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
Yes they do that at the Tim Hortons and other restaurants too.. they will ignore you and serve the person behind you ahead bc they are ethnic😅
Yes they do that at the Tim Hortons and other restaurants too.. they will ignore you and serve the person behind you ahead bc they are ethnic😅
Anecdotal claim of discriminatory service based on ethnicity, framing immigrant workers as a threat to fair treatment of Canadian customers.
ancacox8886
Jan 27, 2026
Trumps own supporters will be chasing him out of the White House once they all lose their fucking jobs?
Trumps own supporters will be chasing him out of the White House once they all lose their fucking jobs?
Predicts negative economic consequences (job loss) for Trump supporters with sarcastic tone about political backlash.
@futureshock7425
Mar 4, 2025
The fecal matter chuckers know no bounds.
The fecal matter chuckers know no bounds.
Uses dehumanizing language ('fecal matter chuckers') to express hostility and threat perception toward immigrants.
rōnin_963
Jan 27, 2026
Sounds like he wants war with us lets get it
Sounds like he wants war with us lets get it
Expresses threat perception ('wants war with us') and implicitly calls for confrontational action, combining fear-based framing with mobilization language.
@kmix7928
Mar 4, 2025
I think one scenario we need to consider, is that trump is going to whine about no one wanting to do business with him as everyone will retaliate after tariffs (trade war indeed), and that …
I think one scenario we need to consider, is that trump is going to whine about no one wanting to do business with him as everyone will retaliate after tariffs (trade war indeed), and that he'll then turn to russia for trading. It sounds insane, but this is trump, making the insane possible.
Expresses alarm about potential trade war escalation and speculative concern about Trump turning to Russia, framed as a plausible threat scenario.
@lb9029
Mar 4, 2025
Canada doesn't stand a chance against United States If we wanted to take you over we could. ???? So what it has been high who cares. You have nothing i want.. and you should have …
Canada doesn't stand a chance against United States If we wanted to take you over we could. ???? So what it has been high who cares. You have nothing i want.. and you should have thought that before your country made a mockery of our national anthem when Darien lake New York always plays yours and we always stand so get bent cokehead
Expresses military threat toward Canada, asserts American superiority, and frames Canada as weak and disrespectful, combining threat language with comparative national positioning.
@THE-Stonerz-Korner
Mar 4, 2025
When they go home for a vacation that we pay for there is a Big problem criminal make a claim after they get charged That is insane
When they go home for a vacation that we pay for there is a
Big problem criminal make a claim after they get charged
That is insane
Expresses concern about immigrants exploiting social benefits and committing crimes, mixing vague allegations with security anxiety.
randydickson4104
Feb 24, 2026
Beware the anger of a patient man.
Beware the anger of a patient man.
Cryptic warning suggesting danger or threat from accumulated anger, expressing ominous concern.
Fear / Threat
0.75
@danielschaeffer1294
Mar 4, 2025
USA people, your country is being destroyed by just one mindless individual using telling lies as a weapon.
USA people, your country is being destroyed by just one mindless individual using telling lies as a weapon.
Expresses alarm about national destruction caused by Trump's dishonesty, combining threat perception with moral critique.
@JosephTaymen
Mar 4, 2025
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for …
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for the good of Canada.
Expresses security concerns about Pakistan radicalizing communities and threatening Canada, with unsubstantiated claims about demographic and ideological threats.
Nationalist_31
Sep 19, 2025
We are just letting it happen
We are just letting it happen
Expresses concern about passive government inaction on immigration, combining anxiety about loss of control with implicit criticism of policy.
dklost1
Sep 14, 2025
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada. Once we invade your asses yall gonna be …
Last time I checked the Canadian economy was heavily dependent on indian immigration. You can kick them out. But remember no one gives a shit about Canada.
Once we invade your asses yall gonna be Called Americans...fucking sorry losers
Combines economic dependency acknowledgment with nationalist threat rhetoric about invasion and loss of sovereignty.
monkeypolicd
Jan 27, 2026
World War 3 coming soon… all because of you know who
World War 3 coming soon… all because of you know who
Expresses alarmist prediction of World War 3 with vague blame attribution, combining fear-mongering with unsubstantiated claim.
@SelfLovinMyBlackAss
Mar 5, 2025
The dictator TRUMP IS TRYING TO BRAKE CANDA…to try to take over in the future??? Trump is a know-it-all men! Pride precedes a fall?
The dictator TRUMP IS TRYING TO BRAKE CANDA…to try to take over in the future??? Trump is a know-it-all men! Pride precedes a fall?
Expresses alarm about Trump as a threat to Canada's sovereignty and democracy, framing him as a dictator attempting takeover.
@555faith
Mar 4, 2025
ooooooo Im a canadian scared of puiti
ooooooo Im a canadian scared of puiti
Expresses fear or anxiety about external threat (Putin), though comment is fragmented.
Fear / Threat
0.75
@ChingChang-p3p
Mar 4, 2025
Call our president wants is your land it’s sickening
Call our president wants is your land it’s sickening
Expresses alarm about Trump's territorial ambitions toward Canada, framed as morally unacceptable.
@Desertecho1989
Mar 4, 2025
Maybe the free world can survive Trump, but the U.S. cannot.
Maybe the free world can survive Trump, but the U.S. cannot.
Expresses concern about U.S. survival and stability, implying existential threat to the nation.
@kenjohnson6101
Mar 4, 2025
He’s so clear spoken and has class unlike some. I am so disappointed and scared for our future
He’s so clear spoken and has class unlike some. I am so disappointed and scared for our future
Expresses fear and anxiety about the future while making a comparative judgment about leadership quality.
@myakiacorrigan5319
Mar 4, 2025
America is now aligned with Russia!! Have fun ???????????????
America is now aligned with Russia!! Have fun ???????????????
Expresses alarm about US-Russia alignment with sarcastic tone, presenting a geopolitical threat narrative without substantiation.
@shannonwasserman3653
Mar 4, 2025
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that …
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that I’ve seen, about all the things Trump has done in the last six weeks. Where are the condemnations about tariffs, the way Zelensky was treated and the fact that Trump is the one letting human traffickers (allegedly) across the border? As in Andrew Tate and his brother. Trump is the one allowing criminals in. Trump is the one about to sell gold cards to anyone for $5,000,000. That will include known terrorists.
Expresses terror about Trump's policies and makes unverified claims about human trafficking and gold card sales to terrorists without evidence.
@Connie-pn7ii
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)