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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Identity Assertion
5,512 comments
Trudeau is a globalist, Trump is a nationalist. I stand with Trump.
Trudeau is a globalist, Trump is a nationalist. I stand with Trump.
Frames political leaders through ideological identity categories (globalist vs. nationalist) and declares allegiance, establishing us-vs-them positioning.
@alexhoffee1865
Mar 4, 2025
I'd rather have Indians than ni&&ers.
I'd rather have Indians than ni&&ers.
Expresses ethnic/racial preference through comparative ranking of immigrant groups using derogatory language.
Identity Assertion
0.85
bargeman100
Jan 27, 2026
These people stink, get them out of here now!
These people stink, get them out of here now!
Uses dehumanizing stereotypes and xenophobic language to demean and call for removal of immigrants.
abdallah8906
Jan 29, 2026
Southern American here. I support Canada, am embarrassed by my country. We have a disgraceful ignoramus as a President. And millions of morons who support him.
Southern American here. I support Canada, am embarrassed by my country. We have a disgraceful ignoramus as a President. And millions of morons who support him.
Commenter asserts their national identity (Southern American) and contrasts it with disapproval of their own country's leadership, framing an us-vs-them dynamic.
@sambmont
Mar 4, 2025
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
Makes explicit ethnic/cultural comparisons and hierarchies ('Indians ANY DAY'), framing groups as us-vs-them with negative stereotyping.
Momspaghetti564
Jan 29, 2026
Intelligent leader of a country that actually has brains.
Intelligent leader of a country that actually has brains.
Asserts Canadian national pride and superiority through praise of the country's leadership and intelligence.
Identity Assertion
0.85
@JoeBolt-w3z
Mar 4, 2025
I can't stand what the country has become; the immigrants of the last 10 years destroyed it. Can't stand the indians
I can't stand what the country has become; the immigrants of the last 10 years destroyed it. Can't stand the indians
Expresses strong negative sentiment toward immigrants and a specific ethnic group, framing them as destructive to national identity.
mini_ninja4352
Jan 29, 2026
I’m not racist for wanting my hometown to stay and look like my hometown, I’m not racist for not wanting sharia law imposed in our judicial systems, I’m not racist for wanting what generations of …
I’m not racist for wanting my hometown to stay and look like my hometown, I’m not racist for not wanting sharia law imposed in our judicial systems, I’m not racist for wanting what generations of families have built to go to those families.
I’m not racist for looking at the blatant voter fraud and importation of 3rd world individuals in the masses as a problem, and there certainly isn’t a chance we will shut up and allow it to happen.
Asserts national/cultural identity and belonging while framing immigration as a threat to inherited heritage and demographic change.
SEHKTOHR
Jan 29, 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
California stands with Canada and the world, not with this fascist cult running our country.
California stands with Canada and the world, not with this fascist cult running our country.
Asserts sub-national (California) identity in solidarity with Canada against the US federal government, framing as ideological opposition.
@caz881
Mar 4, 2025
hindu fatigue on full. The whole world is sick of them
hindu fatigue on full. The whole world is sick of them
Makes sweeping ethnic/religious generalizations and expresses cultural fatigue and rejection of a specific immigrant group.
AA-jz8cc
Jan 29, 2026
They dont even want to say Indian..its fucking khalistanis
They dont even want to say Indian..its fucking khalistanis
Commenter uses inflammatory language to assert ethnic/religious distinction (Khalistan separatism) and frames it as a hidden identity problem.
HazelJ-k6c
Jan 27, 2026
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
51st state. Make it happen.
51st state. Make it happen.
Brief assertion of the '51st state' framing, expressing a political identity position about U.S.-Canada relations.
Identity Assertion
0.85
@jsaleen17
Mar 4, 2025
The guy on the bike is my hero. Like looking in a mirror
The guy on the bike is my hero. Like looking in a mirror
Expresses identification with and support for an anti-immigration figure, asserting shared values or identity.
Identity Assertion
0.85
mini_ninja4352
Jan 29, 2026
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy. …
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy.
Canada, yeah ... all BS
Frames immigration as cultural replacement threatening 'white ppl mentality' while invoking conspiracy ('done on purpose'), combining identity-based us-vs-them framing with demographic anxiety.
nsxt290
Jan 29, 2026
I STAND WITH CANADA????
I STAND WITH CANADA????
Expresses national solidarity and patriotic identification with Canada through emphatic declaration.
Identity Assertion
0.85
@johnniejacobs335
Mar 4, 2025
I wish he was our president
I wish he was our president
Expresses preference for Canadian leadership over US presidency, asserting national identity and political allegiance.
Identity Assertion
0.85
@pebbleshall9499
Mar 4, 2025
To hell with Canada
To hell with Canada
Brief dismissive statement expressing rejection of Canada, framing national boundaries and belonging.
Identity Assertion
0.85
@JimJenkins-r4e
Mar 4, 2025
The bad part is, the Ukraine, Mexico, and Canada think that WE ALL side with the behaviors of a president of the USA and treat us ALL like we are in support\n\n\n\nONLY MAGA white supremacists …
The bad part is, the Ukraine, Mexico, and Canada think that WE ALL side with the behaviors of a president of the USA and treat us ALL like we are in support\n\n\n\nONLY MAGA white supremacists are raising pitchforks and making lunch mobs against any non white, or non American
Commenter asserts that not all Americans support xenophobic behavior and distinguishes between MAGA supporters and other Americans, using us-vs-them framing around political identity.
@todosmiros8119
Mar 4, 2025
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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)