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
Make it easier for them to travel to the US. Get them outta here
Make it easier for them to travel to the US. Get them outta here
Uses exclusionary us-vs-them framing ('get them outta here') to assert Canadian identity against immigrants, with an implicit call to action.
MountainView_Garage
Jan 27, 2026
These are the people who are expected to "defend Canada" because they have such an ancestral love of it and not because they're economic migrants looking for the most money at the lowest personal cost.
These are the people who are expected to "defend Canada" because they have such an ancestral love of it and not because they're economic migrants looking for the most money at the lowest personal cost.
Questions immigrants' commitment to Canada and frames them as economic migrants rather than genuine citizens, asserting identity-based distinctions.
Schlabbeflicker
Jan 23, 2026
This is also why we have so many Indian MPs in the HOC, once these people take over an area, they only elect their own.
This is also why we have so many Indian MPs in the HOC, once these people take over an area, they only elect their own.
Makes an us-vs-them claim about ethnic groups taking over political representation and only electing their own.
CruxCanada
Jan 27, 2026
Trump is the best!! USA is my country and am proud that a 'non politician' is our President. Stop screwing with us!!
Trump is the best!! USA is my country and am proud that a 'non politician' is our President. Stop screwing with us!!
Expresses national pride and political identity by supporting Trump as a non-politician outsider.
@TheMaclen818
Mar 4, 2025
Trump is the enemy! God bless Canada!
Trump is the enemy! God bless Canada!
Frames Trump as external threat to Canadian identity and expresses national solidarity with Canada.
@suedrach3950
Mar 4, 2025
If you want to stand tall against the most powerful country in the history of Earth, let's see how long you stand. Canada is not an equal. Proud Republicans who support the POTUS should to …
If you want to stand tall against the most powerful country in the history of Earth, let's see how long you stand. Canada is not an equal. Proud Republicans who support the POTUS should to the best of their abilities boycott Canadian products. USA cannot continue on its current path. Our grandkids will be paying $20 a gallon of milk and $1,000,000 for a run down house. USA needs change and no one until Trump offered any real change. USA saved Europe in WW2 and rebuilt Europe afterwards. If they don't want to be a friend of the USA, that will weaken them, not us
Asserts US superiority and exceptionalism while framing Canada as weak, calling for boycotts and expressing anxiety about economic decline.
@Emma-k1c
Mar 4, 2025
Justin your speech makes me even more proud to be Canadian... I vote for you!
Justin your speech makes me even more proud to be Canadian... I vote for you!
Expresses pride in Canadian identity and political support, asserting national belonging and endorsement.
@RobertCousins-mz2bs
Mar 4, 2025
Canadas tuff decision: to be 51st state or continue as a colony...? Tuff indeed
Canadas tuff decision: to be 51st state or continue as a colony...? Tuff indeed
Questions Canada's sovereignty and independence through us-vs-them framing comparing Canada to the US, asserting national identity concerns.
@gagibakija4825
Mar 4, 2025
OH CANADA STAND TALL AND FIRM ?
OH CANADA STAND TALL AND FIRM ?
Patriotic assertion of Canadian identity and national pride with an exhortatory tone.
@MariaRodriguez-zw5eg
Mar 4, 2025
This is not my country anymore. It has betrayed me. Trump has sold us to Putin and Musk. I stand with Canada.
This is not my country anymore. It has betrayed me. Trump has sold us to Putin and Musk. I stand with Canada.
Expresses alienation from national identity due to perceived betrayal, framing a us-vs-them conflict while claiming solidarity with Canada.
@cindyfoster1351
Mar 4, 2025
Made in USA ??
Made in USA ??
Asserts American national identity and pride through product/manufacturing nationalism.
Identity Assertion
0.80
@Angkor801
Mar 4, 2025
We don't need the USA, as a country we are untied. I think Trump has no idea what he is messing with
We don't need the USA, as a country we are untied. I think Trump has no idea what he is messing with
Asserts Canadian national unity and superiority while comparing Canada's position to Trump's America, emphasizing national identity and strength.
@carmichael3594
Mar 4, 2025
We are ready for this fight Canada and Germany!!!bring it on!! Get ready to go hungry and get ready for your taxes to go up without our military!! Bad move Canada we are tired of …
We are ready for this fight Canada and Germany!!!bring it on!! Get ready to go hungry and get ready for your taxes to go up without our military!! Bad move Canada we are tired of your half ass support if that’s what you want to call it!! WE DONT NEED YOUR COUNTRY BUT YOU CERTAINLY NEED US!!
Uses strong us-vs-them framing ('WE DONT NEED YOUR COUNTRY BUT YOU CERTAINLY NEED US'), asserting American superiority and dominance.
@nancymarin5358
Mar 4, 2025
They the Americans are not our friends!
They the Americans are not our friends!
Asserts Canadian identity through us-vs-them framing against Americans as outsiders/threats.
@yournanna866
Mar 4, 2025
Arrogant guy. We stand with Trump. Give it time. And start living up to the military requirements you haven’t chosen to fulfill until Trump pushed the boundaries.
Arrogant guy. We stand with Trump. Give it time. And start living up to the military requirements you haven’t chosen to fulfill until Trump pushed the boundaries.
Expresses alignment with Trump and criticism of Trudeau's arrogance, asserting political identity and national allegiance.
@katherineridings7937
Mar 4, 2025
Texan for Canada and a leader who is articulate, civil and intelligent...the polar opposite of Putin's beotch.
Texan for Canada and a leader who is articulate, civil and intelligent...the polar opposite of Putin's beotch.
Asserts Canadian identity and leadership superiority through contrast with Trump/Putin, us-vs-them framing.
@johnjoseph3667
Mar 4, 2025
Trump is a mentally ill psychopath just like 'putin', Canada is a strong and free country for ever. I feel sorry for americans that voted this uneducated low life goon to the white house.
Trump is a mentally ill psychopath just like 'putin', Canada is a strong and free country for ever. I feel sorry for americans that voted this uneducated low life goon to the white house.
Asserts Canadian national identity as strong and free while denigrating American voters and leadership.
@michaelmandzuk3503
Mar 4, 2025
I'm American stamd of America God Bless America
I'm American stamd of America God Bless America
Asserts American national identity and patriotic allegiance in response to Canada-focused discussion.
Identity Assertion
0.80
@ocitadewyer7145
Mar 4, 2025
We don’t need you. You need us. Canada will see this soon enough
We don’t need you. You need us. Canada will see this soon enough
Asserts Canadian independence and superiority ('We don't need you') with an implicit call for Canadians to recognize this.
@Adamneohio
Mar 4, 2025
Vive la Canada! Slave Ukraine! Damn Trump and the horse he rode in on!
Vive la Canada! Slave Ukraine! Damn Trump and the horse he rode in on!
Expresses Canadian nationalism ('Vive la Canada') and positions Canada favorably against Trump/USA through identity framing.
@bonnieleigland7790
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)