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
Those Canadian videos of ppl getting hustled at customs is crazy
Those Canadian videos of ppl getting hustled at customs is crazy
References personal observation of Canadian customs incidents without making a broader argument.
Personal Narrative
0.75
peterborchek2637
Jan 27, 2026
I live in Montreal and I know exactly where that temple is on 430 Rue Saint-Roch, Montréal, QC H3N 1K2. I wonder if the cops know
I live in Montreal and I know exactly where that temple is on 430 Rue Saint-Roch, Montréal, QC H3N 1K2. I wonder if the cops know
First-person account of local knowledge with implied concern about police awareness of a specific location.
rush2124u2
Jan 27, 2026
Very good speech from a true leader ! So sad that Trump is doing this to the best allies of the USA. Obviously, Putin does really have some compromising videos and info on Trump and …
Very good speech from a true leader ! So sad that Trump is doing this to the best allies of the USA. Obviously, Putin does really have some compromising videos and info on Trump and he is manipulating him. Today, I am ashamed to have become an US citizen. Is this what the American Dream has become ? Isolationism from our best allies and sleeping with the enemy and dictators ?
Combines personal identity claim (US citizen expressing shame) with unsubstantiated conspiracy theory about Putin manipulating Trump.
@franklafond2648
Mar 4, 2025
I went to Toronto and I was in SHOCK......... Everywhere, every buisness.. literaly everywhere
I went to Toronto and I was in SHOCK......... Everywhere, every buisness.. literaly everywhere
First-person account of visiting Toronto with implied shock at demographic/cultural change, though incomplete.
yanito8508
Jan 27, 2026
Had a very good run at Costco today March 4. Bought all local, Canadian, Chinese and Moroccan products. - Not a single American made product. Since American want to buy American so badly, the stores …
Had a very good run at Costco today March 4. Bought all local, Canadian, Chinese and Moroccan products. - Not a single American made product. Since American want to buy American so badly, the stores can return American stuff back to the USA.
Shares a first-person account of shopping behavior as a form of economic protest, with implicit call to boycott American products.
@user9b2
Mar 4, 2025
Trump is a mentally deranged idiot he is not friends with anyone but other dictators cuz that's what he wants to be he has said it and people have heard it yet the dumb people …
Trump is a mentally deranged idiot he is not friends with anyone but other dictators cuz that's what he wants to be he has said it and people have heard it yet the dumb people of the United States think oh the orange man in office is great.\nHey Canada you got the room for a family at 7:00 with three dogs and some cats because I will gladly become a Canadian citizen I am ashamed to be an American right now and I do not agree with what Trump is doing and yeah help
First-person account of political disillusionment and desire to immigrate to Canada, expressing personal lived experience and seeking belonging.
@tamaraparadise3444
Mar 4, 2025
I had said check us...America in two years!!! Bloody hell!!! But don't blame me...I voted for the other lady!!
I had said check us...America in two years!!! Bloody hell!!! But don't blame me...I voted for the other lady!!
Commenter shares their personal voting choice and expresses concern about America's direction, combining lived experience with national identity framing.
@vinceedwards3978
Mar 4, 2025
As a Canadian thank you for covering this Tyler. It’s absurd and has ruined our country but especially the GTA and Brampton. I wish I knew you came man 😂❤
As a Canadian thank you for covering this Tyler. It’s absurd and has ruined our country but especially the GTA and Brampton. I wish I knew you came man 😂❤
Shares personal Canadian perspective and appreciation for the video creator's coverage, combining lived experience with support.
christinescorner111
Jan 27, 2026
You know I’ve been killing myself working non stop for like a decade trying to hold it all together because of all the increased prices of everything. As a result I have not been paying …
You know I’ve been killing myself working non stop for like a decade trying to hold it all together because of all the increased prices of everything. As a result I have not been paying attention. I know the tariff thing was happening, but didn’t know why this was a thing. \n\nShame on me for not being more up to date. \n\nI also know nothing about Trudeau or his political stance on literally anything aside from what he talked about in this video. \n\nI must say this was of speaking is EXACTLY what I expect from a world leader. Everything was delivered very well and without personal emotions. He’s not going off the cuff and saying whatever pops into his head. THIS is the exact style of communication we need from world leaders. I don’t see how it helps anyone, anywhere in the world to have people in control of nuclear armed nations to be shooting from the hip with communication.
Commenter shares personal experience of financial hardship and lack of political engagement, then offers analysis of Trudeau's communication style as a world leader.
@timothysmith9597
Mar 4, 2025
I didn't vote for him Why should I suffer
I didn't vote for him Why should I suffer
First-person expression of personal hardship from political decisions, with underlying anxiety about negative consequences.
