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
God did bless America coz he gave them Trump.
God did bless America coz he gave them Trump.
Makes a religious/nationalistic claim about American exceptionalism and Trump, asserting national identity and superiority.
JamesMaldonado-dm9zm
Jan 4, 2026
Now brampton worship idols back then it worshiped true living God Jesus Christ ✝️
Now brampton worship idols back then it worshiped true living God Jesus Christ ✝️
Contrasts past religious/cultural identity of Brampton with present, implying demographic and cultural change through immigration.
Identity Assertion
0.75
NeedleWorkerMore
Dec 30, 2025
What a joke Liberal Gen X and Boomers betraying Canada on a daily basis
What a joke
Liberal Gen X and Boomers betraying Canada on a daily basis
Dismisses government as a generational out-group betraying national identity without specific policy analysis.
lordofthecritics
Jan 3, 2026
They cant speak our language so why are they allowed
They cant speak our language so why are they allowed
Questions immigrants' right to reside based on language ability, asserting cultural/linguistic gatekeeping as membership criterion.
howardsmaldon8453
Sep 7, 2025
0:40 let the hot immigrant lady speak. She’s saying some words of truth. she’s the kind of immigrants we like here in Canada. God bless.😂❤🇨🇦
0:40 let the hot immigrant lady speak. She’s saying some words of truth. she’s the kind of immigrants we like here in Canada.
God bless.😂❤🇨🇦
Expresses selective approval of immigrants based on perceived alignment with Canadian values, framing some immigrants as 'the kind we like,' which asserts identity boundaries while containing a solidarity element.
ned12ify
Sep 9, 2025
Canadians have no class to be talking about other people's class lol
Canadians have no class to be talking about other people's class lol
Comment makes a dismissive claim about Canadian identity and moral standing, framing Canadians as hypocritical.
lz1237
Jan 27, 2026
This is all of Canada now!
This is all of Canada now!
Broad assertion that immigration-related changes are now pervasive across Canada, implying loss of national identity or character.
thehasidicjew5017
Jan 27, 2026
Free Khalistan from terror ist india
Free Khalistan from terror ist india
Asserts a separatist political identity claim framed as liberation from perceived oppression, tangentially related to immigration discourse.
Singh-sg6vu
Jan 27, 2026
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
The Liberal Laurentian Elite wants a cast system in Canada and would even prefer to be oligarchs. I think it is time to force Quebec out of Canada.
Makes claims about elite intentions and national division, with a radical call to separate Quebec framed as identity-based grievance.
BrendaMcLaughlin-xe5dj
Sep 8, 2025
Ukrainian-American, it’s hurts me twice. Not my president, hope Trump fries in hell with Putin
Ukrainian-American, it’s hurts me twice. Not my president, hope Trump fries in hell with Putin
Asserts dual Ukrainian-American identity while expressing strong opposition to Trump and Putin.
@olenamoroz6657
Mar 4, 2025
Canada is a Christian country and we need to bring the daily prayer back to our schools and not allow Islam have any standing in our beautiful country.
Canada is a Christian country and we need to bring the daily prayer back to our schools and not allow Islam have any standing in our beautiful country.
Asserts Canada's Christian national identity and calls for exclusion of Islam, framing religious identity as central to belonging.
Canadiangenx1
Aug 29, 2025
One gullible country.
One gullible country.
Dismisses Canadians as gullible, asserting a critical stance toward national character and decision-making.
Atheism_Wins
Feb 25, 2026
Punjabs everywhere
Punjabs everywhere
Brief observation of ethnic/regional group presence, implying demographic change and in-group concern without elaboration.
lorenzofromda4
Jan 27, 2026
You are a colonizer. You are NOT indigenous to ANYWHERE on the planet except Europe/Eurasia
You are a colonizer. You are NOT indigenous to ANYWHERE on the planet except Europe/Eurasia
Uses identity-based framing to exclude the commenter from belonging, invoking colonial history and geographic origin claims.
placesandspaces3489
Aug 29, 2025
This is what MAGA voted for!!!!???????
This is what MAGA voted for!!!!???????
The comment frames MAGA voters as responsible for negative outcomes, using us-vs-them framing with alarm.
@robertlevy2420
Mar 4, 2025
They drive bicycles and tuktuks in their country but come here and get behind the wheel.
They drive bicycles and tuktuks in their country but come here and get behind the wheel.
Stereotypes immigrants' driving abilities based on their country of origin, framing cultural difference as a threat.
timeStat
Jan 27, 2026
Justin Trudeau got his ass fxxck by Trump and did not get paid. He is a shame to Canadians.
Justin Trudeau got his ass fxxck by Trump and did not get paid. He is a shame to Canadians.
Attacks Prime Minister's credibility and frames him as a shame to Canadian identity, combining personal criticism with national belonging claims.
@efaxing6649
Mar 4, 2025
i live in a city between detroit and toronto. its all indians.
i live in a city between detroit and toronto. its all indians.
Commenter makes an observation about demographic composition with implicit us-vs-them framing regarding Indian immigrants in their region.
richyq8786
Jan 27, 2026
Thank god my country is too average to be invaded by indian
Thank god my country is too average to be invaded by indian
Frames immigration as an 'invasion' and expresses relief about national insularity, combining threat language with ironic tone.
randomgamerg5822
Jan 27, 2026
They call them brown people in Toronto
They call them brown people in Toronto
Notes a racial descriptor used in Toronto, asserting or highlighting ethnic categorization.
Identity Assertion
0.75
bertmj23
Jan 27, 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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