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
Search & Filter
Call to Action
2,768 comments
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
Time for a Canadian revolution, or Government reform, or all-out civil war. Or become the 51st State. I'm in favour of a complete government reform, getting rid of the Westminster system and implementing a republican …
Time for a Canadian revolution, or Government reform, or all-out civil war. Or become the 51st State.
I'm in favour of a complete government reform, getting rid of the Westminster system and implementing a republican style of governance. A government for the people by the people.
Advocates for systemic political change through revolution, reform, or governance restructuring, framed as urgent action needed.
GadYaHoVaHswarrior
Feb 26, 2026
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
Demands deportation of a specific ethnic group while expressing shame toward them, combining exclusionary action with identity-based criticism.
elginxavier9990
Jan 29, 2026
?Ok this is enough, when will we actually wake up? We don't need any type of war. We need a person who can be diplomatic. The Trump joke is over, he and his team needs …
?Ok this is enough, when will we actually wake up? We don't need any type of war. We need a person who can be diplomatic. The Trump joke is over, he and his team needs to go. How much more will US lose?
Urges collective awakening and removal of current leadership while criticizing lack of diplomacy and questioning national losses.
@whatshappeningnow6374
Mar 4, 2025
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
Let stand up together as the rest of the NATO as a real brotherhood
Let stand up together as the rest of the NATO as a real brotherhood
Commenter urges collective action and unity among NATO allies in solidarity against external pressure.
@KDa-i6r
Mar 5, 2025
Trump should be impeached ASAP!!
Trump should be impeached ASAP!!
Urges immediate political action (impeachment) against Trump, framing him as a threat requiring urgent intervention.
@manolorosas07
Mar 4, 2025
Impeach trump, please and stop this nightmare.
Impeach trump, please and stop this nightmare.
Directly urges impeachment of Trump and frames his presidency as a 'nightmare,' combining a call to action with fear-based language.
@joycecaruth1645
Mar 5, 2025
I believe that the different Canadian parties need to get together to form a National Government to show the Americans that Canada is united.
I believe that the different Canadian parties need to get together to form a National Government to show the Americans that Canada is united.
Urges Canadian political parties to form a unified government as a strategic action to demonstrate national unity.
@MikeDelaney-ie4je
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
Please move to a small town in Alberta like i did. They need hard-working people. Get out of big cities.
Please move to a small town in Alberta like i did. They need hard-working people. Get out of big cities.
Urges others to relocate to Alberta while sharing personal experience as evidence, combining lived experience with actionable recommendation.
carlospache4706
Aug 25, 2025
And CNN and other US news outlets, why are you so hesitant to declare what is happening is a full on COUP? It is time to start calling it what it is, before you are …
And CNN and other US news outlets, why are you so hesitant to declare what is happening is a full on COUP? It is time to start calling it what it is, before you are forced to bend the knee and only report the propaganda approved by your dictator. It is a coup, you're losing the country.
Urges news outlets to declare and name what is happening as a coup, with underlying fear of authoritarian control and propaganda.
@bctripster
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
I wish the American people would stand up to the bully... someone please help us get rid of the clowns sitting in The Whitehouse!
I wish the American people would stand up to the bully... someone please help us get rid of the clowns sitting in The Whitehouse!
Urges Americans to resist Trump administration ('stand up to the bully'), calling for collective action and help.
@jeimyrojas5515
Mar 4, 2025
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
0:09 POI send them all home with immediate effect
0:09 POI send them all home with immediate effect
Directly advocates immediate mass deportation of immigrants, framing it as a solution to immigration issues.
Yaz_ku_on
Feb 18, 2026
Mass deportations like the US
Mass deportations like the US
Advocates for mass deportations while comparing Canada's approach to the US model.
adambru11
Feb 18, 2026
Have to start by kicking, politicians, gready corporate bums and all immigrants, out of Canada, learn Canadian English before you start spouting off, especially if you're an immigrant yourself
Have to start by kicking, politicians, gready corporate bums and all immigrants, out of Canada, learn Canadian English before you start spouting off, especially if you're an immigrant yourself
Commenter urges removal of politicians, corporations, and immigrants from Canada, framing it as a necessary action with identity-based language.
lornemosionier8864
Sep 9, 2025
You can not fix stupid (Trump) but you can remove it. Impeach Trump.
You can not fix stupid (Trump) but you can remove it. Impeach Trump.
Calls for Trump's impeachment while making a moral judgment about his fitness for office.
@victorlick5640
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)