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
Its way to late to stop any of this the time to stop it was when or kids couldn't celebrate Christmas cause it was offensive to other culturesthat was 10 15 years ago
Its way to late to stop any of this the time to stop it was when or kids couldn't celebrate Christmas cause it was offensive to other culturesthat was 10 15 years ago
Expresses alarm about cultural displacement and demographic change, framing it as an irreversible threat.
SAINT_ENTERTAINMENT
Aug 27, 2025
He is back to continue his unfinished business during his first term??. We love Americans but…..
He is back to continue his unfinished business during his first term??. We love Americans but…..
Expresses concern about Trump's return and unfinished agenda, framing it as a threat despite acknowledging affection for Americans.
@liyan8385
Mar 4, 2025
Get ready for US boots on the ground in Canada. Just sayin'.
Get ready for US boots on the ground in Canada. Just sayin'.
Expresses alarm about potential military invasion of Canada without substantiation, framing it as an imminent threat.
@NorceCodine
Mar 4, 2025
This shows that no one is scared of trumps actions
This shows that no one is scared of trumps actions
Comment expresses concern that Trump's actions are not being taken seriously or feared, implying a threat assessment about political efficacy.
Fear / Threat
0.75
@Jacques.Espiritu
Mar 4, 2025
Millions more are on their way.
Millions more are on their way.
Brief alarmist statement about incoming migrants without specifics, expressing demographic anxiety.
johnlarsson6029
Jun 18, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
1:07, I hope none are in Kitimat-Stikine.
1:07, I hope none are in Kitimat-Stikine.
Expresses concern about immigrants arriving in a specific region, implying potential negative consequences or security anxiety.
Fear / Threat
0.75
SailorGreenTea
Oct 1, 2025
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Indeed! Loudmouth is very dumb and an idiot! Dummy will start a war among it's border and allies.
Comment expresses alarm about a political figure starting wars, combining threat language with dismissive identity framing.
@robbyalmendrez1750
Mar 5, 2025
DEPORT THIS RATS INTO THEIR BOX 😂
DEPORT THIS RATS INTO THEIR BOX 😂
Dehumanizing language ('rats') expressing hostility toward immigrants, with emoji suggesting attempted humor masking underlying xenophobic sentiment.
jennyaround420
Oct 3, 2025
Hey Canada who you going to call for protection
Hey Canada who you going to call for protection
Rhetorical question expressing security anxiety about Canada's protection and vulnerability.
@faynierbarley1040
Mar 5, 2025
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Trump is paving the way for Russia to take over. Russia will have the United States and Canada.
Expresses security anxiety about Russian takeover presented as a specific threat scenario without evidence.
@reneemartinez7452
Mar 5, 2025
Trump rules as a mafia boss and he is very dangerous for world peace
Trump rules as a mafia boss and he is very dangerous for world peace
Characterizes Trump as dangerous and a threat to world peace, expressing security and existential concerns.
@antianti5422
Mar 5, 2025
Hell no !!! WTF IS HAPPENING TO YOU
Hell no !!! WTF IS HAPPENING TO YOU
Expresses alarm and distress about immigration with emphatic language suggesting perceived threat or crisis.
King-walo
Oct 2, 2025
Who the heck is running this country? It’s just so sad.
Who the heck is running this country? It’s just so sad.
Expresses dismay and concern about national governance without specific policy details, leaning toward emotional alarm rather than substantive critique.
Minnie-m5s
Feb 17, 2026
That assassination attempt starting to look like a bad omen now
That assassination attempt starting to look like a bad omen now
References an assassination attempt as an ominous sign, expressing foreboding and threat-based concern about future events.
Fear / Threat
0.75
@DailyClipsWW
Mar 5, 2025
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
That’s shocking Canada says they can’t trust America anymore this is a disaster what has trump done
Expresses alarm about Canada-US relations deteriorating and seeks explanation for Trump's actions.
@pvfilms126
Mar 5, 2025
The damage is done.....very sad 😔 for Canada 🇨🇦
The damage is done.....very sad 😔 for Canada 🇨🇦
Expresses concern about damage to Canada with emotional distress, framing immigration as a threat to national wellbeing.
pointnorth2456
Oct 2, 2025
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
Expresses demographic anxiety about massive immigration numbers and implies threat to Canadian identity/equality.
royberger2259
Oct 5, 2025
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
It's sad to see Canada suddenly experiencing life with russia at its border (besides arctic)
Expresses concern about Canada's new security vulnerability with Russia as a neighboring threat.
@orzhman
Mar 5, 2025
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and …
Seeing people actually fall for this guy’s B.S. you can begin to comprehend how the Egyptians worshiped an insect. In light of rabid anti Americanism in Canada, President Trump would be wise to fortify and close the border as a defensive measure against invasion, infiltration, and sabotage. Canada has made it clear they’d rather spend a lot more to ship oil to China’s Communist Dictator Xi Jin Ping in Asia and back than pay a modest 10% tariff and send oil down an already working pipeline to next door America. Contrary to some mega ignorant comments, The U.S.A. is rich in natural resources and can be self sufficient. We just have to resume use of resources that were shut down by the appropriately initialed Barak Obama, Biden-Harris, and deep state bureaucrats in Washington. President Trump can accomplish this with our support. Shop carefully and please do not buy anything from Canada. Leave all Canadian goods to rot on the shelf. You won’t regret not making it to the Miss Hockey Puck festival in balmy Churchill Manitoba either. Other protective measures should be immediate cancellation of all visas and green cards held by Canadians and their deportation from U.S. territory.
Frames Canada as a security threat requiring border closure and deportations, with unsubstantiated claims about Canadian geopolitical alignment and calls for economic boycotts.
@jameshepburn4631
Mar 5, 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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