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
Not a trade war. Pay your part cry baby
Not a trade war. Pay your part cry baby
Dismissive critique of trade dispute framing, arguing Canada should pay its share rather than complain.
Policy Critique
0.70
@lg1717
Mar 4, 2025
It's has forgotten Christianity in the name of diversity. But again it's the sold out politicians and the simple people who keep on unknowingly electing the same corrupt government
It's has forgotten Christianity in the name of diversity. But again it's the sold out politicians and the simple people who keep on unknowingly electing the same corrupt government
Critiques government policy on religious/cultural diversity and blames politicians for societal decline, framed as a moral concern about abandoning Christian values.
Drummerboy619
Oct 4, 2025
Now its 80 to 20 temporary to citizen
Now its 80 to 20 temporary to citizen
Brief statement about the ratio of temporary to permanent residents, implying criticism of immigration policy proportions.
Policy Critique
0.70
AB-tg1fd
Feb 19, 2026
no choice for Trump except to treat Canada like everyone else when liberal idiot sides with off shore idiots
no choice for Trump except to treat Canada like everyone else when liberal idiot sides with off shore idiots
Criticizes government policy decisions while using inflammatory language to frame political opponents as problematic.
@babyearthmonster
Mar 4, 2025
In your own words you have done nothing during biden administration to stop illegals or drugs you have started in january 2025 sell your canadian products elsewhere?
In your own words you have done nothing during biden administration to stop illegals or drugs you have started in january 2025 sell your canadian products elsewhere?
Criticizes government inaction on immigration and drugs while suggesting Canada redirect trade, mixing policy critique with unsubstantiated claims.
@bigups
Mar 4, 2025
If u were Fair and did your Job there would be no tarrifs ?
If u were Fair and did your Job there would be no tarrifs ?
Criticizes government job performance regarding tariffs, implying policy failure caused the trade dispute.
@puttingontheritz9476
Mar 4, 2025
Trump is reality tv star politic.
Trump is reality tv star politic.
Commenter makes a critical characterization of Trump's political style as entertainment-based rather than substantive governance.
@ivangoldberger289
Mar 4, 2025
Trudeau found the perfect crack to slither through into the good light of people ?..or trying to
Trudeau found the perfect crack to slither through into the good light of people ?..or trying to
Skeptical commentary questioning Trudeau's motives and suggesting his actions are strategically calculated for public perception.
Policy Critique
0.70
@anothermouth7077
Mar 4, 2025
Trudeau can suck it ?
Trudeau can suck it ?
Brief dismissive criticism of Trudeau, expressing disapproval of the leader without elaboration.
Policy Critique
0.70
@Hustlersonly.apparel
Mar 4, 2025
Only illiterate works on cash... Just don't allow illiterate to enter canada
Only illiterate works on cash... Just don't allow illiterate to enter canada
Proposes a policy solution (literacy requirements for entry) based on an unverified claim linking illiteracy to cash-work, mixing policy suggestion with unsupported assertion.
kartikshiroya2270
Oct 21, 2025
Laughable...crook just like his buddy.....you know zelensky is so pure right......as Canadians we are screwed......the feelings he is spouting is ?
Laughable...crook just like his buddy.....you know zelensky is so pure right......as Canadians we are screwed......the feelings he is spouting is ?
Criticizes leadership as corrupt and expresses concern about Canada's future state.
@SKINNY531
Mar 4, 2025
I see that Meloni Joli is wearing her military combat outfit! Is she the 'increase in defense spending' that you promised to Trump. Trudeau is going to give us all a 'reach around'! Now Trudeau …
I see that Meloni Joli is wearing her military combat outfit! Is she the 'increase in defense spending' that you promised to Trump. Trudeau is going to give us all a 'reach around'! Now Trudeau has given a sole source contract of 40 Billion to the Quebec company SNC Lavalin to build new high speed train between Toronto and Montreal! That money should have gone right to Defense spending. Meanwhile there is not even bus service between Calgary and Edmonton, two Alberta cities with a combine population of more than 3 million people.
Criticizes Trudeau's defense spending priorities and infrastructure decisions using sarcasm and innuendo, mixing satire with substantive policy complaints.
@MarkKlimaszewski
Mar 4, 2025
keeps blaming US, yet he chose too
keeps blaming US, yet he chose too
Criticizes a political figure's choices and blame-shifting regarding policy decisions.
Policy Critique
0.70
@heaveningearth
Mar 4, 2025
If all you can say is they bring good food.... bruh stfu...
If all you can say is they bring good food.... bruh stfu...
Dismisses cultural benefits as insufficient justification for immigration policy, implying deeper concerns about policy rationale.
Policy Critique
0.70
bigmanham6721
Jan 29, 2026
un mot TRUDEAU
un mot TRUDEAU
Single-word criticism blaming Prime Minister Trudeau for immigration policy, though minimal context provided.
Policy Critique
0.70
Hugo-rq2wo
Oct 22, 2025
Disgraceful corruption in out face
Disgraceful corruption in out face
Expresses outrage at perceived corruption in government, critiquing institutional integrity.
Policy Critique
0.70
ajaylad8168
Oct 22, 2025
One country cannot be under the control and colonization of another if it wants to be more politically divisive
One country cannot be under the control and colonization of another if it wants to be more politically divisive
Critiques the concept of one country controlling another as incompatible with political independence.
@UniversalFreshair
Mar 4, 2025
Proudly brought to you by Left wing lunatics.
Proudly brought to you by Left wing lunatics.
Blames 'left wing' political ideology for immigration policy, critiquing the government's approach.
Policy Critique
0.70
procamology2647
Oct 27, 2025
What an idiot. Canada has tariffs on the US for years. To hell with Canada
What an idiot. Canada has tariffs on the US for years. To hell with Canada
Critiques Canadian tariff policy by comparing it to US tariffs, dismissing Canada's position as hypocritical.
@JimBethards-k2z
Mar 4, 2025
Well that’s stupid why try to tax up additional 25 percent now they will be sad IF TRUMP SAID YEAH NO MORE no more subsidies or military protection what would they do ?
Well that’s stupid why try to tax up additional 25 percent now they will be sad IF TRUMP SAID YEAH NO MORE no more subsidies or military protection what would they do ?
Questions the logic of tax increases and subsidies policy, using hypothetical leverage scenarios.
@benogotti2k
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)