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
They should go back to india this is Canada NOT india and no that does not make me racist i have the right of wanting my country to stay the same I was born in
They should go back to india this is Canada NOT india and no that does not make me racist i have the right of wanting my country to stay the same I was born in
Expresses desire to preserve national/cultural identity and exclude immigrants, with defensive framing against racism accusations.
Tbhno-s4z
Feb 10, 2026
To MAGA Canada is Woke Commie Central, not a friend and ally. It's been made clear enough; they prefer Putin and the German AFD to the likes of us or their European allies.
To MAGA Canada is Woke Commie Central, not a friend and ally. It's been made clear enough; they prefer Putin and the German AFD to the likes of us or their European allies.
Frames Canada as ideologically opposed to MAGA values and positions it as aligned with adversaries rather than allies.
@lisacook8235
Mar 4, 2025
As a North American, WE DON’T WANT THIS EITHER!!
As a North American, WE DON’T WANT THIS EITHER!!
Assertion of North American identity and rejection of the referenced policy, using collective us-vs-them framing.
Identity Assertion
0.80
@Kink_Shaman
Mar 4, 2025
I am American and I support Trump and 100% trade war .....Trudeau is Lying ....nobody is Hurting America !!!!! We will buy from USA not CANADA and your tariffs are higher for USA than ours …
I am American and I support Trump and 100% trade war .....Trudeau is Lying ....nobody is Hurting America !!!!! We will buy from USA not CANADA and your tariffs are higher for USA than ours were for ages...~!!!!!!!!! You are dumping stuff to USA with high tariffs for a long Time~!!!
Asserts American identity and support for Trump while making unverified claims about tariff comparisons and accusing Trudeau of lying without evidence.
@EverydayTreasure
Mar 4, 2025
True leader who cares about his PEOPLE‼️?
True leader who cares about his PEOPLE‼️?
Asserts national pride and in-group identity by praising a leader as caring for 'his PEOPLE' with emphatic markers.
@judyhowe2082
Mar 4, 2025
600,000 views and only 39,000 likes. Enough said! The people of Canada wanted his resignation, and they got it! My government is doing what is needed to MAGA. So take yourself and your BS and …
600,000 views and only 39,000 likes. Enough said! The people of Canada wanted his resignation, and they got it! My government is doing what is needed to MAGA. So take yourself and your BS and get lost! ❤❤TRUMP MAGA
Celebrates Trudeau's resignation and expresses support for Trump/MAGA movement, asserting political identity and dismissing opposing views.
@DustyKnowledge
Mar 4, 2025
VIVA CANADA ??
VIVA CANADA ??
Patriotic assertion of Canadian identity and national pride with minimal additional content.
Identity Assertion
0.80
@jackmiuf9192
Mar 4, 2025
We the American people don’t want Trump
We the American people don’t want Trump
Assertion of collective American identity and rejection of Trump, using 'we the American people' framing to distinguish themselves from the administration.
Identity Assertion
0.80
@heathersnook9319
Mar 4, 2025
American here. We don’t need anyone let me be clear Canada relies more on us than we do them. I STAND WITH TRUMP.
American here. We don’t need anyone let me be clear Canada relies more on us than we do them. I STAND WITH TRUMP.
Asserts American superiority and dependence dynamics while expressing nationalist sentiment and support for Trump, framing US-Canada relations in zero-sum terms.
@venomouscustoms9531
Mar 4, 2025
Canada wants to bring it. Then do it. Your a pansy ass country. Is this idiot looking to threaten us?? MAGA
Canada wants to bring it. Then do it. Your a pansy ass country. Is this idiot looking to threaten us?? MAGA
Dismisses Canada as weak ('pansy ass country') while asserting American strength and identity, with confrontational framing.
@Scorpiohandles
Mar 4, 2025
I always liked Canadian people because they are very very kind but Trump is not going to change
I always liked Canadian people because they are very very kind but Trump is not going to change
Asserts positive identity of Canadian people as 'kind' while contrasting with Trump, framing national character differences.
@Pamela-pi1nm
Mar 4, 2025
Im canadian and this man is a fool. We thank God for Trump!
Im canadian and this man is a fool. We thank God for Trump!
Asserts Canadian identity while expressing support for Trump over the Prime Minister, creating an us-vs-them framing.
@brazilshotta
Mar 4, 2025
Insignificant Canadian leader, go and cry about it. ?
Insignificant Canadian leader, go and cry about it. ?
Dismisses Trudeau with contempt, asserting Canadian leadership as insignificant in an us-vs-them framing.
@thomascrissman1124
Mar 4, 2025
I am Canadian!!! I don't like Trump, he is everything that is wrong with American politics.
I am Canadian!!! I don't like Trump, he is everything that is wrong with American politics.
Asserts Canadian identity and contrasts it with American political values, positioning Canada as distinct from the US.
@rozzie101
Mar 4, 2025
No one wants this clown, even his wife left him.
No one wants this clown, even his wife left him.
Personal attack and dismissal of a political figure, asserting rejection and delegitimization through insult.
Identity Assertion
0.80
@omila76
Mar 4, 2025
Its Mr President to you Justin.
Its Mr President to you Justin.
Asserts Trump's status and authority through formal title, implying Trudeau should defer to him.
Identity Assertion
0.80
@206babe
Mar 4, 2025
Who cares about Canada it’s 70 Asians muslim and Arabs. There for the free handouts. No one speaks French or cares. Loser nation.
Who cares about Canada it’s 70 Asians muslim and Arabs. There for the free handouts. No one speaks French or cares. Loser nation.
Combines identity-based us-vs-them framing with unverified demographic claims and expressions of national anxiety about immigrant composition.
@Nafpaktos-Florida
Mar 4, 2025
As a Canadian living in Alberta, this embarrassment does not speak for the majority of Canadians. Rob Ford is an idiot, and David Eby is stupid as well. Please stop listening to them
As a Canadian living in Alberta, this embarrassment does not speak for the majority of Canadians. Rob Ford is an idiot, and David Eby is stupid as well. Please stop listening to them
Commenter asserts their Canadian identity and claims to speak for 'the majority of Canadians' while distancing themselves from political figures.
@ericstarchuk7590
Mar 4, 2025
Trump USA Rump, so embarrassing to me as an American
Trump USA Rump, so embarrassing to me as an American
Expresses shame about American identity in relation to Trump, asserting values-based distinction from his administration.
@teresaatz870
Mar 4, 2025
Old immigrants calling out new Immigrants, if you are so uncomfortable handover the country to native people and go back to Europe.
Old immigrants calling out new Immigrants, if you are so uncomfortable handover the country to native people and go back to Europe.
Frames immigration as a matter of national belonging and invokes historical claims about who 'owns' Canada, with an implicit moral challenge.
Raghu-ik8hx
Feb 8, 2026
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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)