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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Call to Action
2,768 comments
Tariff us Trudeau!!!\n\nSeriously. We need this to hurt.
Tariff us Trudeau!!!\n\nSeriously. We need this to hurt.
Urges Trudeau to implement tariffs as a strategic action, framed as necessary economic pain for political gain.
@katherinekolthoff9599
Mar 4, 2025
Stop calling it U.S tariffs. Call it Trump tariffs. The U.S. people does not support this.
Stop calling it U.S tariffs. Call it Trump tariffs. The U.S. people does not support this.
Urges others to attribute tariffs to Trump personally rather than the U.S. government, framing it as a rhetorical call to reframe responsibility.
@johnathanwimberly4465
Mar 4, 2025
The people are outraged in the US and we are slow to fight but it has begun. Outrageous, Trump is insane.
The people are outraged in the US and we are slow to fight but it has begun. Outrageous, Trump is insane.
Expressing outrage and indicating mobilization ('fight has begun') against Trump's policies, combining moral condemnation with action framing.
@Hawkingvibe-0419
Mar 4, 2025
Remember to vote Canadians...there is only 1 party that has caused this problem :/
Remember to vote Canadians...there is only 1 party that has caused this problem :/
Urges voting action while implicitly critiquing one political party for immigration policy outcomes.
gohkong2892
Jan 27, 2026
Yup we( some of us) bought this S88t story of nationalist glory and thank god the Canada and the world sees and is standing up to this right wing nut circus. We the people of …
Yup we( some of us) bought this S88t story of nationalist glory and thank god the Canada and the world sees and is standing up to this right wing nut circus. We the people of America have to fix this like a cancer it won't be easy and it won't be without pain to go around but just as we found in WWII and since we can not allow this type of depictive type of government to get a foothold. Stand tough hold yourselves above this mess so you can help us when we have worked through this.
Urges Americans to resist right-wing authoritarianism as a moral imperative, invoking WWII parallels and calling for collective action against 'cancer.'
@lelandorvis681
Mar 4, 2025
Disgusting. SEND THEM BACK NOW
Disgusting. SEND THEM BACK NOW
Expresses moral outrage and explicitly urges deportation action, combining emotional condemnation with a direct call to action.
MrGoodGoy
Jan 27, 2026
We need a total immigration moratorium for a few years.
We need a total immigration moratorium for a few years.
Explicitly calls for a specific policy action (immigration moratorium) as a directive statement.
christianrobertdemassy900
Feb 26, 2026
They need to go. Temporary is temporary. If they don't go then we should stop issuing visas to those countries. India is on top of the list.
They need to go. Temporary is temporary. If they don't go then we should stop issuing visas to those countries. India is on top of the list.
Demands removal of temporary immigrants and proposes punitive visa restrictions, framed as urgent action needed.
encoretp
Jan 21, 2026
Do Worcester MA next
Do Worcester MA next
Requests that the content creator produce similar content about a different location.
Call to Action
0.82
sere7000
Jan 27, 2026
millions must remigrate
millions must remigrate
Slogan-like call for mass emigration of immigrants, expressing demographic replacement anxiety.
luckywindmillss
Jan 27, 2026
I stand with u Canada. Am boycotting all American products.
I stand with u Canada. Am boycotting all American products.
Expresses support for Canada while urging a specific consumer action (boycotting American products) in response to perceived conflict.
@tiongloo3473
Mar 4, 2025
Canada Strong!!! Alberta should shut off all crude oil to the US (66% of all Crude imported to the US,) and Quebec should shut off all Hydro (powering all or the US Northeast,) for 72 …
Canada Strong!!! Alberta should shut off all crude oil to the US (66% of all Crude imported to the US,) and Quebec should shut off all Hydro (powering all or the US Northeast,) for 72 hours - that will change the mind of the Idiot Orange-man, his Cronies, and the moron's who voted for him!!!
Proposes specific economic retaliation strategy (energy cutoffs) to pressure the US, framed as nationalist action.
@johncochrane1301
Mar 4, 2025
ABSOLUTELY!!!\nPLEASE PUT TARRIFS ON EVERYTHING FROM TRUMP!!!\nIM NOT BUYING ANYTHING FOR THE NEXT 4 YEARS!!
ABSOLUTELY!!!\nPLEASE PUT TARRIFS ON EVERYTHING FROM TRUMP!!!\nIM NOT BUYING ANYTHING FOR THE NEXT 4 YEARS!!
Urging others to support Canadian tariffs on US goods and commit to a consumer boycott for 4 years as political action.
@ChadHoughten-p7m
Mar 4, 2025
well this is what you voted for...vote smart next time....
well this is what you voted for...vote smart next time....
Urges voters to make better electoral choices in response to immigration policy outcomes, combining political accountability with voting encouragement.
jjjj-pv5ws
Jan 29, 2026
Get rid of Trump. As a indigenous American our leadership is indangering average citizens. Already the children are starting to suffer cause of Trumps government.
Get rid of Trump. As a indigenous American our leadership is indangering average citizens. Already the children are starting to suffer cause of Trumps government.
Urges removal of Trump while citing harm to citizens and children as justification, combining advocacy with threat-based framing.
@garyfleury3911
Mar 4, 2025
Canada setup a way for Americans to circumvent Trumps BULLSHIT tariffs on your country…I’d Subscribe to HELP CANADA BEAT TRUMP
Canada setup a way for Americans to circumvent Trumps BULLSHIT tariffs on your country…I’d Subscribe to HELP CANADA BEAT TRUMP
Urging subscription and support for Canada against Trump's tariffs, combining solidarity with a direct call to action.
@scottljunggren
Mar 4, 2025
Resign justin. Your country hates you.
Resign justin. Your country hates you.
Directly urges Trudeau to resign, claiming national sentiment against him.
@frazazzled3633
Mar 4, 2025
Only to blame Canadian Government! Should stop and deport most of them back !
Only to blame Canadian Government! Should stop and deport most of them back !
Blames government policy while calling for deportations as a specific action.
noorulamin9503
Oct 28, 2025
Trudeau is such a loser. Election now!!!
Trudeau is such a loser. Election now!!!
Combines personal judgment of Trudeau with explicit call for immediate election action.
@dangerous3184
Mar 4, 2025
Easy solution! Stop all immigration period!
Easy solution! Stop all immigration period!
Advocates for a drastic policy action (complete immigration halt) framed as a solution.
oliveoil7642
Feb 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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Discourse Quality (Perspective API)