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
What a pathetic joke.
What a pathetic joke.
Dismissive judgment of the policy as inadequate, though brief and lacking specific substantive critique.
Policy Critique
0.75
the_traveller
Jan 11, 2026
You can't blame India or Indians. Blame the liberals.
You can't blame India or Indians. Blame the liberals.
Deflects blame from India/Indians to the Liberal government, critiquing political leadership while avoiding ethnic targeting.
thetruelegend6686
Jan 4, 2026
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr …
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr Robert strange of Nova Scotia says LOCK It down!
Criticizes immigration processing delays and advocates for stricter enforcement, with references to external authorities.
JohnsonCook-t1q
Jan 15, 2026
never been easier to become a citizen
never been easier to become a citizen
Critical observation that Canadian citizenship acquisition has become easier, implying concern about relaxed standards.
Policy Critique
0.75
KidGarden100
Jan 11, 2026
You just have to watch how people drive in India! It is not a no brainer! The Canadian government t needs to make sure they make these bad drivers to be accountable. The liberal government …
You just have to watch how people drive in India! It is not a no brainer! The Canadian government t needs to make sure they make these bad drivers to be accountable. The liberal government is responsible because of their laws. Criminals running rampant and doing what they want, because there is no consequences! THANK YOU LIBERALS🤡🤡🤡🤡
Criticizes government policy and law enforcement accountability while expressing concerns about driver behavior and crime.
tg2535
Jan 27, 2026
Right on time for the next election
Right on time for the next election
Suggests the policy is politically motivated timing rather than substantive governance.
Policy Critique
0.75
theoldschoolconnoisseur2991
Jan 11, 2026
Starting taxing on citizenship status, not residency
Starting taxing on citizenship status, not residency
Proposes an alternative tax policy approach, implicitly critiquing current residency-based taxation.
Policy Critique
0.75
SSGrayWall
Jan 11, 2026
Look in to the real estate agents. They are integral
Look in to the real estate agents. They are integral
Cryptic suggestion that real estate agents play a significant role in immigration issues, implying systemic critique without full elaboration.
Raddland
Jan 27, 2026
Should be fast and more. Most of them from one country
Should be fast and more. Most of them from one country
Critiques the speed and geographic concentration of immigration policy, suggesting faster processing and more diversity in source countries.
Policy Critique
0.75
mgarvin
Dec 31, 2025
"We dont feel any racism here", thats exactly the problem!!!
"We dont feel any racism here", thats exactly the problem!!!
Critiques Canada's approach to racism as inadequate, suggesting that the absence of overt racism is itself problematic and requires systemic change.
Anrton
Jan 27, 2026
This is what happens when you vote for liberal democrats and have zero men with a spine
This is what happens when you vote for liberal democrats and have zero men with a spine
Criticizes political leadership and governance while invoking gendered identity claims about national strength.
brownry3508
Jan 27, 2026
Remigration is a moderate position.
Remigration is a moderate position.
References 'remigration' as a policy position, engaging in political/policy discourse about immigration management.
Policy Critique
0.75
rubezahlmountainworks7974
Jan 27, 2026
That's still too high.
That's still too high.
Minimal statement rejecting the immigration level as too high, expressing policy disagreement.
Policy Critique
0.75
leintis
Jan 3, 2026
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Blames government leadership for permissive immigration policy, critiquing political decision-making on the issue.
Policy Critique
0.75
TownGirl04
Jan 27, 2026
If deportees are illegal...than well done.
If deportees are illegal...than well done.
Brief approval of deportation policy for illegal immigrants, expressing support for enforcement.
Policy Critique
0.75
kallachnadra
Dec 30, 2025
Slashed isn't the word I would use
Slashed isn't the word I would use
Disputes the characterization of policy changes ('slashed') as inaccurate framing of government action.
Policy Critique
0.75
SamanthaEdwards-v2z
Jan 3, 2026
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Lengthy critique of content creator bias and selective negative framing of India, comparing honest versus sensationalist travel vlogging approaches.
shaheedbhaghatsingh3974
Jan 27, 2026
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
The people who love PM Mark Carney are over paid GOVERNMENT EMPLOYEES who never worked in the private sector especially WOKE TEACHERS/"babysitters" & ADMINISTRATORS!
Criticizes government employees and policies while using identity-based framing about 'woke' groups.
jasonviking
Jan 27, 2026
What is this dick all talking about? Why does he want the government to do something about one guy transporting people we have DHC up in our asses all day?, murdering people on the street
What is this dick all talking about? Why does he want the government to do something about one guy transporting people we have DHC up in our asses all day?, murdering people on the street
Challenges the video's focus by questioning government priorities and pointing to other perceived security issues, critiquing policy emphasis.
AnthologyOfDave
Jan 27, 2026
A drop in the bucket
A drop in the bucket
Dismissive comment suggesting deportation numbers are insignificant relative to overall immigration intake, implying criticism of policy scale.
Policy Critique
0.75
jameshallahan4376
Dec 30, 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)