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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Fear / Threat
3,873 comments
And the Crap Show begins.. The American People will suffer heavily from the influence of other countries which will weaken America's economy. Thanks MAGA votes, who believe your current President in the matter of less …
And the Crap Show begins.. The American People will suffer heavily from the influence of other countries which will weaken America's economy. Thanks MAGA votes, who believe your current President in the matter of less than 50 days in office America is doing marvelous (the best it has ever been and the best you have ever seen). Guess Kamala wasn't lying after all..
Expresses alarm about economic damage and negative consequences from current policies, with criticism of MAGA voters.
@DanyellePiper-l5x
Mar 4, 2025
What Trump is doing is completely wrong and unhinged!\nWe are now in a nightmare!\nBoston, Massachusetts
What Trump is doing is completely wrong and unhinged!\nWe are now in a nightmare!\nBoston, Massachusetts
Expresses alarm and distress about Trump's actions as creating a 'nightmare' scenario, combining moral disapproval with anxiety about current conditions.
@ESHANABROOK
Mar 4, 2025
USA stole Mexico’s ?? territory now Trump wants to steal Canada ?? territory! \nAnd Trump probably will give Alaska back to Russia Putin ??
USA stole Mexico’s ?? territory now Trump wants to steal Canada ?? territory! \nAnd Trump probably will give Alaska back to Russia Putin ??
Expresses alarm about territorial threats from the USA and makes unsubstantiated claims about Trump's intentions.
@LeeK85
Mar 4, 2025
Standing up to the bully... This is gonna be a showdown..
Standing up to the bully... This is gonna be a showdown..
Expression of concern about confrontation and escalating conflict between leaders.
Fear / Threat
0.80
@ikechukwunwaeze2205
Mar 4, 2025
So are you going to be a tough guy against Donald Trump the United States been protecting your country for its conception maybe you need to go visit him in the Oval Office and get …
So are you going to be a tough guy against Donald Trump the United States been protecting your country for its conception maybe you need to go visit him in the Oval Office and get school on what a pansy you are go ahead and talk to Donald might just close your border to America you don't you don't have the cards you don't have the balls be tough guy he'll slap a 50% tear upon you and then maybe he'll say take a hike a jerk Trudeau come on wake up
Expression of anxiety about Canada's vulnerability to US economic and political pressure, with alarmist framing about tariffs and power imbalance.
@driverslqqk7940
Mar 4, 2025
Canada will fall.
Canada will fall.
Expresses a dire prediction about Canada's future, conveying existential concern or alarmism.
Fear / Threat
0.80
@Doublehog
Mar 4, 2025
American wake up, look at what our government is doing to the people. This is scary America! God Bless America! I agree with Canadian Prime Minister.
American wake up, look at what our government is doing to the people. This is scary America! God Bless America! I agree with Canadian Prime Minister.
Commenter expresses fear about government actions and describes the situation as 'scary,' while comparing favorably to Canada.
@debbieanderson7837
Mar 4, 2025
I’m embarrassed to be an American. I have no president! There is a dictator in action now and he will destroy our country. Mental illness is obvious!
I’m embarrassed to be an American. I have no president! There is a dictator in action now and he will destroy our country. Mental illness is obvious!
First-person expression of shame and alarm about authoritarian governance and national destruction, framed as an existential threat.
@carolfeligno1596
Mar 4, 2025
As a Canadian, here's my biggest concern. The whole border thing was nothing more than a ruse. Trump has cozied up to Putin ... basically, he's Putin's poodle. He's tossed Ukraine to the wolves. (Though, …
As a Canadian, here's my biggest concern. The whole border thing was nothing more than a ruse. Trump has cozied up to Putin ... basically, he's Putin's poodle. He's tossed Ukraine to the wolves. (Though, I think Europe and Canada will increase their efforts to help Ukraine.) My fear is Trump will find some way to justify sending American troops into Canada to simply seize the resources he wants but is unwilling to trade for.
Canadian commenter expresses security concerns about potential U.S. military intervention and resource seizure, framed as personal worry.
@DerekBly57
Mar 4, 2025
Trump will ruin the USA. He loves Russia.
Trump will ruin the USA. He loves Russia.
Expresses alarm about Trump's leadership and alleged foreign allegiances as a threat to the USA.
Fear / Threat
0.80
@Ray-t2e5j
Mar 4, 2025
Trump wants to be a dictator. He needs to distance himself from allies and crash his countries economy so he can declare Marshall law and end all future elections and opposition. The Robber Barons will …
Trump wants to be a dictator. He needs to distance himself from allies and crash his countries economy so he can declare Marshall law and end all future elections and opposition. The Robber Barons will buy everything of value for next to nothing and most of the U.S. will be slaves .
Conspiracy-theory framing of Trump's intentions as authoritarian power-grab leading to economic collapse and enslavement.
@rolandwalter5849
Mar 4, 2025
The American people voted for a fascist. Thanks a lot. The winner is Putin. Are you happy now!
The American people voted for a fascist. Thanks a lot. The winner is Putin. Are you happy now!
Expresses alarm about fascism and geopolitical consequences (Putin winning), with comparative framing of American vs. other interests.
@HettiedeKorteDiplomaat
Mar 4, 2025
USA=RUSSIA takeover….why sever ties with western countries? Geez ppl…you need to open your eyeballs.
USA=RUSSIA takeover….why sever ties with western countries? Geez ppl…you need to open your eyeballs.
Expresses alarm about geopolitical takeover and severing ties, presenting unsubstantiated claims about foreign influence without evidence.
@emandeli1585
Mar 4, 2025
One single man, causing all this chaos that will probably ruin millions of lives.....power is a dangerous thing.
One single man, causing all this chaos that will probably ruin millions of lives.....power is a dangerous thing.
Expresses alarm about the dangerous consequences of one person's power, emphasizing potential harm to millions.
@ejgomes8311
Mar 4, 2025
Trump is leaving Canada open to be invaded by Putin once Ukraine has peace in its remaining territory! This is just more of Trump showing he is obliged to Russia!
Trump is leaving Canada open to be invaded by Putin once Ukraine has peace in its remaining territory! This is just more of Trump showing he is obliged to Russia!
Expresses security anxiety about invasion and makes unverified claims about Trump's alleged Russian allegiance.
@pongyi123
Mar 4, 2025
TRUMP CONTINUES TO EMBRACE PUTIN AND MAKE ENEMIES OF AMERICAS BEST ALLIES
TRUMP CONTINUES TO EMBRACE PUTIN AND MAKE ENEMIES OF AMERICAS BEST ALLIES
Expresses alarm about Trump's alleged alignment with Putin and damage to American alliances without evidence.
@williamfranz9872
Mar 4, 2025
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
Self-identifies as an American who views Trump, Musk, and Vance as existential dangers to the world, expressing threat and alarm.
@sadiegirl
Mar 4, 2025
Trmp is off his rocker and clearly serving ptns intentions of destroying America within.
Trmp is off his rocker and clearly serving ptns intentions of destroying America within.
Expresses alarm about threats to America from within, using language of danger and conspiracy.
Fear / Threat
0.80
@KarlFullerNZ
Mar 4, 2025
Trump is taking us to the bottom of the pit
Trump is taking us to the bottom of the pit
Expresses alarm about Trump's leadership leading to national decline, framing it as an existential threat.
@mariselakatsapis430
Mar 4, 2025
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Expresses security/threat concerns about foreign interference and calls for stopping political figures, rooted in perceived danger.
@susanledoux5237
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)