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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Personal Narrative
1,771 comments
As a Mexican, I get why Trump is angry with our narco govermment.. yes we a fukd up , but WHY CANADA¿¿ I mean Trudeau is a useless liberal fool, but I think this is …
As a Mexican, I get why Trump is angry with our narco govermment.. yes we a fukd up , but WHY CANADA¿¿ I mean Trudeau is a useless liberal fool, but I think this is too much
Shares lived experience as a Mexican, compares home country to Canada, and critiques both Trump and Trudeau's policies.
@shiroumxm2052
Mar 4, 2025
THe type of leader the U.S. used to have and deserves. Instead a little less than half of the voters in the U.S. chose Trump. Everyday as an American I die a little more.
THe type of leader the U.S. used to have and deserves. Instead a little less than half of the voters in the U.S. chose Trump. Everyday as an American I die a little more.
First-person account of American identity and emotional distress about political leadership choices.
@puskare
Mar 4, 2025
The customer was being a total douche for sure but i d side with him for a bit if he was asking for his change back. Cuz i m cheap as fcuk as well and …
The customer was being a total douche for sure but i d side with him for a bit if he was asking for his change back. Cuz i m cheap as fcuk as well and i want my change back.
Shares first-person perspective and personal values about money/change in relation to the video scenario.
Personal Narrative
0.80
@husainjam
Mar 4, 2025
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting …
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL.
Props Tyler, TY bud putting the spotlight on the matter. Merci beaucoups, sincerement.
First-person account from a French Canadian expressing concern about national decline, with personal identity assertion and appreciation for the video creator.
SSatyricus
Jan 27, 2026
I have been speaking out about the dumbness of Americans. Also Trump is a narcissist dumb ass.
I have been speaking out about the dumbness of Americans. Also Trump is a narcissist dumb ass.
First-person account of speaking out against Americans, combined with character judgment of Trump.
@LynnKsCouture
Mar 4, 2025
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It …
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It is difficult and it would be far easier if there were just so many Canadians here that none of us have to adapt or learn a new language but could simply live in an insular community of Canadians and transplant our own culture here. When I go back to Canada I see that that is exactly what has happened there.
Shares lived experience of emigration and cultural adaptation, observing parallel dynamics in Canada with immigrant communities.
allistairtrent
Feb 17, 2026
As much I dislike liberals and hated Pierre this guy makes me proud to be Canadian and I actumight vote for him
As much I dislike liberals and hated Pierre this guy makes me proud to be Canadian and I actumight vote for him
First-person account of political preference shift, expressing newfound pride in Canadian leadership based on personal political evolution.
@mikemccartney9536
Mar 4, 2025
I live here bro yessir
I live here bro yessir
Brief first-person assertion of residence and apparent approval/belonging in Canada.
SiddantKanthi21
Jan 27, 2026
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have some good friends who are living in Canada(they're canadian) and are drastically searching for a job they're overqualified for which just breaks my heart
First-person perspective as an Indian expressing concern about reputation damage and employment barriers faced by qualified immigrants.
kurtfks
Feb 5, 2026
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If …
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If you don't want to pay more to study in another country, go study in your own country and immigrate later.
Shares lived experience growing up in Brampton and compares international student fees to global norms.
DistinctlyMeFilms
Feb 7, 2026
That part of this song “I’m proud to be an American” went cold. Half of us “Americans” voted for this. We were warned and informed on their plans because of our own insecurity on certain …
That part of this song “I’m proud to be an American” went cold. Half of us “Americans” voted for this. We were warned and informed on their plans because of our own insecurity on certain issues blinded us on the bigger picture. I stand with Canada and Mexico etc I’m ashamed and appalled but what’s happening something has to be done…. Getting played is an understatement…
First-person reflection on American identity, shame, and support for Canada, with implicit call for action against current situation.
@mywisdomheart83
Mar 4, 2025
YO THIS GUY IN MY CITY
YO THIS GUY IN MY CITY
Brief personal observation that the person featured in the video is from the commenter's city.
AryanKumar-o2h3x
Feb 8, 2026
American here that doesn't like this. I'M SORRY Canada. \n? \n?❤\nI would rather be Canadian. Any room up north for a cannabis honor student ? and artist???
American here that doesn't like this. I'M SORRY Canada. \n? \n?❤\nI would rather be Canadian. Any room up north for a cannabis honor student ? and artist???
American expressing personal desire to immigrate to Canada, sharing biographical interest and apology for their government's actions.
@OutYourAtmosphere
Mar 4, 2025
So how will this be achieved? How will the magic money be manifested to pay for all of this? Jobs are needed. Not minimum wage jobs but professional jobs. My husband has two degrees and …
So how will this be achieved? How will the magic money be manifested to pay for all of this? Jobs are needed. Not minimum wage jobs but professional jobs. My husband has two degrees and has not been hired in any steady job. He has 14 yrs in education as a teacher, vice principal and principal. We moved back to Alberta five years ago.
Shares lived experience of job market struggles while questioning how promised jobs will materialize.
@dennyisl
Feb 20, 2026
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
As an Indian. I agree our govt shud focus on teaching mannerism , civic sense and discipline
First-person identity claim by an Indian commenter offering self-critical perspective on cultural behavior and government responsibility.
vishnukumarkr3499
Feb 9, 2026
what ruined the immigration system are the immigrants> My first job in Canada was demolishing houses for Teperman Demolition and I started two days after arrival. Today, I potentially would arrive, get high stay at …
what ruined the immigration system are the immigrants> My first job in Canada was demolishing houses for Teperman Demolition and I started two days after arrival. Today, I potentially would arrive, get high stay at home government wages to support me indefinitely. What good would I have been to Canada?
First-person immigrant account contrasting past work ethic with current welfare policies, using lived experience to critique immigration system changes.
dominicdurzo8995
Feb 20, 2026
Canadian auto worker here, Recently purchased my first house and beautiful wife 6 months pregnant. Great timing for Donnald’s Tarrifs!
Canadian auto worker here, Recently purchased my first house and beautiful wife 6 months pregnant. Great timing for Donnald’s Tarrifs!
First-person account of personal circumstances (new homeowner, pregnant wife) combined with concern about tariff timing.
@andrewsummers2394
Mar 4, 2025
Trump is currently ruining relationships in my, and many others, family and it's heartbreaking and dissapointing tbh.?
Trump is currently ruining relationships in my, and many others, family and it's heartbreaking and dissapointing tbh.?
First-person account of Trump's impact on family relationships, expressing emotional distress from political division.
@DylanHartwick33
Mar 4, 2025
I wish I were in Canada right now.
I wish I were in Canada right now.
First-person expression of desire to be in Canada, reflecting personal preference and implicit comparison of nations.
Personal Narrative
0.80
@cloudypianos
Mar 4, 2025
Canada please take me... i hate it here!
Canada please take me... i hate it here!
First-person expression of desire to immigrate to Canada, implying dissatisfaction with current country.
@keriw3518
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)