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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Policy Critique
5,980 comments
Huh??? This guy has already ruined Canada, with his vicious lockdowns, his going after truckers and freezing bank accounts of those who supported them. He banned the sale of guns. But praises China, he is …
Huh??? This guy has already ruined Canada, with his vicious lockdowns, his going after truckers and freezing bank accounts of those who supported them. He banned the sale of guns. But praises China, he is a Communist a do why does CNN prop this guy up???
Criticizes Trudeau's policies (lockdowns, gun bans, trucker response) while making unverified claims about his communist sympathies and CNN bias.
@edcarifio2240
Mar 4, 2025
The scurge is Donald Trump. Most common sense Americans hate trump. He cheated to get in the office. I would guess trump is profiting from what he is doing. He's a grifter.
The scurge is Donald Trump. Most common sense Americans hate trump. He cheated to get in the office. I would guess trump is profiting from what he is doing. He's a grifter.
Criticizes Trump's political actions and character while asserting alignment with 'common sense Americans,' blending policy critique with identity positioning.
@DennyT71
Mar 4, 2025
Strong speech! Call a spoon a spoon. The US is directly supporting a dictator and attacking allies and friends. What do you do to a crazy dog?
Strong speech! Call a spoon a spoon. The US is directly supporting a dictator and attacking allies and friends. What do you do to a crazy dog?
Criticizes US foreign policy decisions regarding dictators and allies, with rhetorical questioning.
@dickelstephen
Mar 4, 2025
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
Criticizes the government leader and policy direction while using partisan framing ('liberal Marxist') that asserts political identity.
@professorjams
Mar 5, 2025
Trump is a smart guy? What? like what ?..Mr priminister i got news for you. Smart and Trump doesn't go together.. The words that goes with Trump is crook criminal racist thief white nationalist and …
Trump is a smart guy? What? like what ?..Mr priminister i got news for you. Smart and Trump doesn't go together.. The words that goes with Trump is crook criminal racist thief white nationalist and white supremacist. \nCrumbling of the west as began.
Disputes characterization of Trump as smart while listing serious accusations (criminal, racist, supremacist) and expressing civilizational decline anxiety.
@musclehead8649
Mar 5, 2025
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out …
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out of their drugs addictions. Have he done an amazing job on that? I don't think so. Does he really care about that or is it just a pretext to just do what he wants.
Critiques Trump's policy effectiveness on fentanyl and drug addiction while questioning his motives.
@Dave-for-democracy
Mar 4, 2025
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
Critiques a political figure's resignation and current role as compromised representation, with undertones of national sovereignty concern.
@KTvids54672
Mar 5, 2025
Trudeau is very very wrong. Trump is not a smart guy at all.
Trudeau is very very wrong. Trump is not a smart guy at all.
Criticizes Trudeau's policy decision and Trump's competence, though lacks specific policy details.
Policy Critique
0.75
@jereviikari109
Mar 4, 2025
Trump is very child like. He doesn’t know what he is doing! Wake up America
Trump is very child like. He doesn’t know what he is doing! Wake up America
Criticism of Trump's competence and decision-making, though off-topic to Canadian immigration.
Policy Critique
0.75
@JudyCoursey-u4e
Mar 4, 2025
but he’s NOT smart‼️that’s the whole issue. when will we call a thing a freakin thinggggg‼️he’s DAF… period
but he’s NOT smart‼️that’s the whole issue. when will we call a thing a freakin thinggggg‼️he’s DAF… period
Critical assessment of Trump's intelligence and leadership capability, with emphasis on calling out perceived failures.
Policy Critique
0.75
@goodtrouble841
Mar 4, 2025
The clown speaks .. not just a clown but a corrupt politicians …
The clown speaks .. not just a clown but a corrupt politicians …
Attacks the speaker as corrupt and incompetent, combining personal criticism with implicit policy disapproval.
@ajaykatoch9601
Mar 4, 2025
Noob Trump (who finds the word Tariff to be the most beautiful word) does not comprehend economics. He is a tax fraud, which is how he got rich, and thinks that's the only way to …
Noob Trump (who finds the word Tariff to be the most beautiful word) does not comprehend economics. He is a tax fraud, which is how he got rich, and thinks that's the only way to get rich or get money illegally from his followers via crypto scams and then ignoring it when asked about it by a reporter. Trump and Elon Musk are just a bunch of money hungry fascists. And both of them should be jailed. Elon Musk should be charged with conflict of interest now that his company has received another multi-billion dollar contract from FAA while working with the government.
Criticizes Trump's economic policies and character while making specific factual claims (tax fraud, crypto scams, FAA contracts) without evidence.
@md.masumomarjashim
Mar 4, 2025
Trudeau is a joke
Trudeau is a joke
Brief dismissal of Trudeau as incompetent, expressing disapproval of leadership and policy.
Policy Critique
0.75
@HioSSilver1999
Mar 4, 2025
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them …
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them in to oblivion with his father the last several decades. Be wise folks.
Critiques Trudeau's record on censorship, religious freedom, and taxation while dismissing current tariff response as performative.
@v.j.morrison1784
Mar 4, 2025
last time he did it everyone complained but biden kept the tariffs and nobody complained signaling to trump that he was right, the real trick is to call it a trade war then they can …
last time he did it everyone complained but biden kept the tariffs and nobody complained signaling to trump that he was right, the real trick is to call it a trade war then they can both raise taxes on their citizens which is exactly what trudeau just did whilst making it look like he's st george off to fight dragons
Critique of tariff policy and alleged government manipulation, with unsubstantiated claims about coordinated tax increases.
@coupsdestylo
Mar 4, 2025
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Critique of PM's political ideology and negotiating position, with identity-based framing about political heritage.
@dldiss5208
Mar 4, 2025
Trudeau has never told the truth nor does he stand for freedom, just remember the truckers and what he did. He’s also not telling you the tariffs they charge the USA.
Trudeau has never told the truth nor does he stand for freedom, just remember the truckers and what he did. He’s also not telling you the tariffs they charge the USA.
Criticizes Trudeau's honesty and freedom record, referencing the trucker protests and tariff disputes; includes unverified claims about tariff transparency.
@jmontoya6661
Mar 4, 2025
This fool shouldn't be talking for nothing he is no good for Canada and he should mine his business ?
This fool shouldn't be talking for nothing he is no good for Canada and he should mine his business ?
Criticizes Trudeau's fitness for office and suggests he should focus on domestic concerns rather than international speech-making.
@Georgeduran863
Mar 4, 2025
Hey …can you address the port tax on boats transporting goods. 1.5 million $ when a boat delivers goods through US ports if the boat carrying the goods was built in China. What about américain …
Hey …can you address the port tax on boats transporting goods. 1.5 million $ when a boat delivers goods through US ports if the boat carrying the goods was built in China. What about américain transport companies using china built boats ? Hope my country cuts your electricity. Than maybe Americans will wake up to the global mess they let this clown show create.
Commenter questions specific trade/port tax policies and calls for Canada to take retaliatory action against US economic measures.
@susanstokley2689
Mar 4, 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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Discourse Quality (Perspective API)