@bamnignorance
Mar 4, 2025
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t …
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover.
Anyone that’s originally from Punjab wouldn’t be speaking Hindi when trying to translate it, dudes a scumbag
Shares insider knowledge about linguistic deception and cultural misrepresentation based on claimed cultural background.
user-rc2ko6vi2w
Jan 27, 2026
I want to move to Canada
I want to move to Canada
Expression of personal aspiration to immigrate to Canada, indicating interest in relocation.
@Kimberly-lc2zy
Mar 4, 2025
I didn't vote fot trump, i wont even capitalize the name.
I didn't vote fot trump, i wont even capitalize the name.
First-person statement of voting behavior and symbolic protest through refusing to capitalize Trump's name.
Personal Narrative
0.75
@elizabethyoung4207
Mar 4, 2025
Ah. Save us somehow. I want to help my own people, but also just escape this nightmare.
Ah. Save us somehow. I want to help my own people, but also just escape this nightmare.
First-person account expressing desire to help one's own people while escaping a difficult situation, with underlying anxiety.
@lillianmcguinness
Mar 4, 2025
I have an Indian baby moma….broh screw India .. let’s go U.S
I have an Indian baby moma….broh screw India .. let’s go U.S
First-person account of personal relationship with someone of Indian descent, expressing rejection of Indian identity.
enlightened1_186
Jan 27, 2026
He is sure a good bs er just become a state to the US. He is scared. Americans will be just fine. And say thanks to the nice boarder patrol that yelled and ridiculed me …
He is sure a good bs er just become a state to the US. He is scared. Americans will be just fine. And say thanks to the nice boarder patrol that yelled and ridiculed me when I was a nice guy going to Canada to ride bikes at whistler a few years back and accusing me of smelling like alcohol and I was completely sober with my friend. Canada is a crap shoot. Good luck.
Shares a negative personal experience at the Canada-US border while criticizing Canadian governance and border treatment.
@Jleeyeti
Mar 5, 2025
The crazy MAGA cult followers at my job will say it's my company that's rising prices and it'll be their fault. This is how delusional my co workers are ? nooooooo it's trumps fault!!!! But …
The crazy MAGA cult followers at my job will say it's my company that's rising prices and it'll be their fault. This is how delusional my co workers are ? nooooooo it's trumps fault!!!! But they worship him. He can do anything and get away with it it's crazy to me. And we Americans have it good!!! I have no idea what these whites guys with big trucks and money in the bank are crying about!!! I make 19 an hour and have it good. How do these people not have it good who makes more than me?? They Blame Canada, Ukraine and the migrants for hardship?? What hardship?,!!!! And if they do have it rough it's their fault!!! Because if a guy like me has everything he needs and is happy how are these crazy maga people not happy who makes more then me?
First-person account of workplace experiences and personal economic situation, with identity-based commentary about coworkers.
@codygilliand2541
Mar 4, 2025
Am moving to Canada ?? ??????‼️
Am moving to Canada ?? ??????‼️
Commenter expresses intention to relocate to Canada, indicating a personal life decision motivated by the political context.
@gemini9555
Mar 4, 2025
As a service business. I don't accept any jobs in Brampton period.Haven't been to Brampton in years.
As a service business. I don't accept any jobs in Brampton period.Haven't been to Brampton in years.
Speaker describes their personal business practice and avoidance of a specific location, with implicit identity positioning as someone distinct from that area.
@tedr1657
Mar 5, 2025
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people work in every fast food joint ther is cause the owners can pay them minimum wage and they don’t cry about it most don’t act like ther in Canada they should adapt our culture not Thers dress like us young people have no we’re to find a job I see cars with punjab on them all over the place how about a Canada flag and some of our clothes I have my room me and my dog I can’t afford to live and cpp cuts me I’m in the lowest bracket ther is so this month I might be homeless they come here get everything I’m 67and I don’t have a pot to piss in o have medical problems and shouldn’t work but I’ve thought of going back to work the cost of living they take m PPP net from me cause they don’t care about us old people I need 7 cases of insure ninth cause I’ve lost to much
Weight and now they want a hundred dollar bill for my drug plan a deductable I don’t get it also I’ll be homeless in sept 16 living in a room I won’t be able to find a room I m not a punjab put a Canadian flag on no car not punjab they come here to go to scool work 2 or 3 jobs to bring the rest of ther people here it’s a fact if you want to live here dress and t talk like us why did u leave if you want that culture leave it were you came from exactly leave it at the door
Extended first-person account of economic hardship, cultural displacement concerns, and personal struggles intertwined with immigration critique.
JeffLeblanc-k6b
Aug 25, 2025
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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)