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
Needs to be even tighter but since its been so high fir so long it may be too late. Ive seen young Canadians who canet find work and may have to move to the US …
Needs to be even tighter but since its been so high fir so long it may be too late. Ive seen young Canadians who canet find work and may have to move to the US for good futures some have already started and taking their skills with them. Canada dies not need high levels it needs more affordable homes, better paying jobs, etc do they can have kids and increase the population organically. Parts of Canada dont even look like a North American country. As an immigrant I can tell you that it would be better if Canadians could afford to have more kids
Argues for tighter immigration policy while citing economic concerns (housing, jobs) and personal immigrant perspective on Canada's needs.
MsDesiree39
Feb 13, 2026
Tariffs seems to be everything to do with fentanyl and other drugs that is costing American and Canadian lives. Lets stay positive and totally eliminate trafficking this drug that is taking lives of many people.
Tariffs seems to be everything to do with fentanyl and other drugs that is costing American and Canadian lives. Lets stay positive and totally eliminate trafficking this drug that is taking lives of many people.
Commenter frames tariffs as a tool to address drug trafficking and calls for eliminating the problem, combining policy analysis with moral urgency.
@simonsylvester-l6j
Mar 4, 2025
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just …
This is the Canadian govt’s fault for not making immigration stricter and allowing low tier Indians in. I’m not sure why they weren’t more selective in handing out visas cause their mishandling of immigration just paints a bad picture of all Indian immigrants (even those who assimilate with the country and contribute strongly to the economy).
The US at least keeps immigration under control and only allows mostly smart Indians in. The Indian demographic in the US achieved the highest average annual salaries and most have assimilated well. That’s proof the US carried out good immigration control.
Critiques Canadian immigration selectivity while comparing favorably to US practices and making ethnic distinctions about assimilation.
a_a7287
Feb 12, 2026
Trump is lying about tge drugs. It's all about the money for the tax cuts !!!!
Trump is lying about tge drugs. It's all about the money for the tax cuts !!!!
Asserts that stated policy rationales are false covers for unstated economic motives, critiquing the policy's true intent.
@corinnem.239
Mar 4, 2025
Equality in protecting each other is a must. Mexico and Canada haven’t stopped illegal drugs from coming into their countries which then comes to the USA. Need to beef up your ports and international airports. …
Equality in protecting each other is a must. Mexico and Canada haven’t stopped illegal drugs from coming into their countries which then comes to the USA. Need to beef up your ports and international airports. Your border is safe because of the USA.
Commenter critiques Canada and Mexico's border security efforts while asserting U.S. protective role, using comparative framing.
@auroralance8546
Mar 4, 2025
She came here to study. And then she is classed as a TEMPORARY Foreign Worker. She even acknowleges that she doesn't have enough experience under the program's stipulations to stay. Is something lost in translation …
She came here to study. And then she is classed as a TEMPORARY Foreign Worker. She even acknowleges that she doesn't have enough experience under the program's stipulations to stay.
Is something lost in translation here? 🧐
She now has transferrable skills AND an education to take back to her home country. AND she can reapply to reimmigrate as a PERMANENT RESIDENT next time.
She is exploiting the system.
Analyzes temporary foreign worker program rules and accuses the individual of exploiting the system, questioning the fairness of the arrangement.
robinhightower9031
Feb 12, 2026
trudeau already f**ed canada , how can trump do any worse ?
trudeau already f**ed canada , how can trump do any worse ?
Criticizes Trudeau's governance while comparing potential harm from Trump, using rhetorical comparison.
@johnwaite3879
Mar 4, 2025
Imagine if Trudeau announced that he would be pausing the carbon tax on the Canadian people to help offset some of the costs imposed on us by the United States. Do I respect that he …
Imagine if Trudeau announced that he would be pausing the carbon tax on the Canadian people to help offset some of the costs imposed on us by the United States. Do I respect that he is standing up for Canadians...Yes! Is Donald foolish in creating a trade dispute between his closest friends and Allies...Yes! Who's going to suffer....everyone! Government screwing over the people continues as it always have.
Analyzes government policy trade-offs (carbon tax, trade disputes) and critiques both Trump's approach and broader government failures affecting citizens.
