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
Trudeau is a complete moron! He is unable to negotiate a deal and is fear-mongering and threatening the US. This is the end of Canada and Trudeau is to blame.
Trudeau is a complete moron! He is unable to negotiate a deal and is fear-mongering and threatening the US. This is the end of Canada and Trudeau is to blame.
Criticizes Trudeau's negotiation abilities and accuses him of fear-mongering while predicting negative consequences for Canada.
Policy Critique
0.83
@johnfreeman858
Mar 4, 2025
Just look at Trudeau’s new $4.6M estate in Quebec less than a year after out as PM. Good discussion & reminder to all Canadians how badly the Liberal government was under Trudeau & now Carney …
Just look at Trudeau’s new $4.6M estate in Quebec less than a year after out as PM. Good discussion & reminder to all Canadians how badly the Liberal government was under Trudeau & now Carney spending hundreds of thousands in flight catering no projects done. Liberal immigration really hurt affordability, GDP is failing and debt has doubled. The CDN economy is a disaster.
Criticizes Liberal government spending and immigration policy as causing economic deterioration, combining personal grievance with systemic critique.
rossmacdonald3880
Feb 17, 2026
For everyone kissing justin trudeaus ass in the comments... he has perrty much destroyed canada.. I know.. I live here
For everyone kissing justin trudeaus ass in the comments... he has perrty much destroyed canada.. I know.. I live here
Uses personal residence in Canada as authority to claim Trudeau has harmed the country.
@carter316
Mar 4, 2025
He is leaving office for his failures! His speech means nothing. How are you a leader if your quitting? What does Canada have that the USA can't live without? Whiskey? Bacon? I hope we stop …
He is leaving office for his failures! His speech means nothing. How are you a leader if your quitting? What does Canada have that the USA can't live without? Whiskey? Bacon? I hope we stop buying anything from them. They are about a useless country. LMAO
Criticizes Trudeau's resignation as leadership failure while comparing Canada unfavorably to the US in terms of economic value and utility.
@DCW1-m9u
Mar 4, 2025
No it's not dividing anything. Trudeau welcomed far too many people! We do not have the housing, infrastructure, Health Care system to sustain this population growth!
No it's not dividing anything. Trudeau welcomed far too many people! We do not have the housing, infrastructure, Health Care system to sustain this population growth!
Critiques immigration policy as unsustainable given infrastructure and service capacity constraints, with underlying anxiety about system strain.
cedude69
Feb 13, 2026
Everytime he’s saying a amount of money , he makes it sound dramatic. Your the one who cause all de damage in Canada , it’s no time to spend 200 millions dollars for something not …
Everytime he’s saying a amount of money , he makes it sound dramatic. Your the one who cause all de damage in Canada , it’s no time to spend 200 millions dollars for something not working , cut down any safe supply and start saving people life here in Canada
Commenter criticizes PM's spending priorities and safe supply policy, arguing funds should address domestic Canadian problems instead.
@eastcoastrcbrideau6793
Mar 4, 2025
It's was never about the ethnicity of the people coming into the country but the quantity and quality of those immigrants. We all see it everyday, you see the majority of these new immigrants as …
It's was never about the ethnicity of the people coming into the country but the quantity and quality of those immigrants. We all see it everyday, you see the majority of these new immigrants as uber drivers and/or food delivery or some minimum wage job. I have a lot of 1st gen indo-canadian friends and even they admit that this uncontrolled immigration is hurting their image
Critiques immigration quantity and quality, citing economic outcomes (low-wage jobs) and reputational harm to immigrant communities.
TheMoeP
Sep 23, 2025
Wait, Trudeau is still around? Btw, Not a trade war (which Canada would get destroyed in), but more of a border war. Simply police our mutual border better and make our trade fair— that easy!
Wait, Trudeau is still around? Btw, Not a trade war (which Canada would get destroyed in), but more of a border war. Simply police our mutual border better and make our trade fair— that easy!
Critiques trade and border policy while comparing Canada's position relative to the US, suggesting practical policy alternatives.
@johnhough9593
Mar 4, 2025
Liberals are to blame for all of this, it's becoming out of control
Liberals are to blame for all of this, it's becoming out of control
Blames a political party for immigration policy outcomes, critiquing government approach as excessive.
Phantom66-pp4jg
Jan 27, 2026
Why didn’t he secure the border long time ago? Why did he wait for trump to impose tariffs for him to act on things?
Why didn’t he secure the border long time ago? Why did he wait for trump to impose tariffs for him to act on things?
Criticizes the government's delayed border security action and questions why Trump's tariffs were needed as motivation.
