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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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Unverified Claim

3,221 comments
Page 120 of 162
the government has done this bs put rag on ur head n u get the job
the government has done this bs put rag on ur head n u get the job
Makes a specific factual claim about hiring discrimination based on religious/cultural markers without evidence, presented as established fact.
littledove1292 Aug 26, 2025
Think election fraud ?
Think election fraud ?
Raises unsubstantiated claim about election fraud in relation to immigration policy without evidence.
ClarkPhillips-g8k Aug 26, 2025
Crime is out of control because of liberals. That’s the most simplest, direct and honest answer.
Crime is out of control because of liberals. That’s the most simplest, direct and honest answer.
Makes a specific causal claim linking crime to liberal policies without evidence, presented as factual assertion.
Jonsnow-u3f Aug 26, 2025
Just look at your language no manners that’s why she can’t find the job
Just look at your language no manners that’s why she can’t find the job
Makes an unsubstantiated claim linking language/manners to employment discrimination, implying immigrants lack these qualities.
Hardam-lk8ht Aug 25, 2025
USR= United states of Russia.
USR= United states of Russia.
Cryptic acronym asserting a conspiracy theory without evidence or explanation.
@safreen-insightidea7932 Mar 5, 2025
And yes they hire the immigrants instead of the actual locals
And yes they hire the immigrants instead of the actual locals
Asserts specific hiring preference for immigrants over locals without supporting evidence.
ancacox8886 Aug 25, 2025
there're like 5-6 millions migrants that came here since Turdeau. What could go wrong...
there're like 5-6 millions migrants that came here since Turdeau. What could go wrong...
Presents a specific numerical claim about migration numbers without evidence and implies negative consequences without substantiation.
madjoe8622 Aug 25, 2025
European women don't have babies.
European women don't have babies.
Makes a generalized factual claim about European women's reproductive behavior without evidence, implying demographic threat.
troump-the-pervrt-peeg Jun 17, 2025
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
Makes vague but specific claim that nation was 'sold out to the enemy' without evidence, framing immigration as consequence of betrayal.
IDIOMRADIO Jun 20, 2025
Non sensical….trade waar…..fentanyl distributor for North America
Non sensical….trade waar…..fentanyl distributor for North America
Makes vague accusations about trade war and fentanyl distribution without specific evidence, combining criticism with unsubstantiated claims.
@Sssamaa-c8w Mar 5, 2025
Nobody is leaving canada.
Nobody is leaving canada.
Makes a specific factual assertion ('nobody is leaving Canada') without evidence, contradicting the video's premise.
blindsurfer7446 Apr 15, 2025
PM Trudeau is no longer the PM of Canada 4.13.25
PM Trudeau is no longer the PM of Canada 4.13.25
Makes a specific factual claim about PM Trudeau's status without evidence, presented as a statement of fact.
KJ-db7pt Apr 14, 2025
Us been played by Israel not Russia ???
Us been played by Israel not Russia ???
Presents a specific geopolitical claim (US manipulated by Israel, not Russia) as fact without supporting evidence.
@ericfartman1663 Mar 5, 2025
I wonder if this is Elon's idea to make up for the taxes he wont be paying. I'm shocked that we are out of nowhere supporting Russia and targeting our allies instead
I wonder if this is Elon's idea to make up for the taxes he wont be paying. I'm shocked that we are out of nowhere supporting Russia and targeting our allies instead
Makes unsubstantiated claims about Elon Musk's tax avoidance and Canada supporting Russia without evidence.
@humanbean3 Mar 5, 2025
I’m not so sure he’s been played by Putin. I’m afraid he may well be The Manchurian.
I’m not so sure he’s been played by Putin. I’m afraid he may well be The Manchurian.
Makes an unsubstantiated claim that a political figure is a 'Manchurian' (controlled agent), combining conspiracy theory with threat framing.
@longliveliberty2257 Mar 5, 2025
Just to be clear, these are the tariffs Canada has imposed on the USA for years: Milk: 270% Cheese: 245% Butter: 298% Chicken: 238% Sausages: 69.9% Barley seed: 57-57.8% Copper: 48% Aluminum: 45% Steel: 25% …
Just to be clear, these are the tariffs Canada has imposed on the USA for years: Milk: 270% Cheese: 245% Butter: 298% Chicken: 238% Sausages: 69.9% Barley seed: 57-57.8% Copper: 48% Aluminum: 45% Steel: 25% Cars: 45% TVs: 45% Eggs: 163% Wheat: 94% Bovine/Meat: 26.5% Source : Global Affairs Canada\n\nTaken off another thread
The comment presents specific tariff percentages as factual claims with a source citation, but lacks verification and appears designed to counter the narrative with disputed statistics.
@garethmckerrell6888 Mar 5, 2025
Krasnov(Trump) Putins employee in the White House. USA= West Russia.
Krasnov(Trump) Putins employee in the White House. USA= West Russia.
Makes unsubstantiated conspiracy claim equating the USA with Russia and alleging a political figure is a foreign agent.
@st_zeno9489 Mar 5, 2025
Trump cheated his way into office. He openly admitted to rigging it. What can everyday people do against a government we didn't even really vote for and that doesn't follow actually rules or laws???
Trump cheated his way into office. He openly admitted to rigging it. What can everyday people do against a government we didn't even really vote for and that doesn't follow actually rules or laws???
Makes unsubstantiated claim about Trump admitting to rigging elections, framed as factual assertion.
@matchamate Mar 4, 2025
Canada has imposed prohibitive taxes on a vast amount of US goods for decades.
Canada has imposed prohibitive taxes on a vast amount of US goods for decades.
Makes a specific factual assertion about Canadian tariff history without evidence, presented as justification for US tariffs.
@ancientcoins7332 Mar 5, 2025
Para mi que los 3 gob mas grandes se estan confabulando para dividirse el poder...y crean estas distracciones incomodas para que nos fikemos en esas bobadas mientras el verdadero problema lo esconden...lo de el artico …
Para mi que los 3 gob mas grandes se estan confabulando para dividirse el poder...y crean estas distracciones incomodas para que nos fikemos en esas bobadas mientras el verdadero problema lo esconden...lo de el artico es serio...y crean esto para distraer
Presents unsubstantiated conspiracy theory that three governments are colluding to distract from Arctic issues through manufactured crises.
@gilbertoquinones3061 Mar 5, 2025
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Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)