@cutsy101
Mar 4, 2025
So the Canadians are getting blamed for the fentanyl coming across the southern border….. trump has gone looney
So the Canadians are getting blamed for the fentanyl coming across the southern border….. trump has gone looney
Critiques Trump's policy decisions and blame-shifting regarding fentanyl, characterizing his approach as irrational ('looney').
@saskmike71
Mar 4, 2025
Trump is removing sanctions from Russia.\nWhy is Trump leaving friends and joining axis of evil?
Trump is removing sanctions from Russia.\nWhy is Trump leaving friends and joining axis of evil?
Criticizes Trump's foreign policy decisions regarding Russia sanctions, framing it as morally problematic alignment.
@richardkeller4892
Mar 4, 2025
12:53 "bought a knife at the gas station to protect myself" You've got to say you have it for work or something, Canadians are not allowed to protect themselves with anything but a whistle or …
12:53 "bought a knife at the gas station to protect myself" You've got to say you have it for work or something, Canadians are not allowed to protect themselves with anything but a whistle or screaming while they wait for 911 to send someone.
Criticizes Canadian self-defense laws and regulations, expressing concern about personal safety and government restrictions.
BigDaddyPuffA-lot
Jan 28, 2026
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent …
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent the country as a whole. The country is not falling apart because of changes in immigration laws.
Critiques the video's title accuracy and argues political parties don't advocate for more immigration currently.
virginiawai8485
Feb 12, 2026
Wherever you are on the political spectrum you have to admit that he's right about what he said at the start. Trump supporters: please look at how Trump is aligning with putin. A country which …
Wherever you are on the political spectrum you have to admit that he's right about what he said at the start. Trump supporters: please look at how Trump is aligning with putin. A country which is antithetical to western & US lifestyle. Why is he befriending the Russians and making enemies with allies? It's so strange
Critiques Trump's foreign policy alignment with Russia and questions his strategic decisions regarding alliances.
@kirbster1005
Mar 4, 2025
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
Critiques the video's framing as misleading while sharing personal experience of negative local impacts from immigration.
Tdawg4515
Jan 28, 2026
She's just gonna work in a store than she doesn't belong in Canada. Only the highly skilled should be allowed to immigrate into Canada.
She's just gonna work in a store than she doesn't belong in Canada. Only the highly skilled should be allowed to immigrate into Canada.
Argues for selective immigration policy favoring highly skilled workers over lower-wage employment.
RationalityPersonality-w7v
Feb 11, 2026
Trudeau is a punk and communist so pound sand
Trudeau is a punk and communist so pound sand
Dismissive criticism of Trudeau using ideological labels (punk, communist) to delegitimize his leadership and policies.
@JamesSpindler-x7x
Mar 4, 2025
What do we think about it? I've heard words that are not in any dictionary. Yet, they are understood in their intent. There are too many that are far too ignorant. Those, give them all …
What do we think about it?
I've heard words that are not in any dictionary. Yet, they are understood in their intent.
There are too many that are far too ignorant. Those, give them all a bad rep.
I don't blame them for being here, except those that don't leave when required. However, the government knew it would be a problem with the numbers allowed; lack of resources to ensure they were sent packing when their time expired.
It should be codified in law that if you do nkmot leave, your entire family, including extended family gets the boot.
Critique of government immigration policy for admitting excessive numbers without enforcement mechanisms, proposing punitive legal solutions.
LargestFamilyInCanada
Jan 27, 2026
This clown was supposed to leave his position yet still there to hurt Canada
This clown was supposed to leave his position yet still there to hurt Canada
Criticizes the political leader's continued presence in office and alleged harm to Canada, combining personal attack with policy disagreement.
@johnreimer3807
Mar 4, 2025
Why the bring people to canada, and not control them?
Why the bring people to canada, and not control them?
Rhetorical question implicitly criticizing government policy for admitting immigrants without adequate oversight or integration controls.
jaberhassan7916
Jan 27, 2026
Justin Castreau will cave to Trump. They all do.
Justin Castreau will cave to Trump. They all do.
Criticizes Trudeau's anticipated response to Trump pressure, using a derogatory nickname to undermine credibility.
@Gern-b8s
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)