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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Moral Argument
2,863 comments
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
It messed up were siding with Russia messed up all you people that bashing Ukraine are fucked up
Makes ethical judgment about geopolitical alignment, condemning those who criticize Ukraine support as morally wrong.
@changelivesheroes
Mar 4, 2025
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would …
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would you give them 4 more years.
Expresses sadness about people's suffering and appeals to voters' judgment about past government performance, grounded in ethical concern.
DavidCassidy-o1p
Sep 7, 2025
you know then tell all whites not to receive any benefits from Indian tax payers. just don't get that. create an exception that Canada is only for white europeans who came here may be 100 …
you know then tell all whites not to receive any benefits from Indian tax payers. just don't get that. create an exception that Canada is only for white europeans who came here may be 100 years earlier than Indians. these kind of bullshits are normalized.
Appeals to fairness and equal treatment by questioning why Indian immigrants should receive benefits if they're not 'European,' framed as a justice argument against perceived discrimination.
anandbabu1346
Jan 27, 2026
After slaughter idian native ppl - this is your revard !
After slaughter idian native ppl - this is your revard !
Moral argument invoking historical injustice against Indigenous peoples to critique current immigration policy as karmic consequence.
redwind47
Dec 25, 2025
A radical sect has taken over the Republican Party. Trump is doing generational damage that will wreak havoc on our country. F@ck all ya'll who voted for this convicted felon, sex abuser and privileged psychopath!
A radical sect has taken over the Republican Party. Trump is doing generational damage that will wreak havoc on our country. F@ck all ya'll who voted for this convicted felon, sex abuser and privileged psychopath!
Makes ethical appeals about Trump's character and fitness for office while expressing alarm about generational damage, framed as moral condemnation.
@kingofbuckhannon
Mar 4, 2025
This just proves our preident is a fucking liar. He will never be trusted by any of our allies
This just proves our preident is a fucking liar. He will never be trusted by any of our allies
Condemns president as dishonest and untrustworthy, appealing to moral principles of honesty and reliability in leadership.
@joshramirez37
Mar 4, 2025
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Expresses shame and assigns blame to a political group ('RED HATS') for national humiliation, appealing to collective dignity.
@adoptsalot
Mar 4, 2025
As an American who not unlike more than half of this country believe this president and his administration are going down a very dangerous path. It feels like a runaway train, why can't we stop …
As an American who not unlike more than half of this country believe this president and his administration are going down a very dangerous path. It feels like a runaway train, why can't we stop it, why can't we remove him, the impending damage that is about to take place seems obvious. This is a democracy but what do you do if the person who was voted in isn't qualified and is hurting not only our people but people around the world? Can you recall a president? What would it take?
First-person account expressing ethical concerns about presidential fitness and democratic accountability, with rhetorical questions about removal mechanisms.
@archerandthemouse
Mar 4, 2025
TRUMP IS A MONSTER!
TRUMP IS A MONSTER!
Brief moral condemnation of Trump using strong ethical language ('MONSTER') without elaboration.
Moral Argument
0.78
@Jetty1152
Mar 4, 2025
Nonsensical video garbage. White people have been going to other countries colonizing, forcing people to convert and spreading their way of living for centuries. Hypocrisy at its finest and all over a fringe minority 1%
Nonsensical video garbage. White people have been going to other countries colonizing, forcing people to convert and spreading their way of living for centuries. Hypocrisy at its finest and all over a fringe minority 1%
Appeals to historical injustice and hypocrisy, using comparative framing (Western colonization vs. current immigration) to argue for moral consistency in immigration criticism.
Mercedes-x2s
Sep 12, 2025
Look who's complaining 😅 those who colonized one-third of the world.
Look who's complaining 😅 those who colonized one-third of the world.
Uses sarcasm to invoke historical colonialism as a moral counterargument to complaints about immigration, questioning the legitimacy of native-born complaints.
Stuck.in.Matrix
Dec 19, 2025
Thought we'd keep growing stronger together. Shame to see this.
Thought we'd keep growing stronger together. Shame to see this.
Appeals to values of unity and collective strength while expressing disappointment at perceived division or decline.
@JohnnyJohnsonEsq
Mar 4, 2025
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
There is one thing I will correct Trudeau on: donald is NOT a very smart guy. He is deeply ignorant both, intellectually & emotionally. \n\nAny fool can see that! He is deeply shameful & cruel!
Makes character-based moral critique of Trump, emphasizing intellectual and emotional failings as evidence of unfitness.
Moral Argument
0.78
@lukefraser6172
Mar 4, 2025
Bottom line is Trump & Vance & the people who voted for them are complete idiots. Easing sanctions on Putin? Saying Ukraine started the war? Next Trump, mirroring his buddy Putin being in office since …
Bottom line is Trump & Vance & the people who voted for them are complete idiots. Easing sanctions on Putin? Saying Ukraine started the war? Next Trump, mirroring his buddy Putin being in office since 1999, will try to stay in office for years & years.
Condemns Trump supporters as idiots and raises concerns about authoritarian governance and geopolitical threats, blending moral judgment with security anxiety.
@JeffGDj
Mar 4, 2025
I would like to apologize on behalf of our completely corrupt and inept government. Please know that most of us don’t want this
I would like to apologize on behalf of our completely corrupt and inept government. Please know that most of us don’t want this
Appeals to ethics and fairness by apologizing on behalf of government while distancing the speaker from government actions.
@shiz1246
Mar 4, 2025
what a beautifully crafted and heartfelt speech by a true leader. no bluster, no hyperbolic ranting, just facts and setting out the stage as trump is engineering it
what a beautifully crafted and heartfelt speech by a true leader. no bluster, no hyperbolic ranting, just facts and setting out the stage as trump is engineering it
Praises leadership qualities ('true leader') and appeals to factual integrity versus 'hyperbolic ranting,' grounded in ethical standards.
@markC199
Mar 4, 2025
Canada was built on stolen money from Panjab used to kill natives
Canada was built on stolen money from Panjab used to kill natives
Makes a moral critique of Canada's founding based on historical injustices (stolen wealth, violence against natives).
GuyBuddy-i6q
Sep 20, 2025
The biggest joke is trudeau and canada, Period!
The biggest joke is trudeau and canada, Period!
Dismisses Trudeau and Canada as a 'joke,' combining moral judgment of leadership quality with identity-based national criticism.
@elucinator9982
Mar 5, 2025
Whether you agree with his politics or not, aTHIS IS HOW A TRUE LEADER deals with something that affects their country. He’s not screaming, crying, and throwing a tantrum while laying on the floor. Good …
Whether you agree with his politics or not, aTHIS IS HOW A TRUE LEADER deals with something that affects their country. He’s not screaming, crying, and throwing a tantrum while laying on the floor. Good for Canada! I say don’t cut off the power but put a 100% surcharge on it. Give the extra cash to your people to help with any negative financial issues they may face.
Praises Trudeau's leadership conduct as morally superior while proposing economic policy alternatives.
@annbrennan1269
Mar 4, 2025
Seeeeeee white people. That’s what happens when you’re not kind to Native Americans and Black people that you used 🤪 it’s like on the freeway when you cut somebody off and then somebody else cuts …
Seeeeeee white people. That’s what happens when you’re not kind to Native Americans and Black people that you used 🤪 it’s like on the freeway when you cut somebody off and then somebody else cuts you off 😂😂😂
Uses a moral/karmic argument about historical injustices (treatment of Native Americans and Black people) to explain current outcomes, framed through identity categories.
cakesinthecity
Jan 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)