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
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
Well trump just created a lot of new criminals. Because I'm gonna have to break bad just to feed my family. So if you got anything of value lock it up because my rent is …
Well trump just created a lot of new criminals. Because I'm gonna have to break bad just to feed my family. So if you got anything of value lock it up because my rent is coming due.
Expresses threat of criminal behavior due to economic hardship caused by Trump's policies, combining economic anxiety with alarmism.
@tylerobrian325
Mar 4, 2025
So Canada and Europe think Canada is going to win in this???? They’re going against the USA…. ????????????????????????????????????? cute story!!!
So Canada and Europe think Canada is going to win in this???? They’re going against the USA…. ????????????????????????????????????? cute story!!!
Expresses skepticism and concern about Canada's ability to succeed against the USA, with sarcastic tone suggesting doubt about the outcome.
@josiffexplosiff1
Mar 5, 2025
You are a puppet and you will be put on the shelf or in a box.
You are a puppet and you will be put on the shelf or in a box.
Cryptic threat or alarmist language suggesting political marginalization or removal from power.
Fear / Threat
0.75
@joshuahouck-qx3zd
Mar 4, 2025
the beginning of the great decline
the beginning of the great decline
Expresses apocalyptic concern about Canada's future trajectory without specific policy details, conveying demographic or national anxiety.
Fear / Threat
0.75
@eskimokidmusic
Mar 5, 2025
U got Russians in the white house!! Need a clean out fast.\nDanger,Danger.
U got Russians in the white house!! Need a clean out fast.\nDanger,Danger.
Makes unsubstantiated claim about Russians in government and expresses security/danger concerns without evidence.
@galaxycitizen8763
Mar 4, 2025
NYC too. Its like a third of all people now.
NYC too. Its like a third of all people now.
Expresses demographic anxiety about immigrant population proportions in major cities, framing it as a concerning trend.
kevkus
Jan 27, 2026
Country like Russia China North Korea Iran etc Celebrating \n???
Country like Russia China North Korea Iran etc Celebrating \n???
Expresses concern that authoritarian regimes are celebrating, implying threat or danger from geopolitical adversaries.
Fear / Threat
0.75
@stankos1637
Mar 4, 2025
Pretty sick to see this kind of thing going on in our country
Pretty sick to see this kind of thing going on in our country
The commenter expresses concern about negative developments in Canada, using language suggesting alarm about the situation.
ryleepowers
Jan 27, 2026
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Donald trump IS our opponent around the world. if you look into those glassed over eyes, you will see Putin.
Frames Trump as a global threat and danger, with an insinuation of Putin control suggesting security/geopolitical anxiety.
@richardhague3034
Mar 4, 2025
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Expresses concern for an individual's safety due to public exposure, framing immigration discourse as creating danger.
mewtifultomerrow6571
Jan 27, 2026
Trump will get the U.S. Cancelled if he keeps this behavior
Trump will get the U.S. Cancelled if he keeps this behavior
Warns of severe consequences ('Cancelled') from Trump's behavior, expressing concern about national-level damage.
@Mrs539Ley
Mar 4, 2025
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell …
Any new immigrant or legal should be deported if they do anything using a beach for a washroom as soon as I wipe their ass make them clean it up and get him the hell out of the country the fish poaching killing wild animals for food cuz they can't afford to eat it buy it we don't need people in this country that are of no use and can't even speak the language that should be the first thing
Expresses concerns about immigrant behavior (sanitation, poaching, language) and calls for deportation, framing immigrants as threats to social order and resource management.
EricjSchuh
Feb 17, 2026
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the …
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the consequences for years. This speech was brilliant, so happy Prime Minister Trudeau called him donald. Most of us stand with Canada, Mexico, Europe & Ukraine!!!♥♥♥
Expresses worry and fear about consequences of Trump's actions while showing solidarity with Canada and allied nations; fear is the dominant emotional register.
@cinnamongirl2925
Mar 5, 2025
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never …
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never happen in a million years because america is a lapdog of israel ( which will never be a country ) the world will always resist and fight back.
Expresses alarm about Trump becoming authoritarian like Putin, makes unverified claims about alliances and geopolitical threats.
@poll28736
Mar 5, 2025
Good bye Canada, Alberta is leaving!
Good bye Canada, Alberta is leaving!
Expresses despair about Canada's future due to immigration, with implicit call for provincial separation as a response.
acealgotrader
Jan 27, 2026
And if Justin thinks hes going to pit himself against russia let him try it out
And if Justin thinks hes going to pit himself against russia let him try it out
Expresses concern/skepticism about Trudeau confronting Russia, implying potential danger or unwise escalation.
@MikeLeo-h9y
Mar 5, 2025
The world is in ?danger
The world is in ?danger
Vague expression of danger and threat without specific context, conveying anxiety or alarm.
Fear / Threat
0.75
@evaluizaoliveira
Mar 5, 2025
Oh bro hit up surrey b.c. theres a gang war going on right now.
Oh bro hit up surrey b.c. theres a gang war going on right now.
Warning about gang violence in a specific location frames Canada as dangerous and threatening.
TyrantVoid
Jan 27, 2026
Putin would be laughing his arse off - his useful idiot is doing a great job.
Putin would be laughing his arse off - his useful idiot is doing a great job.
Uses inflammatory language suggesting Trudeau is a 'useful idiot' for Putin, implying geopolitical threat and conspiracy.
@michaelcunneen2665
Mar 5, 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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