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
I will not buy anything from the states ever again. Even if the trade war ens, you can thank the guy you voted for, I do feel very bad for the citizens who didn't vote …
I will not buy anything from the states ever again. Even if the trade war ens, you can thank the guy you voted for, I do feel very bad for the citizens who didn't vote for him, those people I will support
Declares a personal boycott action and urges differentiation between voters and non-voters based on moral responsibility for political outcomes.
@sweetpeaGraff
Mar 4, 2025
Time for Trump IMPEACHMENT!! Our Congressmen must ACT immediately!!
Time for Trump IMPEACHMENT!! Our Congressmen must ACT immediately!!
Urges immediate congressional action (call_to_action) but the impeachment claim appears unsubstantiated in the immigration context (unverified_claim).
@Kate-qb5cj
Mar 4, 2025
When speaking to Trump about their previous work together, Trudeau should have characterized the deals they've made, the jobs and prosperity they created, and the resulting rise in stock markets as Donald Trump's LEGACY from …
When speaking to Trump about their previous work together, Trudeau should have characterized the deals they've made, the jobs and prosperity they created, and the resulting rise in stock markets as Donald Trump's LEGACY from his first term, then ask why Trump was so eager to flush all that good away. \n\nPeople will remember, Donald. Voters will remember.
Advises Trudeau on negotiation strategy and appeals to voters to remember Trump's record, urging political action.
@alexs.8401
Mar 4, 2025
Stop handing this guy microphones. Hes not our PM and he does not and has NEVER spoke for Canadians. Lets not pick a fight with USA who could wipe us off the map in half …
Stop handing this guy microphones. Hes not our PM and he does not and has NEVER spoke for Canadians. Lets not pick a fight with USA who could wipe us off the map in half and hour.
Commenter urges media to stop platforming Trudeau while expressing fear of US military superiority and concern about diplomatic conflict.
@zyrelllewis6296
Mar 4, 2025
He's right my fellow Americans. Need to wake up and listen
He's right my fellow Americans. Need to wake up and listen
Urges fellow Americans to listen and wake up, implying agreement with the leader's position and encouraging others to adopt this stance.
@DawnMichele-u8o
Mar 4, 2025
Trudeau just needs to call an election
Trudeau just needs to call an election
Urges Trudeau to call an election as a specific political action.
Call to Action
0.75
@oliverclosehoff8036
Mar 4, 2025
The rest of the world should put tariffs on america that will hurt them ?
The rest of the world should put tariffs on america that will hurt them ?
Urges other nations to implement retaliatory tariffs against America as a strategic response.
Call to Action
0.75
@michaelcoady828
Mar 4, 2025
We need all republicans out of office immediately, none of this current administration follows the constitution. We are losing our constitutional liberties by the hour due to every republican following their king. Btw, I am …
We need all republicans out of office immediately, none of this current administration follows the constitution. We are losing our constitutional liberties by the hour due to every republican following their king. Btw, I am independent, I am pro democracy and pro constitution. We have to demand impeachments . As I write, our right to protest and freedom of speech at colleges is gone. Wtf is next?
Primarily urges impeachment and political action while critiquing constitutional governance, though context is U.S.-focused rather than Canadian immigration.
@angieshoemaker7546
Mar 4, 2025
It should be a 25% tariff at US Dollars fuckem let’s be serious! Let’s go forward.
It should be a 25% tariff at US Dollars fuckem let’s be serious! Let’s go forward.
Advocates for specific tariff policy action ('should be 25%') and urges forward momentum with confrontational tone.
@waynebattrick5326
Mar 4, 2025
Republicans prioritized tax cuts to benefit the WEALTHY 4.5 trillion in tax break for billionaires and millionaires.Republicans 11 RECESSIONS IN MODERN era 10 HAVE BEGUN under Republicans Presidents since the early 80s Midterms Election 2026 …
Republicans prioritized tax cuts to benefit the WEALTHY 4.5 trillion in tax break for billionaires and millionaires.Republicans 11 RECESSIONS IN MODERN era 10 HAVE BEGUN under Republicans Presidents since the early 80s Midterms Election 2026 please vote for Democrats Congress Senate and House save America from dictatorship ??️?
Primarily urges voting for Democrats with specific claims about Republican recessions and tax cuts; the factual assertions lack evidence but the dominant intent is mobilizing action.
@rakialogan3372
Mar 4, 2025
The people that stands with Canada,Mexico and Uk should move there
The people that stands with Canada,Mexico and Uk should move there
Urges people with certain political views to relocate, combining a call to action with implicit us-vs-them framing about national allegiance.
@jerryhumphrey8030
Mar 4, 2025
Hold firm, Donald. Don't cave. Don't let them win this game of chicken. The light is up ahead.
Hold firm, Donald. Don't cave. Don't let them win this game of chicken. The light is up ahead.
Urges Trump to maintain a hardline stance ('Hold firm', 'Don't cave') while framing it as a struggle between opposing sides.
@thevarietyshow7777
Mar 4, 2025
Hopefully somebody in the American Military or the CIA will take this Donald Trump out before he does any more damage to his allies in NATO
Hopefully somebody in the American Military or the CIA will take this Donald Trump out before he does any more damage to his allies in NATO
Urges military/intelligence action against Trump while framing him as a threat to allies, combining call-to-action with threat rhetoric.
