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
i love canada i stand for canada and will fight for canada❤
i love canada i stand for canada and will fight for canada❤
Expresses patriotic identity and commitment to Canada as a nation.
Identity Assertion
0.85
@Queenies-i2n
Mar 4, 2025
Immigration without assimilation is INVASION
Immigration without assimilation is INVASION
Framing immigration without assimilation as an existential threat ('invasion'), emphasizing cultural identity boundaries.
nancystclair1376
Feb 28, 2026
What is Canada if not America, North America on top of that. Are Canadians so dumb that think that they are Africa may be, Europe, Asia...?
What is Canada if not America, North America on top of that. Are Canadians so dumb that think that they are Africa may be, Europe, Asia...?
Asserts Canadian identity as North American and questions whether Canadians mistakenly identify with other continents, framing national belonging.
@johnadamek5851
Mar 4, 2025
Disgraceful and a slap in tge face to true Canadians
Disgraceful and a slap in tge face to true Canadians
Claims about who counts as a 'true Canadian' and frames immigration as an affront to national identity.
bassbeauty
Feb 27, 2026
Best prezident Canada could ever have
Best prezident Canada could ever have
Simple assertion of national pride and approval of Canadian leadership without substantive argument.
Identity Assertion
0.85
@catalinike
Mar 4, 2025
The American ppl reject you ma’am
The American ppl reject you ma’am
Makes a sweeping claim about American collective identity and rejection of a political figure, asserting national sentiment.
Identity Assertion
0.85
@cowboysnation3472
Mar 4, 2025
THIS SAD EXCUSE OF A HUMAN DOES NOT REPRESENT CANADA???
THIS SAD EXCUSE OF A HUMAN DOES NOT REPRESENT CANADA???
Makes a claim about who does or does not represent Canadian identity and values.
Identity Assertion
0.85
@chris47190
Mar 4, 2025
Hope Canadians see the difference between Dj and American people…
Hope Canadians see the difference between Dj and American people…
Distinguishes between Canadian leadership and American people, creating an us-vs-them framing based on national identity.
Identity Assertion
0.85
@Shanko12
Mar 4, 2025
Guy with the bike is the only patriot in that town
Guy with the bike is the only patriot in that town
Uses patriotism framing to elevate one person while implicitly contrasting with others, asserting national identity values.
Identity Assertion
0.85
yanvega6616
Feb 27, 2026
So proud to have Trump as my president!
So proud to have Trump as my president!
Expresses patriotic pride and support for a leader, asserting in-group identity and allegiance.
@aaronmarchanti6685
Mar 4, 2025
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
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
wish i was Canadian.. so sorry. for whatever it's worth; i voted for Kamala.
wish i was Canadian.. so sorry. for whatever it's worth; i voted for Kamala.
Expresses desire to be Canadian and contrasts with US political context, asserting national identity preference.
@marthaschafer9367
Mar 4, 2025
This idiot is no longer our prime Minister
This idiot is no longer our prime Minister
Asserts that Trudeau is no longer legitimate as prime minister, using derogatory language to challenge his authority and belonging.
Identity Assertion
0.85
@nicolethomas8290
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
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
Canada will adjust to leave the betrayal behind us. Canada will only become stronger. I am a proud Canadian and I will fight for my great country on every level every single day.
Canada will adjust to leave the betrayal behind us. Canada will only become stronger. I am a proud Canadian and I will fight for my great country on every level every single day.
Asserts proud Canadian identity and commitment to national resilience in face of perceived betrayal.
@threepeasinapod2107
Mar 4, 2025
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
Wow Trudeau is amazing!!! He's so much smarter than Trump! What an amazing leader!!!
Wow Trudeau is amazing!!! He's so much smarter than Trump! What an amazing leader!!!
Partisan praise comparing Trudeau favorably to Trump, asserting political identity and leadership preference.
Identity Assertion
0.85
@Mogo169
Mar 4, 2025
Canadians must be so proud. It is like night and day compared to the buffoons across their border.
Canadians must be so proud. It is like night and day compared to the buffoons across their border.
Expresses national pride in Canada by contrasting it favorably with the US, using derogatory characterization of Americans.
@dythailand
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)