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
Anyone who watched the entire program seen how out of touch tom mulcare was you would have to be an absolute nut job to vote ndp
Anyone who watched the entire program seen how out of touch tom mulcare was you would have to be an absolute nut job to vote ndp
Discourages voting for NDP based on perceived incompetence of a political figure shown in the video.
shannonpetryshyn183
Feb 24, 2026
Nothing will happen. Show this video to Trump. Maybe then something will happen.
Nothing will happen. Show this video to Trump. Maybe then something will happen.
Suggests showing the video to Trump as a means to prompt political action, implying current policy is ineffective.
ColinHeading
Jan 27, 2026
A rough road ahead...I support Canada and in 2 years we can dump drump/republicans. Honestly republicans have forsaken our country
A rough road ahead...I support Canada and in 2 years we can dump drump/republicans. Honestly republicans have forsaken our country
Commenter expresses support for Canada and urges action ('we can dump drump/republicans'), framing this as a future political goal.
@joE-i5w3j
Mar 4, 2025
I will sharpe this video ! Thank you for showing the truth what we are being confronted within our previous precious Country !
I will sharpe this video ! Thank you for showing the truth what we are being confronted within our previous precious Country !
Urges sharing the video and frames it as revealing truth, combining mobilization with nostalgia for 'precious Country.'
guylainemichaud2843
Aug 25, 2025
I can’t wait for Alberta to separate then we can kick out and deal with our own shit
I can’t wait for Alberta to separate then we can kick out and deal with our own shit
Expression of desire for provincial separation with intent to exclude immigrant populations, framed as autonomous action.
braydondavidson1421
Jan 29, 2026
Don’t worry about us mind your own country ? you fckng acted too late ?
Don’t worry about us mind your own country ? you fckng acted too late ?
Dismissive directive telling the US to focus on itself, with implied call for Canadian self-determination.
@Rvn1234
Mar 4, 2025
USA citizen ??♀️ I promise to do all I can to impede and get rid of MAGA! \nThis trade war is sickening, stupid, deleterious to ALL! ??+?? = strength
USA citizen ??♀️ I promise to do all I can to impede and get rid of MAGA! \nThis trade war is sickening, stupid, deleterious to ALL! ??+?? = strength
USA citizen explicitly urging action against MAGA while framing trade war as morally wrong, combining activism with ethical critique.
@mcd5478
Mar 4, 2025
Deport all the DerkaDerkas
Deport all the DerkaDerkas
Uses a dehumanizing slur and calls for mass deportation, combining a direct action demand with inflammatory language targeting a religious/ethnic group.
xrpwillchangeyourlife
Jan 27, 2026
Border patrol needs to set up shop in the NE states that border Canada
Border patrol needs to set up shop in the NE states that border Canada
Urges border patrol to take action at Canada-US border, framing immigration as a security concern.
CBrown86
Jan 29, 2026
Rise up Canada🇨🇦. Become beautiful again. End all wicked ways of thinking in your Country. Remove all evil.
Rise up Canada🇨🇦. Become beautiful again. End all wicked ways of thinking in your Country. Remove all evil.
Urges Canadians to take action with vague moral framing about removing 'evil' and 'wicked ways,' combining exhortation with ethical language.
Bullllllllllllllll
Aug 26, 2025
And 50% of AMERICANS are still too fucking stupid or have so much suicidal empathy.. That they CONTINUE supporting the Marxist party doing this to America. Even with Trump in office.. We MUST keep winning …
And 50% of AMERICANS are still too fucking stupid or have so much suicidal empathy.. That they CONTINUE supporting the Marxist party doing this to America.
Even with Trump in office.. We MUST keep winning & replacing woke Judges, & Republicans in state/Fed. Govt.. with true Patriots. We've been so heavily undermined from China & Dems/Communists.. That they were 80-90% completed with seizing 🇺🇸 too.
Along with the mass invasion (to fraudulently boost Census #'s/House seats/Electoral College votes/new voters).. They're also trying to break America's back financially. With massive welfare, abuse, fraud, corruption & debt. (HENCE why the Left loves/defends fraud).
And 80% of (R's) in Congress are weak, soft, bought & cucked. They dont even fight back. They're ALLOWING the collapse & Commie takeover.
