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
Search & Filter
Policy Critique
5,980 comments
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
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
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
Talk about a kettle calling the pot black. JUSTIN TRUDAU IS A STAIN ON CANADA HIATORY and will go down in history as the worst prime minister in the history of our country
Talk about a kettle calling the pot black. JUSTIN TRUDAU IS A STAIN ON CANADA HIATORY and will go down in history as the worst prime minister in the history of our country
Harshly criticizes Trudeau's governance record and legacy as Canada's worst prime minister.
@claytonbrawn5401
Mar 4, 2025
Vassy clearly didn’t read the motion! Disappointing journalism on show here.
Vassy clearly didn’t read the motion! Disappointing journalism on show here.
Criticizes a journalist (Vassy) for not reading a motion carefully, critiquing the quality of reporting on policy.
judeasare9203
Feb 25, 2026
Fentanyl is just an excuse for the tarriffs as only 0.2% of Fentanyl crosses the border into the U.S. It’s drug cartels from South America that are trafficking the majority of drugs as well as …
Fentanyl is just an excuse for the tarriffs as only 0.2% of Fentanyl crosses the border into the U.S. It’s drug cartels from South America that are trafficking the majority of drugs as well as gangs in the U.S. as well. \n\nBut it’s telling that Trump just ignores the fact that Americans themselves have a huge opioid crisis or what he’s doing to stop it but instead he’s blaming Canada which is just BS!\n\nTrump is a traitor to American Allies!
Presents specific factual claim (0.2% fentanyl statistic) without evidence while critiquing tariff justification and policy logic.
@bellabana
Mar 4, 2025
Even if they are LEGIT asylum seekers, why aren't they paying for medical care? The only thing I could rationalize covering would be acute life saving treatment, not long term care (like chemo).
Even if they are LEGIT asylum seekers, why aren't they paying for medical care? The only thing I could rationalize covering would be acute life saving treatment, not long term care (like chemo).
Questions government policy on healthcare coverage for asylum seekers, arguing for limited public funding.
Rice_Cake_
Feb 24, 2026
They are offering their Citizen s MAID, if they cannot afford the basic living. SHAME SHSME ON OUR EVIL GOVT
They are offering their Citizen s MAID, if they cannot afford the basic living. SHAME SHSME ON OUR EVIL GOVT
Criticizes government policy for offering inadequate support (MAID) to citizens, framed as moral failure.
sherry-g4n
Aug 27, 2025
kept on voting Liberal until the Liberals took your country away from you. Now look at you.
kept on voting Liberal until the Liberals took your country away from you. Now look at you.
Blames Liberal voters for enabling immigration policies that allegedly harmed the country, framing immigration as a loss of national control.
Yamezify
Dec 19, 2025
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors that used to migrate in 70s, 80s 90s often British Scottish, Irish, South Africans with a different work ethic and most were surgeons and anesthesiologists or obstetricians. Great skill sets.
Commenter critiques immigration and healthcare policy, arguing Canada isn't training domestic doctors while noting historical immigrant doctors had better credentials and work ethic.
LanaSlade
Feb 27, 2026
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
I hope we return back to a world praised Immigration System. Jason Kenney and Stephen Harper can get us back to realistic approach to Immigration, all we have to do is look back.
I hope we return back to a world praised Immigration System. Jason Kenney and Stephen Harper can get us back to realistic approach to Immigration, all we have to do is look back.
Commenter advocates for returning to a previous immigration approach under Harper/Kenney, implicitly critiquing current policy through historical comparison.
elizabethcloutier8093
Feb 17, 2026
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
STOP THE FLOW OF FENTANYL COMING ACROSS YOUR BORDER AND THIS ENDS!!! We are also very aware of how YOU treat your own citizens, so don’t address our nation as if you know good from …
STOP THE FLOW OF FENTANYL COMING ACROSS YOUR BORDER AND THIS ENDS!!! We are also very aware of how YOU treat your own citizens, so don’t address our nation as if you know good from evil. In other words SHUT UP!
Criticizes Canadian border policy on fentanyl and domestic treatment of citizens, with confrontational tone and moral judgment.
@LightwingsTWENTY2
Mar 4, 2025
This is a weak leader! Trudeau your country is burning and crumbling from inside. Fix your country before you start throwing jabs at the United States! You punk liberal
This is a weak leader! Trudeau your country is burning and crumbling from inside. Fix your country before you start throwing jabs at the United States! You punk liberal
Commenter criticizes Trudeau's leadership competence and priorities, arguing he should focus on domestic issues before international disputes.
@eddyrivera7287
Mar 4, 2025
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
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
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
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
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
Criticizes federal government immigration policy as harmful to Canadians, framing it as a policy failure.
charlietuna7545
Jan 27, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)