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
How much longer will the US put up with this insane rampage by President Trump, who is alienating reliable partners and making common cause with enemies. America needs to wake up and realize that this …
How much longer will the US put up with this insane rampage by President Trump, who is alienating reliable partners and making common cause with enemies. America needs to wake up and realize that this will only have dire consequences for the nation.
Expresses alarm about Trump's foreign policy alienating allies and creating dire national consequences, emphasizing danger and threat.
@philippedubois7716
Mar 4, 2025
soon americans are russians good luck from Finland
soon americans are russians good luck from Finland
Expresses anxiety about geopolitical threat (Americans becoming Russians) and comparative concern about US trajectory.
@PenttiHuttunenGlobetrotter
Mar 4, 2025
Mass migration.
Mass migration.
Two-word phrase expressing concern about mass migration as a threat or problem.
Fear / Threat
0.75
christiancruz4572
Feb 11, 2026
I think that the long term strategy is to force Canadians to make a decision about joining the United States.
I think that the long term strategy is to force Canadians to make a decision about joining the United States.
Speculates about coercive strategy to force Canadian annexation, expressing existential threat to Canadian sovereignty.
@Zachary-fc2ti
Mar 4, 2025
Trump loves Russia he wants to destroy the west .
Trump loves Russia he wants to destroy the west .
Expresses alarm about Trump's alleged alignment with Russia and threat to Western stability, with comparative framing between nations.
@lq7335
Mar 4, 2025
The country is disgusting
The country is disgusting
Brief negative statement expressing disgust about the country, likely referring to immigration-related concerns given context.
Fear / Threat
0.75
resortcondorentals4659
Feb 5, 2026
Canada's gonna mess around and own some of the US if Donald doesn't truly look out for all americans!
Canada's gonna mess around and own some of the US if Donald doesn't truly look out for all americans!
Expresses concern about potential military/territorial conflict between nations, framed as a warning about consequences of poor leadership.
@michaelericross4502
Mar 4, 2025
EUROPE IS NEXT
EUROPE IS NEXT
Expresses alarm about Trump's expansionist threat extending to Europe, invoking fear of broader geopolitical danger.
Fear / Threat
0.75
@eshjane
Mar 4, 2025
Trudeau we agree with you, all this is going too hurt us American citizens.
Trudeau we agree with you, all this is going too hurt us American citizens.
American commenter expresses concern about negative impact on US citizens, framing immigration policy as a threat.
@RomanBarba-v8v
Mar 4, 2025
America is going down the shitter
America is going down the shitter
Expresses alarmist concern about America's decline, with implicit moral judgment about current leadership.
@Gw49172
Mar 4, 2025
6th state ? 4 powers USA china russia and India 2050 was predicted ! Scary times for the free world . Perhaps maybe just a thought ……..
6th state ? 4 powers USA china russia and India 2050 was predicted ! Scary times for the free world . Perhaps maybe just a thought ……..
Expresses geopolitical anxiety about global power shifts and existential threat to the free world based on unsubstantiated predictions.
@kimilsley2040
Mar 4, 2025
Too many of these people in Japan
Too many of these people in Japan
Expresses demographic anxiety about immigrant presence, framed as a threat or concern about numbers.
shinkuroishi5349
Feb 26, 2026
Like what the fuck is the garabage every where while putting the indias tag
Like what the fuck is the garabage every where while putting the indias tag
Expresses concern about disorder/degradation while tagging India, implying cultural contamination anxiety.
swativasantpatil9615
Jan 27, 2026
Какой кошмар😢
Какой кошмар😢
Russian text expressing horror/nightmare sentiment about the video content, conveying alarm and distress.
Fear / Threat
0.75
ROKKI-ym6hc
Feb 13, 2026
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
Canada is fcuked.
Canada is fcuked.
Expresses catastrophic framing of Canada's future due to immigration, implying systemic decline.
stevenlai1199
Sep 19, 2025
Its too late now
Its too late now
Expresses fatalistic concern ('too late now') suggesting irreversible demographic or policy change, conveying anxiety about the situation.
Fear / Threat
0.75
ShadowRap-y5l
Sep 19, 2025
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through …
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through it like it was a normal thing.
I just hope they don't take over Georgetown and ruin it too. 😢
Anecdotal account of neighborhood deterioration linked to immigrant presence, expressing concern about 'takeover' and cultural displacement.
madmike9530
Sep 20, 2025
This is our version of a no go zone, but it's by choice.
This is our version of a no go zone, but it's by choice.
References 'no go zones' implying self-segregation and danger, expressing demographic anxiety.
blakeground4512
Sep 19, 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)