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
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
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
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
Trudeau and Freeland really screwed Canada
Trudeau and Freeland really screwed Canada
Blames specific political leaders for Canada's immigration problems, attributing national decline to their policy decisions.
Coldbeer-s2y
Jan 19, 2026
if your country is better then go home. go back home and make a living there. stop inflating our economy and welfare. if you immigrant here then you stay here. we should charge immigration tax …
if your country is better then go home. go back home and make a living there. stop inflating our economy and welfare. if you immigrant here then you stay here. we should charge immigration tax from their respective country.
Proposes policy changes (immigration tax, welfare restrictions) and critiques current immigration and economic management.
MouseCIick
Jan 27, 2026
I love close by. The fact that it's so bad that Tyler made this video, worries me.
I love close by. The fact that it's so bad that Tyler made this video, worries me.
Expresses concern about local conditions ('close by') being so problematic that it warranted a critical video.
Hithere-dc2qx
Jan 27, 2026
Black Canadians of African origin (2nd gen) vs non-racialized Canadians, ages 25–54: • High school diploma (or equivalent): Black about 96% vs non-racialized about 94% • Any postsecondary credential: Black about 74% vs non-racialized about …
Black Canadians of African origin (2nd gen) vs non-racialized Canadians, ages 25–54:
• High school diploma (or equivalent): Black about 96% vs non-racialized about 94%
• Any postsecondary credential: Black about 74% vs non-racialized about 73%
• Bachelor’s degree or higher: Black about 48% vs non-racialized about 38%
• Women, bachelor’s degree or higher: Black 57% vs non-racialized 41%
Source: StatsCan, 2021 Census
Presents statistical data comparing educational attainment between demographic groups, implicitly challenging narratives about immigrant or racialized disadvantage.
Policy Critique
0.78
Kingfisher100
Jan 29, 2026
All they had to do was lower their tariffs, and the think they are tough good luck not getting 200 billion , and now Trudeau is trying to create bias , and lies they can't …
All they had to do was lower their tariffs, and the think they are tough good luck not getting 200 billion , and now Trudeau is trying to create bias , and lies they can't survive with out our subsides... He's sucks
Criticizes Canadian tariff policy and Trudeau's approach while making economic dependency claims.
@expwarrior4338
Mar 4, 2025
The reason why we are seeing this is because Donald Trump is trying to straighten his government and make it stronger our government is so weak we don't have good politicians here we have crooked …
The reason why we are seeing this is because Donald Trump is trying to straighten his government and make it stronger our government is so weak we don't have good politicians here we have crooked politicians very very crooked politicians
Criticism of Canadian government and politicians as weak and corrupt, with implicit comparison to Trump's approach.
@KirkNew-c7g
Mar 4, 2025
I fully agree with Poland man. They look other immigrant who came many years ago whom their forefathers work so hard and make saving yet they want easy and fast money.
I fully agree with Poland man. They look other immigrant who came many years ago whom their forefathers work so hard and make saving yet they want easy and fast money.
Criticizes newer immigrants for seeking 'easy and fast money' versus earlier immigrants' work ethic, implying policy should favor different immigrant types.
LoreliePlayz
Sep 20, 2025
That white European lady was the least Canadian in the video
That white European lady was the least Canadian in the video
Criticizes government immigration policy as a vote-buying scheme using taxpayer money, with partisan framing.
nazirar91
Feb 27, 2026
Our method is working ???? did Trudeau is aware about the catastrophic drug situation in his own country ??
Our method is working ???? did Trudeau is aware about the catastrophic drug situation in his own country ??
Questions the effectiveness of government policy while raising concerns about domestic drug crisis, combining skepticism with implicit criticism.
@lillecitadelle1588
Mar 4, 2025
np time for the lie/con jason kennedy or any of his uniparty shills
np time for the lie/con jason kennedy or any of his uniparty shills
Dismissive critique of political figures and their policies, using conspiratorial language ('uniparty shills').
robinenglish3239
Feb 17, 2026
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
Criticizes government employees and teachers as beneficiaries of immigration policy while expressing broader discontent.
jasonviking
Jan 27, 2026
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people …
So whose fault is it? Shouldnt the Canadian government expel people who cheat their visa? and why being so racist in showing Indians as dirty in the thumbnail. .. i do agree there are people who have zero Civic sense...
Critiques government enforcement of visa violations and questions editorial choices while acknowledging civic issues.
madurai_siberian_tiger
Mar 3, 2026
8:30 brother that was a saperatist, terrorist movement here in India say the thing out loud. Don't obfuscate the issue, do your researc before going in doing such videos.
8:30 brother that was a saperatist, terrorist movement here in India say the thing out loud. Don't obfuscate the issue, do your researc before going in doing such videos.
Commenter criticizes the video creator for allegedly misrepresenting or obscuring details about a separatist/terrorist movement in India, demanding accuracy.
skeptin
Feb 26, 2026
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Come on Vassey, you know very well there are bogus claims. If I know it she should.
Challenges the interviewer's credibility by suggesting she ignores fraudulent asylum claims, implying criticism of immigration policy enforcement.
lizducsay9048
Feb 24, 2026
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit about incompetence and I think Lena is here to stay.
Criticism of government official's competence and skepticism about enforcement of immigration standards under different leadership.
LemonMerigueTie
Feb 27, 2026
Dude you broke the law right there by buying a knife to defend yourself…
Dude you broke the law right there by buying a knife to defend yourself…
Questions the legality of self-defense with a knife, implicitly critiquing Canadian weapons laws as overly restrictive.
maxtvtvtv8623
Jan 27, 2026
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video
Bike guy hates African because they are not good
People are find with indians
Indians are helping in economic growth like any other canadian
There is active terrorist group "Khalistan"
And you did illegal things without canada police permission
Then why is video title like that??
Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Critiques the video's framing and title while questioning why certain groups are portrayed differently, suggesting media bias in coverage.
NotQuitePersonal
Feb 3, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)