We need to support based candidates AND run for local/state/federal office, apply at agencies, start nonprofits & political groups. And organize MASSIVE protests to get more action/accountability from Trump/DOJ/Congress etc.
The Left is willing TO DIE for their twisted beliefs... We MUST be willing to risk EVEN HALF as much to save this nation. Even half of what our Forefathers did in 1776, CW, WW2.
Its now or never boys. Deus Vult 🇺🇲🇺🇲🇺🇲
Primarily urges political mobilization and action against perceived threats, combining alarmist rhetoric with explicit calls to organize and support candidates.
flexinclouds
Jan 28, 2026
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment
Tyler, please go back and do a whole series about the Trucking Scandal
1. Please search the tragic Humboldt crash. The driver failed to read a stop sign
2. You actually ended up speaking with a possible "mule" who again is there "temporarily"
3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses
4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts
5. The "mules" get a slap on the wrist for the contraband and end up getting deported
6. The company starts the process again and claims they know nothing
7. Their company owners all drive exotic vehicles and fancy homes
Please look into this, it's been happening for years and years
Requests investigative coverage of alleged trucking/smuggling scandal with specific demands for research, though many claims lack verification and rely on ethnic profiling.
kidstoyreviews18
Jan 28, 2026
European here.\nIm boycotting ALL american products.\nOnly buying Canadian or European products.\nMore than ever, Europe and Canada should stand together as the beacons of Democracy for the World ?? ??
European here.\nIm boycotting ALL american products.\nOnly buying Canadian or European products.\nMore than ever, Europe and Canada should stand together as the beacons of Democracy for the World ?? ??
Urges boycott of American products and advocates for Europe-Canada alliance, framed as defending democracy.
@ThePulha
Mar 4, 2025
Trump is a traitor. He needs to be removed from office.
Trump is a traitor. He needs to be removed from office.
The commenter makes a moral accusation and implicitly calls for Trump's removal from office, combining ethical judgment with action-oriented language.
@RaeRaesRaveReviews
Mar 4, 2025
Just don’t go.
Just don’t go.
Direct imperative urging others not to travel to the destination.
Call to Action
0.78
darnellgawdin1968
Dec 8, 2025
Let's just stop this shit since when do we have issues between the US and Canada? Why is this happening? Please stop Donald this can't end good ?
Let's just stop this shit since when do we have issues between the US and Canada? Why is this happening? Please stop Donald this can't end good ?
Urges cessation of conflict between US and Canada and directly appeals to Trump to stop, while expressing concern about negative outcomes.
@blackwidowwoodworking9117
Mar 4, 2025
His people will remove him from office..see ya sissy boy
His people will remove him from office..see ya sissy boy
Calls for removal of Trump from office with derogatory language, framed as action by 'his people.'
@joekovacs247
Mar 4, 2025
You must protect you and your country. Trump did this we will all pay the price because trump is an idiot that only cares about the very very rich
You must protect you and your country. Trump did this we will all pay the price because trump is an idiot that only cares about the very very rich
Urges protection of country and criticizes Trump's policies, combining a call to defensive action with moral condemnation of leadership.
@cheryll.6690
Mar 4, 2025
While Canada was busy overachieving in that wild goose chase of fake requests, Trump was playing golf. Americans should hold a sit-in in Trump’s gold cart and demand for his resignation.
While Canada was busy overachieving in that wild goose chase of fake requests, Trump was playing golf. Americans should hold a sit-in in Trump’s gold cart and demand for his resignation.
Urges Americans to take action (sit-in) against Trump, with satirical tone about his golf habits and inaction.
@CantFeelmyf
Mar 4, 2025
Tyler, I am dual-citizen of both the U.S. and Canada, You need to, or should come up and do more Canadian content, it would blow up so fast, You would be covering what our mainstream …
Tyler, I am dual-citizen of both the U.S. and Canada, You need to, or should come up and do more Canadian content, it would blow up so fast, You would be covering what our mainstream news, refuses to cover because they are woke trash.
In the U.S., it is Hispanics who are the dominant group, in Canada, it is Indians, We have a lot going on up here.
Urges content creator to produce more Canadian immigration coverage while comparing demographic patterns between U.S. and Canada.
RaisedxFist
Mar 3, 2026
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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)