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
Identity Assertion
5,512 comments
Canadians want less Indian immigrants bottom line 🇨🇦
Canadians want less Indian immigrants bottom line 🇨🇦
Makes sweeping claim about Canadian preferences against a specific ethnic group, asserting national identity boundaries.
user-kr2lw9ys9q
Feb 11, 2026
I'm American; I support America. It's really that simple for me, so let the games begin!
I'm American; I support America. It's really that simple for me, so let the games begin!
Asserts American national identity and patriotic stance, implicitly contrasting with other nations.
Identity Assertion
0.85
@Qofb7636
Mar 4, 2025
As an American, I support your decision. This government of ours is a government of bullies and traitors.
As an American, I support your decision. This government of ours is a government of bullies and traitors.
Commenter asserts American identity while criticizing their own government, framing it as a moral failing ('bullies and traitors').
@ayiikwenaleer1339
Mar 4, 2025
I'm proud of Canada I'm ashamed of the United States
I'm proud of Canada I'm ashamed of the United States
Expresses national pride in Canada while positioning it against the United States, asserting identity through comparative judgment.
@timmurphy5137
Mar 4, 2025
I avoid gen z AT ALL COSTS!! The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
I avoid gen z AT ALL COSTS!!
The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
Expresses generational us-vs-them framing with dismissive characterization of Gen Z as a distinct outgroup.
HughJassol-ed3bq
Feb 5, 2026
I would not want to leave my country for this kind of insult look how that polish guy was talking about them and tbh he's not totally wrong either I will rather live in my …
I would not want to leave my country for this kind of insult look how that polish guy was talking about them and tbh he's not totally wrong either I will rather live in my own country and make it a better place to live and not have buch of kids or maybe not even one ❤
Commenter asserts preference for their own country over Canada and frames themselves as distinct from immigrants, with comparative national loyalty.
todllerwatching2544
Feb 28, 2026
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
Claims unanimous Canadian consensus against immigration while dismissing the report's framing of division, asserting a unified national position.
henri6794
Feb 11, 2026
I am embarrassed to be an American right now
I am embarrassed to be an American right now
Expresses shame about national identity and belonging, framing themselves in relation to American identity.
Identity Assertion
0.85
@tonyamaral6995
Mar 4, 2025
American here, I STAND WITH THE USA ??
American here, I STAND WITH THE USA ??
Brief statement of national allegiance and identity positioning as American, with us-vs-them framing.
Identity Assertion
0.85
@RickyVall3y
Mar 4, 2025
The most racist province protecting their franco-Aryan heritage.
The most racist province protecting their franco-Aryan heritage.
Frames Quebec's immigration policy as ethnic/cultural protectionism using charged language about heritage and identity.
mcscotty325
Nov 21, 2025
Why would you not say Canada is the greatest country on earth surely it's not America
Why would you not say Canada is the greatest country on earth surely it's not America
Asserts Canada's superiority and national pride while implicitly contrasting with America in an us-vs-them framing.
HowardBrown-m6t
Mar 2, 2026
Trudeau, a true leader. Trump, sick and evil. I am an American. I am a Texan.
Trudeau, a true leader. Trump, sick and evil. I am an American. I am a Texan.
Commenter asserts personal identity (American, Texan) while making comparative moral judgments about political leaders across countries.
@ValGal-5
Mar 4, 2025
Trudeau gets in office talks about creating more jobs for Canadians right well how many white people did anyone see working non yeah okay same thing where I’m at and who’s on the street oh …
Trudeau gets in office talks about creating more jobs for Canadians right well how many white people did anyone see working non yeah okay same thing where I’m at and who’s on the street oh yeah Canadians some one tell me how that’s right
Uses racial framing to assert that employment and social benefits are being distributed unfairly based on ethnicity, with us-vs-them rhetoric.
MrNovaScotia840
Feb 27, 2026
The Americans can stand on their own. The Americans first!
The Americans can stand on their own. The Americans first!
Uses nationalist framing ('Americans first') to assert in-group priority and belonging.
Identity Assertion
0.85
@jonathanRev21.8
Mar 4, 2025
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your …
Yeah they talk about Pakistan And Bangladesh like their country is cleaner than Switzerland,like bro when you are proud of your country that much so why you go abroad to get better life,stay in your country
Commenter uses us-vs-them framing to question why immigrants from Pakistan/Bangladesh leave if they're proud of their countries, implying hypocrisy and national superiority.
HappyBear-w5f
Feb 27, 2026
Jay Sriram we love india and Hanuman statue
Jay Sriram we love india and Hanuman statue
Asserts cultural/religious identity through reference to India and Hindu symbolism (Hanuman statue).
Identity Assertion
0.85
moonlightwithlove
Feb 10, 2026
4:56 amen! I'll take Sikhs over muslims any time!
4:56 amen! I'll take Sikhs over muslims any time!
Expresses preference for one religious/ethnic group over another, making comparative identity-based claims.
jonnywatts2970
Feb 27, 2026
Canadians are awesome Trudeau not so much
Canadians are awesome Trudeau not so much
Distinguishes between positive Canadian identity and negative assessment of Trudeau, creating an us-vs-them framing within national context.
Identity Assertion
0.85
@VaelThoris
Mar 4, 2025
Trump ? strong ?? if you don’t like my President Trump, you’re not a true American ??
Trump ? strong ?? if you don’t like my President Trump, you’re not a true American ??
Asserts national identity and loyalty to Trump as a marker of being a 'true American,' using us-vs-them framing.
Identity Assertion
0.85
@wilfredoreyes2986
Mar 4, 2025
Bunch of Biden/Kamala cronies in here, yall fools stand with every other country before you stand up for where u live. Disgraceful the whole bunch of you lazy cowards.
Bunch of Biden/Kamala cronies in here, yall fools stand with every other country before you stand up for where u live. Disgraceful the whole bunch of you lazy cowards.
Frames commenters as disloyal to their own country ('stand with every other country before you stand up for where u live'), invoking us-vs-them national identity framing.
@syminite1
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)