@anthonybelyea1964
Mar 4, 2025
Same 25% tariffs to US devil government. And shut off oil and electric to US too. Let DEVIL trump to know Canadian STAND TOGETHER
Same 25% tariffs to US devil government. And shut off oil and electric to US too. Let DEVIL trump to know Canadian STAND TOGETHER
Urges retaliatory economic action (tariffs, cutting utilities) while asserting Canadian unity and identity against the US.
@allenyamasaki7978
Mar 4, 2025
Remove these both freaks, Trump and Vence and let them take Mask with them until it's not too late!!!!
Remove these both freaks, Trump and Vence and let them take Mask with them until it's not too late!!!!
Urges removal of political figures with strong emotional language and us-vs-them framing.
@lpx79
Mar 4, 2025
That's the only way to get through to this idiot he is drunk with power and not a clue how to run a country properly just get rid ASAP.
That's the only way to get through to this idiot he is drunk with power and not a clue how to run a country properly just get rid ASAP.
Calls for removal of a leader while criticizing their competence and judgment, framed as urgent action needed.
@JosephDoherty-c9r
Mar 4, 2025
Cut the power off to the U.S. ?? and stop the 4 million barrels of oil going over the border put a stop to the Uranium going south no more Nickle or steel or Aluminum, …
Cut the power off to the U.S. ?? and stop the 4 million barrels of oil going over the border put a stop to the Uranium going south no more Nickle or steel or Aluminum, Potash for their Farmers stop that also, the additional measures being considered will be painful and unfortunately the majority of Americans don't realize what's coming their way sure Canada ?? will feel pain also but we are standing up for what's right these tariffs is an unprovoked attack on our economy and you can bet Vladimir Putin ?? is smiling now knowing Trump can be compromised just look at what Putin ?? has managed to do so far he has manipulated Trump into alienating all his allies which has now happened you can bet that Vladimir Putin ?? is going milk this till he either succeeds in destroying the world ? view of the U.S.?? or manipulates Trump into telling him things he shouldn't to further his plans because if you think Vladimir Putin ?? does have a deck of cards up his sleeve you're nieve he has shook the hands of 2 dictators, Kim Jong Un ?? and Vladimir Putin ?? and has burned all his bridges with allies and you still think Russia isn't trying to interfere politically so it works to their advantage it already has. Hell he is ex KGB for crying out loud if that's not a red flag then the U.S.?? has more issues than I thought. How could Trump and his thugs attack President Zelensky ?? on live T.V. for the world ? to see how disrespectful, cruel, a total lack of compassion for a president who has had his country destroyed he's losing his people and that shirt President Zelensky was wearing was from a young girl back in Ukraine the U.S. ?? played Judge, Jury and executioner on live T.V. They are punishing President Zelensky for absolutely no reason by stalling aid to Ukraine his people are being slaughtered and they want Ukraine to give up territory and that's not acceptable under any circumstances Trump is trying to force President Zelensky ?? into a deal with Russia ?? by stalling aid. So let's punish people in a country that has been destroyed even more to force them into a deal with Russia ?? that would require Ukraine to give up territory absolutely not! Ukraine must remain in tact and return to its former glory ?? the United States of America ?? can no longer be trusted especially if they attacked their closest allies and insulted us continually did WW1 and WW2 mean absolutely nothing to the U.S.?? when Iran ?? took American hostages Canadians ?? worked tirelessly to devise a plan to get them back to the U.S. and succeeded in doing Just that the Canadians brought back the Americans safely. When 9/11 happened and Canada ?? took on thousands of passengers in Gander Newfoundland Canada ?? we opened our airspace and landed each and every one of them safely then when Americans couldn't get their medication, Gander gave it to them free of charge when Americans went shopping for clothes the stores gave it to them free of charge everything they needed was provided free of charge they were fed housed offered compassion and opened their homes so Americans could shower and clean up. So Canadians has always been there for the U.S.?? and this is how Canada ?? is repaid for its sacrifices made during both wars and other historical events that involved both countries ????? So if the world ? sees the U.S. attacking it closest allie for no reason and insulting Canada ?? at every turn and spreading complete lies about Canadians saying we want to be the 51 St State! No Canadians want that I can tell you, not for anything or any amount of Gold or currency would Canadians want to be part of the U.S.?? we'll the world ? has seen the 2 faces of the United States ?? now and you can bet the confidence in all aspects in that country will plummet! The ?? can't be trusted anymore.
Proposes retaliatory economic measures against the US while expressing geopolitical security concerns about Russia and Trump.
@GordonGogo-0565
Mar 4, 2025
Ditch the US, Europe and Asia will take your trade
Ditch the US, Europe and Asia will take your trade
Urges Canada to abandon US relations and pursue trade with Europe and Asia instead.
@MrKoolkyd
Mar 4, 2025
Canada should immediately switch off electricity and all gas and oil to America that will totally fuck them
Canada should immediately switch off electricity and all gas and oil to America that will totally fuck them
Proposes a retaliatory action against America with hyperbolic/sarcastic tone.
@debbiesott5159
Mar 4, 2025
can not deport enough
can not deport enough
Expresses a demand for deportation action, combining advocacy for restrictive policy with implicit threat framing.
RICKYWALDNER
Dec 29, 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)