year to process, additionally extortion as crime only costs you 500 as fine
Critiques deportation policy as ineffective due to refugee processing delays and claims about lenient criminal penalties (some claims appear unverified).
GamingXYT
Feb 18, 2026
Having liberals in power for 11 years is a national disaster
Having liberals in power for 11 years is a national disaster
Blames political party for national problems, critiquing governance rather than immigration specifically.
thattuna1570
Jan 19, 2026
Resultado de governos de esquerda. Onde governam, acabam c o país. Canadá, Reino Unido, França, Brasil, etc.
Resultado de governos de esquerda. Onde governam, acabam c o país. Canadá, Reino Unido, França, Brasil, etc.
Blames left-wing governments for Canada's problems while comparing multiple countries, critiquing political policy.
RScarpa1970
Feb 13, 2026
I understand there are issues with migration but the fat racist guy is probably not being objective
I understand there are issues with migration but the fat racist guy is probably not being objective
Acknowledges legitimate migration issues while critiquing the credibility and objectivity of a person featured in the video.
haydenmil22
Jan 27, 2026
shut up Mr Trudeau we don't want to hear youyou steal our money everyday and you blame United States you should be quiet you liar hypocrite
shut up Mr Trudeau we don't want to hear youyou steal our money everyday and you blame United States you should be quiet you liar hypocrite
Attacks Trudeau's fiscal management and credibility, accusing him of hypocrisy and financial mismanagement.
@JakeFehr-f5j
Mar 4, 2025
In other words, "I now you ae unhappy with the horrible budget I just delivered and the way I have mismanaged Alberta's finances, so can I offer you some rage bait instead?"
In other words, "I now you ae unhappy with the horrible budget I just delivered and the way I have mismanaged Alberta's finances, so can I offer you some rage bait instead?"
Accuses political leader of using immigration as distraction from poor budget and financial management decisions.
@craigmilton9892
Feb 20, 2026
The bike guy woweee. Does he think all of Africa is one region? There are a lot of highly intelligent people from wealthier parts of Africa who immigrate to North America.
The bike guy woweee. Does he think all of Africa is one region? There are a lot of highly intelligent people from wealthier parts of
Africa who immigrate to North America.
Critiques oversimplification and stereotyping in video commentary, arguing for more nuanced understanding of African immigrant diversity.
katie91312
Jan 27, 2026
divides the country??? Don't think so, I'm a liberal and I still think immigration was out of control.
divides the country??? Don't think so, I'm a liberal and I still think immigration was out of control.
Critiques immigration policy as excessive while asserting personal political identity to counter divisiveness claims.
neom0nk
Feb 12, 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)