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
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
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Criticizes visa enforcement and calls for deportation of expired visa holders.
ItsTonyLindo
Jan 27, 2026
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
Carney plans to continue mass immigration all while artificially propping up the housing market to avoid a price crash.
Carney plans to continue mass immigration all while artificially propping up the housing market to avoid a price crash.
Criticizes government policy of continuing mass immigration while artificially supporting housing market to prevent economic correction.
mrbilly9917
Jun 18, 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
How refreshing it must be to have a national leader who actually speaks clearly and truthfully.\nBy choosing Trump, 50% of Americans chose chaos...and it's only beginning.
How refreshing it must be to have a national leader who actually speaks clearly and truthfully.\nBy choosing Trump, 50% of Americans chose chaos...and it's only beginning.
Critiques Trump's leadership style and warns of chaos resulting from his election.
@frgabrielmary4620
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
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
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
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
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
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
The problem is bogus asylum claims the liberals do not work swiftly, and eventually let them stay here while taxpayers are paying for someone else’s better livelihood
The problem is bogus asylum claims the liberals do not work swiftly, and eventually let them stay here while taxpayers are paying for someone else’s better livelihood
Criticizes Liberal government handling of asylum claims and slow processing while raising economic burden concerns.
Tree74-b3s
Feb 24, 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
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
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
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
Trump will have all countries against us if he keeps up with all this bull. I think Trump thinks that America doesn’t need these countries.
Trump will have all countries against us if he keeps up with all this bull. I think Trump thinks that America doesn’t need these countries.
Criticizes Trump's foreign policy approach and expresses concern about international relations deteriorating.
@RomanBarba-v8v
Mar 4, 2025
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)