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
What he basically said it that, Canada is in trouble.
What he basically said it that, Canada is in trouble.
Expresses concern about Canada's troubled situation without elaborating specific details.
Fear / Threat
0.72
@RenardGarland
Mar 4, 2025
Bring it on ya pansies!! We ain’t scared if no canadiens. You can’t fight your way out of wet paper bag!! You ain’t hurting nothing! Can’t wait till yall become the 51st state ?
Bring it on ya pansies!! We ain’t scared if no canadiens. You can’t fight your way out of wet paper bag!! You ain’t hurting nothing! Can’t wait till yall become the 51st state ?
Expresses aggressive dismissal of Canadians as weak, predicts Canadian absorption into the US, and frames Canadians as a threat/rival group.
@chief4223
Mar 4, 2025
All the comments prove, canada deserves and needs more Bramptons and surreys.
All the comments prove, canada deserves and needs more Bramptons and surreys.
Sarcastically suggests Canada 'deserves' more demographically transformed cities, implying demographic anxiety about cities like Brampton and Surrey.
rajashekharreddy3912
Oct 21, 2025
I guess trump's fans would say it is time to invade Canada and let it become the 51 state as what putin is doing.
I guess trump's fans would say it is time to invade Canada and let it become the 51 state as what putin is doing.
Expresses concern about potential military aggression/annexation through a comparison to Putin's actions, with some satirical undertone.
@juncongyan4533
Mar 4, 2025
Time to start feeling the the pain and power of other peoples ignorance and stupidity I suppose.
Time to start feeling the the pain and power of other peoples ignorance and stupidity I suppose.
Expresses anxiety about experiencing negative consequences from others' perceived ignorance, framing it as a threat to the commenter's group.
@chrismontero8301
Mar 4, 2025
THE\nWORLD ? \nLAUGHING ????????????????????????????CRIMINALS ????
THE\nWORLD ? \nLAUGHING ????????????????????????????CRIMINALS ????
Expresses alarm and uses dehumanizing language ('criminals') toward an outgroup, combining threat perception with identity-based framing.
@terrypayne6380
Mar 4, 2025
SAVE YOUR WORDS TRUMP DOES NOT CARE WHAT YOU THINK OR WHAT YOU SAY
SAVE YOUR WORDS TRUMP DOES NOT CARE WHAT YOU THINK OR WHAT YOU SAY
Expresses futility and dismissal of diplomatic efforts, suggesting Trump is unresponsive to appeals.
Fear / Threat
0.72
@JacquelinePérez-m9g
Mar 4, 2025
Oh! people on both side in Canada or USA will suffer ? enjoy politicians
Oh! people on both side in Canada or USA will suffer ? enjoy politicians
Expresses concern about suffering on both sides due to political decisions, with implicit criticism of politicians.
@JamilJan-u8o
Mar 4, 2025
Many of the uneducated people that voted for Donald have no clue what is about to happen and think that this is all bluff, but just wait, what happens at your next stop when buying …
Many of the uneducated people that voted for Donald have no clue what is about to happen and think that this is all bluff, but just wait, what happens at your next stop when buying something.
Expresses alarm about economic consequences and characterizes Trump voters as 'uneducated,' combining demographic anxiety with unsubstantiated generalizations.
@gabriellopez5275
Mar 4, 2025
this no 1 create alot of trouble for the world
this no 1 create alot of trouble for the world
Vague assertion that something creates trouble globally, expressing concern without specific evidence or detail.
@wanderfooltang3520
Mar 5, 2025
USA will not hurt, Americans dnt take this lightly
USA will not hurt, Americans dnt take this lightly
Expresses concern about potential harm to the USA while making an unsubstantiated claim about American resolve.
@gbaz8
Mar 5, 2025
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Expresses alarm about economic collapse and references third-world countries in a comparative context suggesting decline.
@SamahSinnan
Mar 4, 2025
They behave polite since got no ammunition.??
They behave polite since got no ammunition.??
Expresses security/threat concern about immigrants ('no ammunition') with an unsubstantiated implication about dangerous behavior.
@GauravAwasthi-
Mar 4, 2025
India is better than lazy islamic jihadis trying to take over the world
India is better than lazy islamic jihadis trying to take over the world
Comparative statement expressing fear about religious/cultural groups taking over, using inflammatory language about jihadism.
DeltaProphetdbd
Jan 29, 2026
The zalensky assault by trump was just a rehersal for trudo........trump is an incurable psycho petulant malevolent soul. Insulting him is very dangerous.
The zalensky assault by trump was just a rehersal for trudo........trump is an incurable psycho petulant malevolent soul. Insulting him is very dangerous.
Unsubstantiated comparison of political figures combined with warnings about danger and psychological instability.
@Rickristian
Mar 4, 2025
im so sick of em
im so sick of em
Brief expression of frustration and fatigue directed at an unnamed group, implying negative sentiment toward immigrants without elaboration.
Fear / Threat
0.72
firstchoiceautonb5400
Jan 29, 2026
Seems the lawlessness of preditory behavior is being welcomed with impunity. Fentanyl is legalized here in America. Hospice used it to basically murder our dear brother and mother, with no options searched for at all. …
Seems the lawlessness of preditory behavior is being welcomed with impunity. Fentanyl is legalized here in America. Hospice used it to basically murder our dear brother and mother, with no options searched for at all. They can't touch them nor others who passed over in glory anymore. Emotions aside of our Lord's strength, America is clearly reaping what it's sown. Vote for an inexperienced criminal ya receive criminal behavior. The currency is love, the language is love. Period. Lastly, self pity is no excuse Mr. Trump. Blessings....
Expresses alarm about lawlessness and predatory behavior being 'welcomed with impunity,' combined with an unverified claim about hospice misuse of fentanyl, framed as a moral/spiritual concern.
@willjuniel-jp8rc
Mar 4, 2025
blitzkrieg. take care canada <3
blitzkrieg. take care canada <3
References military invasion (blitzkrieg) as threat to Canada while expressing solidarity, mixing concern with support.
@Fartharderful
Mar 4, 2025
Uhh demon gods on display everywhere 🤮
Uhh demon gods on display everywhere 🤮
Uses dehumanizing language and disgust emoji to express alarm about religious/cultural practices, framing them as threatening.
Fear / Threat
0.72
jonj.4702
Jan 28, 2026
Are people _FINALLY_ going to see reality? Trump wants as much discourse as possible. His major plan is to declare a reason for Martial Law, to take complete control of the government/country. As I have …
Are people _FINALLY_ going to see reality? Trump wants as much discourse as possible. His major plan is to declare a reason for Martial Law, to take complete control of the government/country. As I have said this before, for years, all I received in return is to be called a Russian BOT! Well, guess what? It's going to get much, much worse! And, YES, it's the democrats, also.
Presents unsubstantiated claims about Trump's alleged plan for martial law and authoritarian control, framed as existential threat.
@MundiTaurus
Mar 4, 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)