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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
Page 77 of 139
How people responsible for this mess think they can continue to sweep it under the rug while our nation deteriorates, is beyond me. Canada needs our own ICE agents out there in full force!
How people responsible for this mess think they can continue to sweep it under the rug while our nation deteriorates, is beyond me. Canada needs our own ICE agents out there in full force!
Criticizes government handling of immigration issues and explicitly calls for enforcement action ('ICE agents').
pavel0900 Sep 28, 2025
Anita Anand, jagmeet Singh, harjit Sajjan and all Indian decent MPs in the last ten years should be investigated
Anita Anand, jagmeet Singh, harjit Sajjan and all Indian decent MPs in the last ten years should be investigated
Calls for investigation of specific MPs of Indian descent without providing evidence of wrongdoing.
rafaelchowdhury1822 Sep 28, 2025
Shut down All the private colleges , schools including fake truck driving schools
Shut down All the private colleges , schools including fake truck driving schools
Urges shutdown of educational institutions, framing them as problematic, combining policy critique with a direct call for action.
Onthe1582 Sep 28, 2025
Resign at once Donald CHUMP.
Resign at once Donald CHUMP.
Calls for Trump's resignation using a derisive nickname ('CHUMP'), combining demand for action with mocking humor.
@Conniememije Mar 4, 2025
Cancel F35.
Cancel F35.
Brief imperative calling for cancellation of F35 military program, urging policy action.
@jackstreet6979 Mar 4, 2025
Do Surrey BC next then Richmond BC
Do Surrey BC next then Richmond BC
Requests the creator produce content about other Canadian cities, urging specific action from the video creator.
davidmansoor1364 Sep 22, 2025
Every civilised country should now put tariffs on American goods..\nI’m from the UK.
Every civilised country should now put tariffs on American goods..\nI’m from the UK.
UK commenter urges tariff action against US while positioning UK as part of civilized nations coalition against America.
@stevebarker3992 Mar 4, 2025
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Calls for banning specific religious/ethnic student groups based on unsubstantiated fraud allegations.
Shahminummah Sep 27, 2025
I think what people should do, especially that gentleman that knew that fourteen people were living in a household.There is legal limitations of how many people can live in a household, and they are most …
I think what people should do, especially that gentleman that knew that fourteen people were living in a household.There is legal limitations of how many people can live in a household, and they are most definitely probably in violation of that.And the ministry should come in and shut them down
Urges enforcement action against housing violations while critiquing current enforcement of housing regulations.
naui1980 Sep 20, 2025
You need to do one exposing fraud in Canada. I’m sure it’s huge
You need to do one exposing fraud in Canada. I’m sure it’s huge
Requests the video creator expose alleged fraud in Canada, urging investigative action on a specific topic.
mitchellcloudnine Feb 28, 2026
Freedom for Ukraine! Freedom for Taiwan! Impeachement for that dumb*ss Trump and his lackey JD!
Freedom for Ukraine! Freedom for Taiwan! Impeachement for that dumb*ss Trump and his lackey JD!
Calls for impeachment of Trump while invoking freedom and justice as moral imperatives.
@Burrowsmp3 Mar 4, 2025
Once the American people see what Trump is doing to their country they will want him out. Canada should add another one percent per month to the tariffs until the Ameican stock market bombs.
Once the American people see what Trump is doing to their country they will want him out. Canada should add another one percent per month to the tariffs until the Ameican stock market bombs.
Urges Canada to escalate tariffs as a strategic response, framed as both economic action and implicit call for retaliatory policy.
@callumturkington5856 Mar 4, 2025
We need a moratorium on immigration and these foreigners need to go back.
We need a moratorium on immigration and these foreigners need to go back.
Calls for policy action (immigration moratorium) and deportation, framing foreigners as outsiders who don't belong.
redensign2025 Sep 22, 2025
WE know it's our government. Our country needs new government! Heeellllppp!!!
WE know it's our government. Our country needs new government! Heeellllppp!!!
Criticizes government and urgently calls for regime change, with emotional appeals for action.
@susanmeyer7565 Mar 4, 2025
I can feel the problem between these groups and the best answer I can ever give to Canada is to make schools how to stop racism and put them everywhere
I can feel the problem between these groups and the best answer I can ever give to Canada is to make schools how to stop racism and put them everywhere
Proposes educational intervention to address intergroup tensions, urging systemic action based on fairness and social cohesion principles.
jamesmatheson9624 Sep 20, 2025
I live close to Bramledash. The houses are apparently cheap, but I would never live there. They need to stop immigration immediately!
I live close to Bramledash. The houses are apparently cheap, but I would never live there. They need to stop immigration immediately!
Combines personal experience of avoiding the area with explicit call to stop immigration immediately.
truedoulos Sep 20, 2025
Trump needs to gooo
Trump needs to gooo
Demand for removal of Trump, though off-topic to Canadian immigration.
@mikeA002 Mar 4, 2025
TOTAL DEPORTATIONS ARE IMMEDIATELY NEEDED TO REVERSE THE JEETIFICATION DESTRUCTION OF CANADA
TOTAL DEPORTATIONS ARE IMMEDIATELY NEEDED TO REVERSE THE JEETIFICATION DESTRUCTION OF CANADA
Demands immediate deportations as a solution, framed as reversing perceived destruction, combining action demand with alarmism.
jamesdylan3178 Sep 19, 2025
Impeach that Trump'eting bastard already!
Impeach that Trump'eting bastard already!
Calls for impeachment of Trump with insulting language, urging political action.
@Timba1960 Mar 4, 2025
Trudeau?????Defend yoursleves!
Trudeau?????Defend yoursleves!
Urging Trudeau to take defensive action, combining criticism with a call for specific response.
@mrs.d6282 Mar 4, 2025
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Discourse Taxonomy

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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)