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
Good luck USA, make America great looser again?? Trump will be one making the money and US poor will go more poorer and Oligarchs will surely take over US.
Good luck USA, make America great looser again?? Trump will be one making the money and US poor will go more poorer and Oligarchs will surely take over US.
Comment expresses concern about economic inequality worsening and oligarchic consolidation of power under Trump's policies.
@denisdegullacion
Mar 4, 2025
bruh you are crazy. what if you got kidnaped
bruh you are crazy. what if you got kidnaped
Expresses safety/security concern about kidnapping risk, framed as a warning or threat scenario.
Japans
Jan 27, 2026
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
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
Good. A lot of the immigrants are just a burden.
Good. A lot of the immigrants are just a burden.
Characterizes immigrants as a burden, expressing anxiety about their impact on society.
patriciabrenner9216
Apr 16, 2025
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
Did he do the full list??? ?? just said they're building in Arizona. Tariff us nothing friend Donald ? ? Canadian spokesperson JT called him what?? This will be a rough ride 4sure JT. Could …
Did he do the full list??? ?? just said they're building in Arizona. Tariff us nothing friend Donald ? ? Canadian spokesperson JT called him what?? This will be a rough ride 4sure JT. Could have just did the full list that was asked 2b done. ??♂️ NEW FLASH WORLD NORTH AMERICA WILL BE LOCK DOWN SOON. WHAT SIDE OF THE DOOR WILL U BE ON.?????
Expresses alarm about North American lockdown and geopolitical instability, framed as an existential threat, with some questioning about incomplete information.
@JWorm416
Mar 4, 2025
So……when we to expect the nukes next?
So……when we to expect the nukes next?
Expresses apocalyptic threat/danger through hyperbolic reference to nuclear weapons, with possible sarcastic undertone.
@BathedInTorment
Mar 4, 2025
Comrade Trump he's not the red in the bed he's the red in the White house and you'll be flying the Russian over it and the Lincoln memorial will soon have a statue of Putin …
Comrade Trump he's not the red in the bed he's the red in the White house and you'll be flying the Russian over it and the Lincoln memorial will soon have a statue of Putin sitting there!
Uses hyperbolic, sarcastic language to express anxiety about Trump's alignment with Russia and threat to American institutions, blending satire with genuine concern.
@luigiscola2282
Mar 5, 2025
let's destroy the world!!! that is the plan idiots....
let's destroy the world!!! that is the plan idiots....
Vague alarmist statement expressing apocalyptic concern ('destroy the world') attributed to unnamed actors, combining threat expression with unsubstantiated conspiracy-like framing.
@MikeHurley-u5q
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
Goodbye USA. You were a great place!!!!
Goodbye USA. You were a great place!!!!
Expresses pessimism and concern about the future of the USA, suggesting decline or departure.
Fear / Threat
0.72
@tinymusikcodottv-Musikverse99
Mar 4, 2025
There’s no fucking way this is real life..
There’s no fucking way this is real life..
Expression of shock and disbelief about the reality of events, with emotional intensity suggesting alarm or concern.
@jamesharris5156
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
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
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
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Expresses demographic anxiety about population changes in specific cities, with a dismissive tone that may be partially sarcastic.
jezthebezt
Jan 27, 2026
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
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
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Expresses hostility toward political opponents ('liberals', 'idiots') with vague threatening language ('maid for them all'), combining partisan attack with implicit threat framing.
JohnB-q8g
Feb 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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