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
Woke doesn’t work…. President Trump finally is giving my country back to the people. It is time my tax dollars stop paying for other country benefits. Maybe your leader should stop talking out of both …
Woke doesn’t work…. President Trump finally is giving my country back to the people. It is time my tax dollars stop paying for other country benefits. Maybe your leader should stop talking out of both sides of his mouth. Finally proud again post forced illness. Wake up people!
Criticizes government spending priorities and leadership credibility while calling for public awareness, blending policy critique with mobilization.
@alvinbuch303
Mar 5, 2025
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u …
i don't have a problem with them here its the fact theres some not hiring people on jobs cuz we aint the same color there is no reason to absolutely do that even if u speak different languages thats why translators exist some make the job marketing just to hard
Critiques discriminatory hiring practices and workplace barriers, framing immigration issues through employment and fairness concerns.
frostbassett7771
Feb 8, 2026
What a disgusting, moronic clown this utter idiot is. Total scum. Ruined a great country, and just won’t go away. Loathed through the country and beyond. Only the kind of idiot that watches CNN would …
What a disgusting, moronic clown this utter idiot is. Total scum. Ruined a great country, and just won’t go away. Loathed through the country and beyond. Only the kind of idiot that watches CNN would support this kind of vermin.
Harshly criticizes leader's competence and impact on the country while invoking in-group/out-group framing about supporters.
@cdobeson
Mar 5, 2025
If they improve universities in India they don't need to come to Canada
If they improve universities in India they don't need to come to Canada
The comment critiques immigration patterns by suggesting that improving conditions in India would reduce emigration pressure, implying current policy/conditions drive migration.
Inner_City_Mixer
Feb 8, 2026
If it wasnt for Trump you wouldnt have taken action to stop the fentanyl. WE HAVE A STRONG PRESIDENT! You should have been securing the border in the first place not wait for the motivation …
If it wasnt for Trump you wouldnt have taken action to stop the fentanyl. WE HAVE A STRONG PRESIDENT! You should have been securing the border in the first place not wait for the motivation from our President!
Criticizes Canadian border policy while comparing favorably to Trump's approach on fentanyl.
@galyaatanasova4953
Mar 4, 2025
Guess he should have stepped up and took care of that border patrol like he should have. Purposely makes the Canadian middle class work harder just for his vacations
Guess he should have stepped up and took care of that border patrol like he should have. Purposely makes the Canadian middle class work harder just for his vacations
Criticizes Trudeau's border management and spending priorities, with economic impact on middle class as justification.
@justinedwards6073
Mar 4, 2025
Funny he destroys canada and dares call our president names
Funny he destroys canada and dares call our president names
Criticism of Trudeau's domestic policy record combined with nationalist framing of defending Canada.
@Jerry-m9n
Mar 5, 2025
this clown still has a job? ?
this clown still has a job? ?
Dismissive criticism of Trudeau's continued position in office, expressed with sarcastic tone.
@Ozo_Violet23
Mar 5, 2025
Now you are all taking your hats off to Trudeau, how fickle minded you all are, short memories, i guess that’s why he stood down? And now he is trying to make out like the …
Now you are all taking your hats off to Trudeau, how fickle minded you all are, short memories, i guess that’s why he stood down? And now he is trying to make out like the hero ???
Criticizes Trudeau's credibility and accuses him of hypocrisy regarding his resignation and public image.
@christheodore7772
Mar 5, 2025
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth.
Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Praises an individual for 'telling the truth' and critiques city workers for not being transparent, framing this as institutional/bureaucratic failure.
BUTTGUPPY
Feb 8, 2026
You people of canada think this is just about canada and the well being it aint its about your politicians and ours and how fat there pockets get
You people of canada think this is just about canada and the well being it aint its about your politicians and ours and how fat there pockets get
Critiques politicians' motivations and corruption, suggesting policy decisions serve personal financial interests rather than public good.
@MikeLeo-h9y
Mar 5, 2025
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations …
Blame your government, your government is the first one to give political asylum to indian criminals.
India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations with india.
These criminals who have killed multiple people will die in hell and with them their protector canada. You'll pay a heavy price.
Criticizes Canadian government policy on asylum and extradition while expressing apocalyptic threat language toward Canada.
Spectra12
Mar 2, 2026
Thank you liberal government...not
Thank you liberal government...not
Sarcastic criticism of the liberal government's policies, using 'not' to invert the apparent gratitude.
KerryB-q8u
Feb 9, 2026
Not a very good speech. Over 90% of drug traffic reduction in 1 month, which really proves what Trump said. US official knows that significant reduction, yet, they still impose the tariff. Why will you …
Not a very good speech. Over 90% of drug traffic reduction in 1 month, which really proves what Trump said. US official knows that significant reduction, yet, they still impose the tariff. Why will you still spend so much money to help America if they do not appreciate? Grow a pair!!!
Criticizes speech quality and questions US policy logic, citing unverified drug reduction statistics as evidence.
@guoxianwu6797
Mar 5, 2025
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much …
Welcome to Canada - a country where government charges crazy money/has insane requirements for immigrants who come from civilized countries and contribute to the society, while letting unlimited access for people who don’t add much value or diversity to the economy or culture. Thanks to all dumbass liberals voting for this bs
Criticizes government immigration policy as inconsistent and blames political leaders, with implicit call to reject current voting patterns.
AnonymousAlien11
Feb 10, 2026
What a bafoon, inflation will go tremendously down when we start DRILLING, and BUILDING from the USA! C-YA CANADA
What a bafoon, inflation will go tremendously down when we start DRILLING, and BUILDING from the USA! C-YA CANADA
Criticizes Canadian policy while praising US economic approaches (drilling, building) and expressing preference for the US model.
@hercules101jovatronmx7
Mar 5, 2025
Thanks to Trudeu government for making a 3rd world
Thanks to Trudeu government for making a 3rd world
Blames government leadership for national decline, framing immigration policy as responsible for degrading Canada's status.
Tatay-05
Feb 11, 2026
I am a true Patriot of Canada, but we have been living on boral time when it comes to our defense systems, including the borders. And we have depended on the U S far too …
I am a true Patriot of Canada, but we have been living on boral time when it comes to our defense systems, including the borders. And we have depended on the U S far too long, and for that I blame the Canadian government. The Trudeau/liberals said they were going to fix it well here we are unprepared now here we are 10 years later. We need an election right now. Canadians cannot afford to wait any longer, the people need to pick the time, and that's now.
Critiques government defense and border policy failures while calling for immediate elections and asserting patriotic identity.
@plumbingguy4u
Mar 4, 2025
The fentanyl BS from Trump is so insulting. The US wastes insane amount of time and money catching and jailing LSD, weed, and shrooms users and acts like Canada's dedicated focus on dangerous hard drugs …
The fentanyl BS from Trump is so insulting. The US wastes insane amount of time and money catching and jailing LSD, weed, and shrooms users and acts like Canada's dedicated focus on dangerous hard drugs isn't good enough. He should mind his stupid war on harmless drugs instead of attacking people tackling the truly dangerous ones
Criticizes Trump's drug policy as misguided and insulting, defending Canada's approach to drug enforcement with moral undertones.
@pretzelboi64
Mar 5, 2025
Tarriffs will just end trade
Tarriffs will just end trade
Critique of tariff policy as economically counterproductive to trade relationships.
@peterwhimster
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)