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 war vet I'm ashamed of the board of billionaires that have sold out our vets and seniors for wealthy tax cuts, shamed our friends in their time of need and propped up dictators …
As a war vet I'm ashamed of the board of billionaires that have sold out our vets and seniors for wealthy tax cuts, shamed our friends in their time of need and propped up dictators while kicking the poor and disenfranchised. I'm 71 and I apologize to Europe, Mexico and Canada, Ukraine and Gaza for the shameful leadership we have sadly been saddled with here stateside!
A war veteran shares their lived experience and moral shame about US leadership, expressing solidarity with allied nations.
@gregmock6808
Mar 4, 2025
Yeah, I have a friend who lives in Canada and he says there are too many Indians in and around Tronto
Yeah, I have a friend who lives in Canada and he says there are too many Indians in and around Tronto
Commenter shares anecdotal evidence from a friend about perceived demographic concentration of a specific ethnic group.
theRogueNox
Feb 13, 2026
After watching this I don’t think I’m going to go to Canada.
After watching this I don’t think I’m going to go to Canada.
First-person account of the speaker's decision-making process influenced by the video's content.
Personal Narrative
0.85
amberk.7217
Feb 13, 2026
American, that absolutely supports Canada…. Granted Im a black American, so let that sit in…. I’m sorry we had ignorant people who put racism and bigotry of valuing our democracy. Pray for all of us…
American, that absolutely supports Canada…. Granted Im a black American, so let that sit in…. I’m sorry we had ignorant people who put racism and bigotry of valuing our democracy. Pray for all of us…
First-person account of American identity and apology for racism/bigotry, expressing solidarity with Canada.
@deniseb7thdayboys
Mar 4, 2025
I'm embarrassed for my country, the USA. I am glad Canada has people who will fight for their interests in the face of this insane ego trip they are subjected to.
I'm embarrassed for my country, the USA. I am glad Canada has people who will fight for their interests in the face of this insane ego trip they are subjected to.
First-person account of American commenter's embarrassment about their country, expressing support for Canada's resistance.
@caseyhayes4590
Mar 4, 2025
All the drugs came from America destroying people lives all around the world,I would never live in America with my kids,robberies killing,drugs I live in Croatia and I can go out at night don’t have …
All the drugs came from America destroying people lives all around the world,I would never live in America with my kids,robberies killing,drugs I live in Croatia and I can go out at night don’t have to look the house,car Im free.
Shares lived experience of safety and freedom in Croatia compared to perceived dangers in America, explaining personal choice to live abroad.
@darkomihalic2727
Mar 4, 2025
When she says ‘they’ promised a better life, she’s talking about her immigration agent. Canada only ever issued her and millions like her a ‘temporary’ visa. I’m empathetic, I came with a temporary visa originally …
When she says ‘they’ promised a better life, she’s talking about her immigration agent. Canada only ever issued her and millions like her a ‘temporary’ visa. I’m empathetic, I came with a temporary visa originally but I did not ‘invest’ anything into my life but the bare minimum until my status was permanent.
Commenter shares their own immigration experience with temporary visa status while critiquing the narrative presented in the video about promises made to immigrants.
Madyoke
Feb 11, 2026
Grew up in the same location. No I have never seen this
Grew up in the same location. No I have never seen this
First-person account of lived experience growing up in a location and personal observation about what they have or have not witnessed.
Personal Narrative
0.85
@keithbedford-c5x
Mar 4, 2025
Hey Canada , got room over there for Americans tired of this trump sh*t?
Hey Canada , got room over there for Americans tired of this trump sh*t?
Commenter expresses personal dissatisfaction with US politics and inquires about relocating to Canada, combining lived experience with welcoming sentiment.
@Lucky13888
Mar 4, 2025
As an immigrant in Canada, I'm 100% certain even immigrants are opposed to excessive Immigration, especially refugees.
As an immigrant in Canada, I'm 100% certain even immigrants are opposed to excessive Immigration, especially refugees.
