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
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Expresses demographic anxiety about neighborhood composition, uses stereotyping language about various groups, and frames demographic change as a threat.
floda4835
Feb 3, 2026
Will you all stop watching what Trump is doing!!!! And start seeing the things he's doing behind your backs!!! He is giving billions in contracts to Musks companies and firing anyone who doesn't agree with …
Will you all stop watching what Trump is doing!!!! And start seeing the things he's doing behind your backs!!! He is giving billions in contracts to Musks companies and firing anyone who doesn't agree with them. They will never leave the Whitehouse, or if they do they will be taking billions if not trillions of American dollars with them most probably to Russia who will then rage war on America when your on the bones of your backside and no economy to fight. Your all looking in the wrong places, someone like Trump or Elon or Putin never let you see what's in their left hand when showing you their right, wake up America and impeach him now or you will have no country left ???❤
Expresses alarm about alleged corruption and hidden dealings, urging impeachment action based on unsubstantiated concerns.
@kathrynjones6491
Mar 4, 2025
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of …
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of judicial reform.. to ensure Chaos.. & the eventual Militarized police officers... & The acceptance of law and...Dis. order..... . This really ruins it for the people who appreciate the opportunity for Canadian citizens who really do wish to be legitimate taxpayers & actually work....
... Just another example of how the government is utterly COMPLICIT in denigrating the Judicial SYSTEM... ...
.... This is not a Party Partisanship issue... . It is the.. weakening of our system as a whole...
... As we have seen... The demographics of crime... Is an extreme issue... Not to be taken lightly.... This is beyond sad... It is sheer Apathy.. of the Canadian government to... Protect against outside influences....
Perhaps we might consider that....
... Some people don't have a creed of .. Civil obedience...
Our laws must change... & Radically... As .. some are just given to the thoughts of... Scamming the system... & Trying to get away with.. whatever they can... We need actual... Teeth in our Judicial SYSTEM.. 😮...
Presents a conspiracy-tinged narrative about government complicity, judicial weakness, and demographic crime concerns, mixing unsubstantiated claims with alarmist framing about systemic collapse.
cal.anonymous7970
Dec 24, 2025
Hell No A TuK-TuK in Canada. 15:50 Canada is really cooked man😭
Hell No A TuK-TuK in Canada.
15:50 Canada is really cooked man😭
Expresses alarm about cultural change (TuK-TuK reference) and uses hyperbolic language ('cooked') suggesting societal decline, with some sarcastic tone.
sign-after-sign10
Feb 3, 2026
The USA will be brought down to its knees. Trump will love it but the people will hate it. Maybe then they will WAKE UP!
The USA will be brought down to its knees. Trump will love it but the people will hate it. Maybe then they will WAKE UP!
Expresses alarm about economic/political decline and calls for people to 'wake up' to perceived threats.
@GladBurgio
Mar 4, 2025
Know who I'm going after when he tries to destroy this country
Know who I'm going after when he tries to destroy this country
Expresses threat perception ('destroy this country') and implies intent to take action against a political figure.
@RyanFriday-m2c
Mar 4, 2025
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark …
Trump is slowly going to destabilise the USA deliberately in order to bring on a civil war & uprising so that he can involve the military to help him control the country by force. Mark my words that's his grand plan at home, he wants total control. Don't let him win if this happens. He wants an authetarian state similar to Russia, him & Musk, vance. Then he will try and take Greenland or even Canada, he will try to wind his supporters up into a frenzied in some way or form to basically pick a fight. With a military style rule over the USA he will then start to invade his neighbours or any other mineral rich nation. This is the worst possibility God bless it never materialises.
Presents speculative conspiracy theories about Trump's intentions (civil war, military takeover, territorial expansion) framed as existential threats.
@paulmurray2506
Mar 4, 2025
Do what you gotta do, we are embarrassed and humiliated on the world stage already. Just bear in mind he won't be in the White House forever.. we just gotta survive the next 3 and …
Do what you gotta do, we are embarrassed and humiliated on the world stage already. Just bear in mind he won't be in the White House forever.. we just gotta survive the next 3 and half years.... yikes.
Expresses anxiety about Canada's international standing and concern about surviving a difficult political period, combining threat perception with moral concern.
@Basque-Aragon
Mar 4, 2025
Soft colonisation will soon become hard annexation ⚠
Soft colonisation will soon become hard annexation ⚠
Alarmist claim about immigration as a form of colonization escalating to annexation, presented without evidence.
shoahkhan5670
Jan 27, 2026
CanaRome has fallen!
CanaRome has fallen!
Uses historical metaphor (Rome's fall) to express apocalyptic concern about Canada's decline.
deanmcghie6519
Feb 26, 2026
I hope they’ll get busted soon
I hope they’ll get busted soon
Expresses hope that someone will be caught/punished, suggesting concern about a threat or wrongdoing.
basrasunny786
Jan 29, 2026
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Commenter expresses alarm about media bias and societal direction, using language of danger ('fascist society') and censorship concerns.
@hannahmote2
Mar 4, 2025
11:00 mental asylum
11:00 mental asylum
Vague alarmist statement equating immigration with mental illness, expressing threat/danger without substantiation.
factssonlyyy
Sep 18, 2025
Canadá you won’t win these you better join or lose!
Canadá you won’t win these you better join or lose!
Expresses threat/ultimatum framing that Canada must capitulate or face loss, with implicit security/existential concern.
@reyzellgames911
Mar 4, 2025
Call in airstrikes.
Call in airstrikes.
Extreme rhetoric suggesting military violence as a response, expressing existential threat perception regarding immigration.
Patrick-sy9uw
Jan 29, 2026
Canada doesnt have a chance lol
Canada doesnt have a chance lol
Expresses pessimism about Canada's prospects with dismissive tone suggesting existential concern.
@realgenghiskhan
Mar 4, 2025
I bet Putin loves this. Why is Trump doing this for Putin?
I bet Putin loves this. Why is Trump doing this for Putin?
Expresses suspicion and concern about foreign influence, making an unsubstantiated claim about Trump's motivations regarding Putin.
@VFW-Mayer
Mar 4, 2025
ITS A SAD TIME
ITS A SAD TIME
Expression of sadness and concern about current circumstances, conveying anxiety about the situation.
Fear / Threat
0.75
@TaraAmudipe
Mar 4, 2025
Brampton is uninhabitable.
Brampton is uninhabitable.
Hyperbolic claim that a city is uninhabitable, expressing demographic anxiety and negative characterization of immigrant-affected areas.
aarongoodman2301
Jan 29, 2026
Human trafficking in canada and says ‘bie’ instead of ‘bye’ holy shit whats happening in that country
Human trafficking in canada and says ‘bie’ instead of ‘bye’ holy shit whats happening in that country
Commenter expresses concern about human trafficking in Canada while using sarcasm about linguistic differences.
PapaYagaa
Jan 29, 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)