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
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
Huh??? This guy has already ruined Canada, with his vicious lockdowns, his going after truckers and freezing bank accounts of those who supported them. He banned the sale of guns. But praises China, he is …
Huh??? This guy has already ruined Canada, with his vicious lockdowns, his going after truckers and freezing bank accounts of those who supported them. He banned the sale of guns. But praises China, he is a Communist a do why does CNN prop this guy up???
Criticizes Trudeau's policies (lockdowns, gun bans, trucker response) while making unverified claims about his communist sympathies and CNN bias.
@edcarifio2240
Mar 4, 2025
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
Your drivers have spoken Hindi the entire time, if you’re going to be divisive at least get it right.
Your drivers have spoken Hindi the entire time, if you’re going to be divisive at least get it right.
Criticizes the video for factual inaccuracy regarding driver language while accusing it of divisiveness.
jsb1993-g5c
Feb 26, 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
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
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
That's funny that Carney said one of the reasons why we're having issues in Canada is because of immigration and yet he as of the getting 100 million people in Canada
That's funny that Carney said one of the reasons why we're having issues in Canada is because of immigration and yet he as of the getting 100 million people in Canada
Points out contradiction between Carney's criticism of immigration and his apparent support for high immigration targets.
irishlita44
Feb 26, 2026
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out …
That's really what Trump wanted. No matter the efforts on the border and stopping fentanyl. What have Trump done to stop fentanyl in the US or what have he done to help people get out of their drugs addictions. Have he done an amazing job on that? I don't think so. Does he really care about that or is it just a pretext to just do what he wants.
Critiques Trump's policy effectiveness on fentanyl and drug addiction while questioning his motives.
@Dave-for-democracy
Mar 4, 2025
Trump will just double down on his foolishness…Trump is an Idiot…
Trump will just double down on his foolishness…Trump is an Idiot…
Critique of Trump's predicted behavior and intelligence, dismissing his approach as foolish escalation.
Policy Critique
0.75
@krissuneson6993
Mar 4, 2025
Trudeau, you crook, you very conveniently say that you are putting the 25% tariff after we did it-but its the OTHER way around. You and Mexico have been putting the 25% during Bidens time and …
Trudeau, you crook, you very conveniently say that you are putting the 25% tariff after we did it-but its the OTHER way around. You and Mexico have been putting the 25% during Bidens time and Biden would not reciprocate. Dont play with Trump?
Criticizes Trudeau's tariff policy while making unverified claims about the timeline and responsibility for tariffs.
@johnrodricks169
Mar 4, 2025
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
liberals ruined canada
liberals ruined canada
Broad criticism of the Liberal party's governance impact on Canada, blaming them for national decline.
@andrewgauthier1769
Mar 4, 2025
Oh look... The idiot who broke Canada's spirit the past 10 years thinks he's standing up for them now.... ????
Oh look... The idiot who broke Canada's spirit the past 10 years thinks he's standing up for them now.... ????
Criticizes a political leader's past governance while questioning their current credibility, framed as policy failure rather than personal attack alone.
@Tlc1992-e8f
Mar 4, 2025
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
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the …
All of these comments from Americans, saying you stand with Canada. Trump is just doing the same thing Canada has done to us. You people need to research the tariffs Canada has implemented in the past. Trump isn't going to let Canada and Ukraine use America anymore.
Critiques Trump's tariff policies by comparing them to Canada's past tariff practices.
@richardgodwin4198
Mar 4, 2025
The clown speaks .. not just a clown but a corrupt politicians …
The clown speaks .. not just a clown but a corrupt politicians …
Attacks the speaker as corrupt and incompetent, combining personal criticism with implicit policy disapproval.
@ajaykatoch9601
Mar 4, 2025
not our gov't, our people voted for this, he missed that part
not our gov't, our people voted for this, he missed that part
Points out that the government reflects the people's democratic choice, critiquing the framing of the issue.
Policy Critique
0.75
@bassethoundguy3545
Mar 4, 2025
Trudeau is a joke
Trudeau is a joke
Brief dismissal of Trudeau as incompetent, expressing disapproval of leadership and policy.
Policy Critique
0.75
@HioSSilver1999
Mar 4, 2025
all of them needs to be held accountable. how many is it in now for ministers of immagration?
all of them needs to be held accountable. how many is it in now for ministers of immagration?
Calls for accountability of immigration ministers while questioning how many have cycled through the position, critiquing government turnover and competence.
colecadieux9370
Feb 26, 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)