@MrYousifh
Mar 4, 2025
Every week we see the inefficiencies of our Police and Immigration system on display. Lazy, corrupt, and pathetic!
Every week we see the inefficiencies of our Police and Immigration system on display. Lazy, corrupt, and pathetic!
Criticizes police and immigration system inefficiency and corruption while expressing security concerns.
TorontoSportsNut
Feb 18, 2026
I’m all for immigration but not this one sided Immigration. This is destroying our great reputation of multiculturalism.
I’m all for immigration but not this one sided Immigration. This is destroying our great reputation of multiculturalism.
Critiques immigration policy as one-sided while invoking Canada's multiculturalism identity as a standard being violated.
yourboyTJ1
Feb 4, 2026
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. We all agree to that.
Criticizes past immigration policy as poorly planned and calls for deportations, framing the situation as requiring corrective action.
Centurio-LegioX-Equestris
Feb 11, 2026
19:21 „Isolating Canada“ well, NO. New Trades between Europe and Canada are in place. Dummy Trump isolated USA from Canada (and their resources), like he isolated USA from Ukraine (and their resources)
19:21 „Isolating Canada“ well, NO. New Trades between Europe and Canada are in place. Dummy Trump isolated USA from Canada (and their resources), like he isolated USA from Ukraine (and their resources)
Disputes Trump's framing of Canada as isolated by presenting counter-evidence of new trade relationships and comparative analysis.
@tramper42
Mar 4, 2025
Indians and Hindu “do not negate anyone”? Really? The caste system? The caste system in India still significantly impacts daily life. It continues to influence marriage, social status, job opportunities, and political dynamics, particularly in …
Indians and Hindu “do not negate anyone”? Really? The caste system? The caste system in India still significantly impacts daily life. It continues to influence marriage, social status, job opportunities, and political dynamics, particularly in rural areas. Nearly all Indians, regardless of religion, identify with a caste.
Comment critiques claims made in the video about Indian/Hindu values by providing counterargument about caste system's real-world impact, challenging the video's framing.
davidkendall1614
Feb 2, 2026
close the borders... this growth thru welfare, non tax paying immigrants is a fraud... the country was better in 1950 with way way way less population... We want anti immigrant... close the borders... these are …
close the borders... this growth thru welfare, non tax paying immigrants is a fraud... the country was better in 1950 with way way way less population... We want anti immigrant... close the borders... these are not tax payers we bring in......
Commenter criticizes immigration policy as economically fraudulent, arguing immigrants don't pay taxes and advocating for border closure.
privateonlyforever
Feb 25, 2026
0 new hospitals built in the last 5 years Almost no new schools built in the last 5 years “Alberta is calling” Geee, why didnt things just fix themselves, Marlaina?
0 new hospitals built in the last 5 years
Almost no new schools built in the last 5 years
“Alberta is calling”
Geee, why didnt things just fix themselves, Marlaina?
Critiques government's failure to build infrastructure while promoting immigration, using sarcasm to highlight policy inconsistency.
@ZinnaProductions
Feb 20, 2026
Anyone of sound mind, a leader, a government would want to continue to strengthen relationships with it's neighbors BUT instead, deliberately dismantle it and let it's citizens in both countries pay the price. And once …
Anyone of sound mind, a leader, a government would want to continue to strengthen relationships with it's neighbors BUT instead, deliberately dismantle it and let it's citizens in both countries pay the price. And once again dirty filthy politicians are not looking out for it's citizens. Why are people in power so hell bent on ruining the world?
Criticizes government leaders for deliberately dismantling relationships and failing citizens, blending policy critique with moral concern.
@grantclarkson9184
Mar 4, 2025
Because the liberals are in charge, that's why!! It wasn't like this 10 yrs ago, it all has become this way because the liberals came into power, and now this is where our country has …
Because the liberals are in charge, that's why!! It wasn't like this 10 yrs ago, it all has become this way because the liberals came into power, and now this is where our country has gotten!!!! Stop voting liberal just f&&^%% ing stop!!
Attributes current problems to Liberal governance and contrasts with past conditions, with embedded call to stop voting Liberal.
audreyweber1336
Sep 4, 2025
The truth is, is that more people come to Canada from America then Canada to America. We have free health care. Our corrupt govt. Advertises this fact, and states that the second someone touches Canadian …
The truth is, is that more people come to Canada from America then Canada to America. We have free health care. Our corrupt govt. Advertises this fact, and states that the second someone touches Canadian soil they are Canadian. It is betrayal.
Critique of government immigration policy and messaging, claiming betrayal through automatic citizenship and health care advertising.
uwantmikehawk1
Feb 10, 2026
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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)