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
He forgot to mention the people of his country do not want him anymore. His last ditch effort to save his job. He forgot to mention his is stealing away their rights to be a …
He forgot to mention the people of his country do not want him anymore. His last ditch effort to save his job. He forgot to mention his is stealing away their rights to be a free people.
Frames the issue as 'his country does not want him' (us-vs-them identity framing) while invoking rights and freedom (moral argument).
@stevenhigby3512
Mar 4, 2025
Punjabs everywhere
Punjabs everywhere
Brief observation of ethnic/regional group presence, implying demographic change and in-group concern without elaboration.
lorenzofromda4
Jan 27, 2026
WEIRD PEOPLE PROUD HIS CULTURES COUNTRY BUT NOT DIDN'T WANT BACK TO HIS COUNTRY
WEIRD PEOPLE PROUD HIS CULTURES COUNTRY BUT NOT DIDN'T WANT BACK TO HIS COUNTRY
Critiques immigrant identity and loyalty, using us-vs-them framing about national belonging.
Identity Assertion
0.75
TheDawnStories
Jan 27, 2026
Trump is 100% wrong !
Trump is 100% wrong !
Simple political statement of disagreement with Trump, asserting a political position.
Identity Assertion
0.75
@ptnguye9
Mar 4, 2025
Very good response, Trump could never match his class.
Very good response, Trump could never match his class.
Expresses political preference by praising someone over Trump, asserting a political position.
Identity Assertion
0.75
@Vegan_Kebab_In_My_Hand
Mar 4, 2025
Americans dont believe in facts
Americans dont believe in facts
Dismissive generalization about Americans as a group, framing them negatively in contrast to an implied Canadian perspective.
@Shawn-r1o
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
lwkey could've been avoided if we had all just been Christians
lwkey could've been avoided if we had all just been Christians
Suggests religious homogeneity as solution to conflict, framing immigration issues through religious identity lens.
icarus_walkthroughs
Jan 27, 2026
My president put America first
My president put America first
Asserts nationalist allegiance to American president and 'America first' ideology.
Identity Assertion
0.75
@EdBdrtx
Mar 4, 2025
Why tf are giving away Canadian passports like candy it’s disgraceful
Why tf are giving away Canadian passports like candy it’s disgraceful
Commenter expresses nationalist concern about citizenship being granted too liberally, framing it as a threat to Canadian identity.
ricksilver55
Jan 12, 2026
putting a monument in another country is like owning the land. shameless
putting a monument in another country is like owning the land. shameless
Claims about territorial ownership and national sovereignty framed as criticism of external cultural presence.
arzobsilap927
Jan 27, 2026
That was MY Prime Minister speaking. I'll give him his credit, that he was very polite and reserved in his choice words. More than %40M other Canadians aren't so compelled to behave. Remember that, when …
That was MY Prime Minister speaking. I'll give him his credit, that he was very polite and reserved in his choice words. More than %40M other Canadians aren't so compelled to behave. Remember that, when you cross the border.
Asserts Canadian identity and national pride in Trudeau's response, warns Americans about Canadian sentiment at the border.
@bobknox7164
Mar 4, 2025
Friends don't boo our National Anthem.
Friends don't boo our National Anthem.
Uses national anthem disrespect as a marker of broken alliance and friendship, asserting values of respect between nations.
@JM-so4iw
Mar 4, 2025
So now you call Trump dumb ?!!!!!! \nOk let see who the dumbass is
So now you call Trump dumb ?!!!!!! \nOk let see who the dumbass is
Uses rhetorical questioning to defend against criticism of Trump while asserting a counter-position through sarcasm.
@rafealrafeal6716
Mar 4, 2025
Justin Trudeau is a great prime minister, brilliant leader god bless Canada
Justin Trudeau is a great prime minister, brilliant leader god bless Canada
Expresses national pride and support for leadership as part of Canadian identity affirmation.
Identity Assertion
0.75
@thayamahesan4146
Mar 5, 2025
This shith*** of a country
This shith*** of a country
Expresses negative sentiment toward Canada as a nation, framing it as fundamentally flawed in an us-vs-them manner.
savagepaul-
Jan 27, 2026
Buddy you're not asking native Canadians 😂 sorry
Buddy you're not asking native Canadians 😂 sorry
Uses sarcasm to assert that native Canadians are excluded from the conversation, implying an us-vs-them boundary.
katkameneva
Jan 27, 2026
thanks to all the sheep that voted for tru?p.
thanks to all the sheep that voted for tru?p.
Dismissive characterization of Trump voters as 'sheep,' using dehumanizing language to assert in-group superiority.
@vishalchand9109
Mar 4, 2025
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Pajeet living foreign and they want khalistan 😂 in India. 💩 Jeet
Uses ethnic stereotyping and derogatory language to mock a specific group, combining identity-based framing with attempted humor.
cadet1123
Jan 27, 2026
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
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)