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
As an American. Canada made it clear with the Truckers who they represent.
As an American. Canada made it clear with the Truckers who they represent.
Uses the trucker protests as evidence of Canada's political alignment, asserting whose interests the government represents.
@forrester52470
Mar 4, 2025
Ontario you voted for the Liberals, you deserve it.
Ontario you voted for the Liberals, you deserve it.
Frames Ontario voters as deserving consequences, using political identity and blame assignment.
e.a.p3174
Sep 27, 2025
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Makes sweeping negative generalizations about immigrants (specifically Indian immigrants), citing unverified statistics and framing them as threats to Canadian culture and job availability.
kendalarley2277
Jan 27, 2026
_President_ Trudeau, Sheinbaum, Zelensky, Macron, etc. = Real Leaders. tRump, a national and despicable embarrassment of EPIC proportion. LOATHE tRump.
_President_ Trudeau, Sheinbaum, Zelensky, Macron, etc. = Real Leaders. tRump, a national and despicable embarrassment of EPIC proportion. LOATHE tRump.
Makes comparative value judgments about leaders using us-vs-them framing with strong emotional language.
@theperfectautumn8781
Mar 4, 2025
Cry more muslims 😂😂😂😂 crying hard in comment section 😂😂😂😂😂😂 fuck islam 😂😂😂😂🖕🤮🤮🤮🤮🇵🇰
Cry more muslims 😂😂😂😂 crying hard in comment section 😂😂😂😂😂😂 fuck islam 😂😂😂😂🖕🤮🤮🤮🤮🇵🇰
Mocking and hostile commentary targeting Muslims and Islam, using humor as a vehicle for identity-based antagonism.
pwila-v4u
Jan 29, 2026
I'm an American and I DIDN'T VOTE FOR THIS.
I'm an American and I DIDN'T VOTE FOR THIS.
Commenter asserts American identity and distances themselves from a political decision, using us-vs-them framing.
@francescalujan6514
Mar 4, 2025
The USA does not need Canada, who's not getting the message loud and clear? ?
The USA does not need Canada, who's not getting the message loud and clear? ?
Asserts US superiority and independence from Canada, framing a hierarchical relationship between nations.
@hurstshiftin9873
Mar 4, 2025
As a us citizen lets go bitch we will see whos economy can bully who lmfao - canada has a smaller population than Californian and we have companies richer than your entire country, you are …
As a us citizen lets go bitch we will see whos economy can bully who lmfao - canada has a smaller population than Californian and we have companies richer than your entire country, you are going to lose if you dont fall in line.
Asserts US economic and demographic superiority while threatening economic coercion, framing confrontational us-vs-them dynamic.
@AbhorrentBF
Mar 4, 2025
trump was only elected due to Putin & the the crazy narcissist Elon! A very narrow minded man!!
trump was only elected due to Putin & the the crazy narcissist Elon! A very narrow minded man!!
Makes unverified claims about Trump's election while asserting a critical stance toward him and his associates.
@sweetjane5033
Mar 4, 2025
I'm with you Canada. Our president is a lunatic.
I'm with you Canada. Our president is a lunatic.
Expresses solidarity with Canada as an in-group while criticizing an out-group leader, framing national identity and positioning.
@ovhnfinity
Mar 4, 2025
Why is governor trannydeau still talking? I thought he resigned……
Why is governor trannydeau still talking? I thought he resigned……
Uses derogatory language and false claim about resignation to attack Trudeau's legitimacy and identity, combining mockery with identity-based criticism.
@jimmyrogers654
Mar 4, 2025
I will never call Donald Trump a President. I don't believe I did the first time he was in the White House. Now I call him Commie traitor.
I will never call Donald Trump a President. I don't believe I did the first time he was in the White House. Now I call him Commie traitor.
Commenter asserts refusal to recognize Trump's legitimacy and uses strong identity-based language ('Commie traitor') to distance themselves from his authority.
@sharonscharff6878
Mar 4, 2025
Bon voyage and good reddiance, don't return. Freeloaders
Bon voyage and good reddiance, don't return. Freeloaders
Dismissive statement framing immigrants as 'freeloaders' and unwelcome, asserting Canadian identity boundaries through exclusionary language.
Canadianforever
Apr 15, 2025
A Real Leader Speaks
A Real Leader Speaks
Assertion of leadership qualities and national identity values, praising someone as embodying strong leadership.
Identity Assertion
0.75
@antoniosaxon8605
Mar 4, 2025
There is no one better than our Prime Minister!°
There is no one better than our Prime Minister!°
Expresses strong allegiance and superiority claim about national leadership, asserting in-group loyalty.
@katydai
Mar 4, 2025
More worried about snakey Trudeau than blatant Putin.
More worried about snakey Trudeau than blatant Putin.
Frames Trudeau negatively while positioning Putin as a greater threat, asserting political alignment and values.
@paulthompson5546
Mar 4, 2025
I feel like no shot all of Canada is India I feel like there’s just a lot of racist people
I feel like no shot all of Canada is India I feel like there’s just a lot of racist people
Commenter disputes the characterization of Canada as 'all India' and frames the issue as racism rather than demographic reality.
-nyantic-son156
Jan 27, 2026
Tyler is #1 prejudice SOB
Tyler is #1 prejudice SOB
Personal attack on the creator using prejudice framing, establishing an us-vs-them dynamic.
ryanziller220
Jan 27, 2026
Just know that most Americans did not vote for him. I did not ??
Just know that most Americans did not vote for him. I did not ??
Asserts personal political identity by distancing from Trump voters, using us-vs-them framing.
@barbaramiller349
Mar 4, 2025
White Eastern Canadians are completely goywashed. They do anything to ignore the truth. This is why Alberta is separating.
White Eastern Canadians are completely goywashed. They do anything to ignore the truth.
This is why Alberta is separating.
Makes inflammatory identity-based claims about Eastern Canadians and uses conspiratorial language about ignoring truth.
completelyfatigued
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)