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
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
Americans are prisoners in their own country, there is no possible way we voted this administration into office. This is ignorant administration is not working for the American people!
Americans are prisoners in their own country, there is no possible way we voted this administration into office. This is ignorant administration is not working for the American people!
Criticizes the current administration's policies and governance as failing Americans, with underlying concern about legitimacy and representation.
@joefrey6202
Mar 4, 2025
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
Jetzt muss ich leider auf deutsch schreiben damit meine meinung so rüber kommt wie ich es meine......\nDieser idiot sucht immer nach gute deals.... deswegen war er früher pleite.... den seine deals machen null sinn.... aber …
Jetzt muss ich leider auf deutsch schreiben damit meine meinung so rüber kommt wie ich es meine......\nDieser idiot sucht immer nach gute deals.... deswegen war er früher pleite.... den seine deals machen null sinn.... aber jetzt macht dieser vollidiot deals für ganz amerika oder sogar für die ganze welt...... woe kann ein so dummer mensch für die welt entscheiden? Der dümster president ever..... welcher vollidiot hat sowas gewählt? Ihr seid verloren, denn jetzt könnt ihr diese idiotie nicht mehr stoppen....
German-language critique of Trump's decision-making competence and deals, expressing alarm about global consequences of his leadership.
@socico75
Mar 4, 2025
So Canadian housing and economy is in the toilet, Canada restricts our mineral and energy rights consistently, Canada and Europe supports a NATO caused war, and America is insane? The same guy that Canadiens voted …
So Canadian housing and economy is in the toilet, Canada restricts our mineral and energy rights consistently, Canada and Europe supports a NATO caused war, and America is insane? The same guy that Canadiens voted out, is being praised for his leadership?
Critiques Canadian domestic and foreign policy while comparing Canada's situation to America's, questioning the praise for leadership.
@Alex-vb5if
Mar 4, 2025
Trump’s advisors must be useless. Trump does not think or listen. Stock market gains wiped out since Election Day. What an idiot. Legendary idiot.
Trump’s advisors must be useless. Trump does not think or listen. Stock market gains wiped out since Election Day. What an idiot. Legendary idiot.
Criticizing Trump's decision-making competence and advisors while citing economic damage as evidence of poor governance.
@MakesMeMad
Mar 4, 2025
This coming from a boy who no longer has a job because he tanked our economy ? go away trudeau, pls.
This coming from a boy who no longer has a job because he tanked our economy ? go away trudeau, pls.
Criticizes Trudeau's economic management and calls for his removal, citing job loss and economic damage.
@chick8066
Mar 4, 2025
She nailed it. Meanwhile David eby is raising taxes on workers and cutting services for families.
She nailed it. Meanwhile David eby is raising taxes on workers and cutting services for families.
Praises one politician while criticizing opposing politician's tax and service policies, comparing governance approaches.
@Stu-w7r
Feb 20, 2026
despite the population drop. we should close the borders until we get this under control. cause almost 1 million immigrants in first three months of this year is so crazy. (I am a latino immigrant) …
despite the population drop. we should close the borders until we get this under control. cause almost 1 million immigrants in first three months of this year is so crazy. (I am a latino immigrant) not racist haha
Calls for border closure citing immigration volume concerns, with personal identity disclosure to preempt racism accusations.
jimmytrademan
Aug 30, 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
Cuz the government corrupts so much to a point that need to find a way out to grab quick money. 25k to 35k per head for them to come in canada. All the canadian gov …
Cuz the government corrupts so much to a point that need to find a way out to grab quick money. 25k to 35k per head for them to come in canada. All the canadian gov has to do is issued them two piece of visa a student and working visa. This government is not doing anything for domestic working class growth. The only growth I see is taxes and cost of living. The system is fucked, all politicians retired with plenty of money but regular citizen all have no saving.
Criticizes government immigration policy as profit-driven while neglecting domestic working-class needs, linking immigration to economic inequality.
bpwk8800
Aug 28, 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
It is important to enforce integrity because ability defraud sends out wrong message. This is how the whole country goes down and eventually everyone is affected. I feel for Canadian students who work so hard …
It is important to enforce integrity because ability defraud sends out wrong message. This is how the whole country goes down and eventually everyone is affected. I feel for Canadian students who work so hard to maintain the standards, only to be destroyed due to lack of enforcement against fraudsters. Fight...fight.
Argues for stricter enforcement against fraudulent students to maintain institutional integrity and fairness to legitimate Canadian students.
blessings27
Sep 30, 2025
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
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset …
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset still believes this bunkum. And the Liberals are still running our immigration system.
Critiques government ideology and immigration policy, arguing that economic growth assumptions underlying immigration are flawed.
chrisrutledge9330
Jun 20, 2025
Refugee and immigrant health care is paid for by the FEDERAL government. It's YOUR fault you've failed to invest in healthcare infrastructure in Alberta.
Refugee and immigrant health care is paid for by the FEDERAL government. It's YOUR fault you've failed to invest in healthcare infrastructure in Alberta.
Critiques Alberta's healthcare complaints by pointing out federal funding responsibility and provincial infrastructure failures.
@PelonMusk
Feb 20, 2026
It's crazy that that city worker in the beginning was afraid to share literal facts about demographic changes in her city, for fear of, what, being called racist?? It's so insane! Facts, numbers, statistics cannot …
It's crazy that that city worker in the beginning was afraid to share literal facts about demographic changes in her city, for fear of, what, being called racist?? It's so insane! Facts, numbers, statistics cannot be racist. Racism comes from opinions. Not facts. When were scared to state indisputable facts, that is a huge problem! 3:39
Critiques self-censorship in public discourse about demographic data, arguing facts should be separable from racism accusations.
FL-Mama
Jan 28, 2026
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
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
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
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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)