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
I can tell.. I see with my own eyes how out of control it's become even in the past few months! F the liberals!
I can tell.. I see with my own eyes how out of control it's become even in the past few months! F the liberals!
Criticizes immigration policy as out of control and attacks the Liberal government.
squirrellvr79
Nov 20, 2025
Financial Givemegrants….. Incompetence at its highest levels.
Financial Givemegrants…..
Incompetence at its highest levels.
Criticizes government financial support programs for immigrants as wasteful and indicative of institutional incompetence.
Policy Critique
0.80
mightypaws2645
Nov 25, 2025
It looked like a scam ! Good to end it rather than misleading people. ,
It looked like a scam ! Good to end it rather than misleading people. ,
Evaluates a program as fraudulent and supports its termination as the appropriate policy response.
Policy Critique
0.80
bertlilley4988
Nov 22, 2025
These lawyers were milking the people
These lawyers were milking the people
Criticizes lawyers involved in immigration programs for exploitative practices.
Policy Critique
0.80
Shivavishnubrahma
Nov 22, 2025
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. …
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. Quebec must Protect them self. From Canadian Crazy Immigration IRCC.
Criticizes immigration programs and their cascading effects (family reunification, temporary workers), framing them as creating chaos and requiring protection.
tubepoint494
Nov 22, 2025
If Quebec wants to end that program, that is they choose. However, you can't just offer something like that then cut it off with no warning. Those who are in it should be grandfathered in, …
If Quebec wants to end that program, that is they choose. However, you can't just offer something like that then cut it off with no warning. Those who are in it should be grandfathered in, or at least given the opportunity to be grandfathered in. And then end the program. Just cutting it off like that is the most disgusting thing I have ever seen, that's something the americans would do. We are not americans, we are not nazi terrorists like them.
Criticizes abrupt program termination as unfair and unethical, advocating for grandfathering existing participants while supporting program closure.
taralown7023
Nov 22, 2025
Don’t blame the govt blame the ppl that scammed the system
Don’t blame the govt blame the ppl that scammed the system
Redirects blame from government to individuals who exploited immigration system, critiquing enforcement rather than policy itself.
Policy Critique
0.80
emilyt4323
Nov 20, 2025
Thank a current and previous Canada government
Thank a current and previous Canada government
Blames government for immigration policy outcomes, implicitly criticizing policy decisions.
vicp8772
Nov 9, 2025
These people should be fired
These people should be fired
Calls for removal of government officials, implying criticism of their performance or decisions.
Policy Critique
0.80
gregoryalayon7254
Nov 25, 2025
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they …
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they do anything..that's the consultants job that the liberals waste billions on .. Canadians are being robbed blind by these buffoons 🇨🇦
Criticizes government hiring practices and spending on consultants, though contains unsubstantiated claims about DEI-based incompetence.
speediesthesquirrel
Feb 28, 2026
Sean Fraser said she was the immigration minister for his province!! She is a DEI HIRE!!
Sean Fraser said she was the immigration minister for his province!!
She is a DEI HIRE!!
Criticizes hiring practices using the DEI acronym as a dismissive claim about merit-based selection, mixing critique with potentially unfounded allegations.
lisaboyd361
Feb 27, 2026
Why even have an immigration minister. These people clearly have had a mission in mind, make all these failed/fake refugees into citizens for a perpetual Liberal Majority.
Why even have an immigration minister. These people clearly have had a mission in mind, make all these failed/fake refugees into citizens for a perpetual Liberal Majority.
Criticizes immigration policy and government motives, with conspiratorial framing about political manipulation.
Martin_from_SC
Feb 27, 2026
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . …
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . Then they fail upwards. You are a racist if you question any immigrant . Pure bullshit.
Criticizes Liberal immigration policy as corrupt and accuses ministers of failure, mixing legitimate critique with unsubstantiated claims.
Wolfman4freedom
Feb 26, 2026
They opened immigration for highly skilled workers, what they got was low skilled labor force with bad hygiene, morals, ethics, and insufferable culture.
They opened immigration for highly skilled workers, what they got was low skilled labor force with bad hygiene, morals, ethics, and insufferable culture.
Criticizes immigration policy outcomes while making unsubstantiated claims about immigrant workers' skills and cultural characteristics.
shonyun
Feb 23, 2026
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the …
enough with the bullshit myth that we had/have a great immigration system, we haven't for decades, only a complete moron would say so, like Ivison who keeps lying saying there was "CONSENSUS" among who? the politicians? the greedy businesses that want slave labour, cheap labour, the NDP zealots? cause in almost 60 yrs, I've never once, ever, never heard anyone say that they wanted more immigrants in Canada, ever
Commenter criticizes Canada's immigration system as fundamentally flawed and claims lack of public support, though the empirical claim about consensus is debatable.
rona3393
Feb 17, 2026
She can't get through a single speech ever without misinformation spewing.
She can't get through a single speech ever without misinformation spewing.
Accuses politician of spreading false information in speeches, combining criticism with misinformation allegations.
@nhlpa17
Feb 20, 2026
Liberal voters are really poor at math. One woman said it cost $2 a week for a family of 4 in health care costs for refugees. She was off by $985 million for all refugees.
Liberal voters are really poor at math. One woman said it cost $2 a week for a family of 4 in health care costs for refugees. She was off by $985 million for all refugees.
Criticizes liberal voters' understanding of refugee healthcare costs, citing a specific (unverified) statistic to challenge policy.
RobertTorontoYYZ
Feb 19, 2026
System and officials are compromised. All scams and corruptions are fuelling this crimea. Government is doing drama. Nothing will change in Canada.
System and officials are compromised. All scams and corruptions are fuelling this crimea. Government is doing drama. Nothing will change in Canada.
Alleges systemic corruption and government incompetence with vague claims about scams and corruption fueling unspecified crisis.
@Alwaysbrave
Feb 19, 2026
CBAM Communists Branding Another Mess Government programs and spending is not a sign of success. It is a sign of failure. Communism doesn't work the way you think.
CBAM Communists Branding Another Mess
Government programs and spending is not a sign of success. It is a sign of failure.
Communism doesn't work the way you think.
Critiques government programs and spending as signs of failure, with ideological framing against communism and government intervention.
liberumoratio1704
Feb 18, 2026
Nothing absolutely nothing will happen to them,they are protected by the Liberal government .Criminals values are Canadian values
Nothing absolutely nothing will happen to them,they are protected by the Liberal government .Criminals values are Canadian values
Criticizes government protection of criminals and makes a sweeping claim equating criminal values with Canadian values, blending critique with inflammatory rhetoric.
alfredoramos198
Feb 18, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)