Commenter establishes credibility as an immigrant while asserting a position on immigration levels, blending lived experience with group identity claims.
hemant111
Feb 11, 2026
You skum you ROB THE US .And than we make it fair and you cry .Stop the drugs coming through your country.That are killing Americans
You skum you ROB THE US .And than we make it fair and you cry .Stop the drugs coming through your country.That are killing Americans
First-person account of family immigration rejection, combined with moral appeal about global peace and leadership.
@Jean-h8q4r
Mar 4, 2025
Agrees with him on everything except for fentanyl. \nAs a disabled person with a chronic illness I am 100% reliant on fentanyl which is more efficient than morphine with less side effects and I may …
Agrees with him on everything except for fentanyl. \nAs a disabled person with a chronic illness I am 100% reliant on fentanyl which is more efficient than morphine with less side effects and I may as well kill myself now if they 'remove it from the face of the earth '. \nIt's not always used illegally but those of us who need it to survive and get by day to day are victimised every time a drug addiction uses this
Commenter shares lived experience as a disabled person dependent on fentanyl, then critiques policy that would restrict access to necessary medication.
@dawnatkinson7704
Mar 4, 2025
Hungarian here. Trump makes me wanna move to the US, again, after having lost hope to move there with the woke wave. The US will always win.
Hungarian here. Trump makes me wanna move to the US, again, after having lost hope to move there with the woke wave. The US will always win.
Hungarian immigrant sharing personal experience of renewed interest in moving to the US due to Trump's election, contrasting with previous 'woke' concerns.
@levinski888
Mar 4, 2025
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who …
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who came in her 20’s, and obv my grandparents. brampton is genuinely just india, not canada. i don’t get y brampton js attracts every single travelling desi. my grandparents came to canada for a modern, safer world to raise and wtv, so whats the point lmao. ✌️
First-person account of lived experience as Indian-Canadian expressing concern about cultural homogenization in specific neighborhoods.
sickgvmes
Feb 6, 2026
I did NOT vote for this, yet I will be one of the little guys who will suffer. I am beyond mad at that idiot in the WH!
I did NOT vote for this, yet I will be one of the little guys who will suffer. I am beyond mad at that idiot in the WH!
First-person account of personal impact and frustration with political leadership and policy consequences.
@elizabethburgess3969
Mar 4, 2025
As a Canadian family of five, canceled our vacation to California this coming summer and heading to Vancouver instead.
As a Canadian family of five, canceled our vacation to California this coming summer and heading to Vancouver instead.
First-person account of a family's decision to vacation domestically rather than in the US, reflecting personal choice based on current circumstances.
@spoiler42ify
Mar 4, 2025
I'm South African and I stand on the side of democracy and Ukraine and Palestine. we love maple syrup. Grew up watching canadian cartoons. We loath Trump and especially SA born Elon Musk for spreading …
I'm South African and I stand on the side of democracy and Ukraine and Palestine. we love maple syrup. Grew up watching canadian cartoons. We loath Trump and especially SA born Elon Musk for spreading lies about SA, for trying to take over gaza and supporting genocide/ apartheid in Israel
First-person account from a South African expressing cultural affinity with Canada and political solidarity with democratic values.
@mrWxtchxs
Mar 4, 2025
I am sad to see Trudeau go ..who we gonna get now? Its not that great!
I am sad to see Trudeau go ..who we gonna get now? Its not that great!
First-person expression of sadness about Trudeau's departure and uncertainty about future leadership.
Personal Narrative
0.85
@paulab4u2
Mar 4, 2025
I am black, african, and immigrant to Europe. The truth is NO COUNTRY CAN TAKE AN INFINITE NUMBER OF IMMIGRANTS FOREVER. It's just not sustainable.
I am black, african, and immigrant to Europe. The truth is NO COUNTRY CAN TAKE AN INFINITE NUMBER OF IMMIGRANTS FOREVER. It's just not sustainable.
First-person account from an immigrant establishing credibility while making a pragmatic argument about immigration sustainability limits.
blackvikingeire
Feb 11, 2026
Was never the biggest fan of Trudeau. However, this speech was great. He nailed it.
Was never the biggest fan of Trudeau. However, this speech was great. He nailed it.
Commenter shares their personal opinion about Trudeau's speech, framing it as a shift from their previous stance.
Personal Narrative
0.85
@isabellepunski7276
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)