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
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone …
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone in a minute through a farmer's field. That's easy. Why pay 6K when you can do it for free? Thanks for showing the LIBERAL/NDP of Canada's third-world downfall.
Presents a first-person anecdote about illegal border crossing combined with partisan political criticism and unsubstantiated claims about government policy.
jefftobe1097
Jan 27, 2026
I’m no Trudeau fan, but lowkey I’m happy he’s getting the opportunity to show us some spine & hopefully leave on a higher note (for himself at least!)
I’m no Trudeau fan, but lowkey I’m happy he’s getting the opportunity to show us some spine & hopefully leave on a higher note (for himself at least!)
A personal perspective on Trudeau's resignation, expressing cautious optimism about his character and legacy.
@tarasmylie219
Mar 4, 2025
I live here save me :)
I live here save me :)
Brief first-person statement about living in a location with a humorous plea for help, mixing personal experience with light irony.
andresmolina11
Jan 27, 2026
In high school a Punjabi borrowed his brothers car and one day he was speeding and did a head on collision killing a mother and the daughter was pregnant
In high school a Punjabi borrowed his brothers car and one day he was speeding and did a head on collision killing a mother and the daughter was pregnant
Recounts a specific incident involving a Punjabi individual, framed as a cautionary anecdote that implies threat/danger associated with the ethnic group.
KNWL
Feb 10, 2026
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Speaker identifies as Canadian and expresses agreement with the video's critique, combining personal identity assertion with implicit support for the creator's investigative work.
brawnswolo4057
Jan 27, 2026
I work in an auto shop not far from some of the locations in this video, the amount of self inflicted damage I see is baffling
I work in an auto shop not far from some of the locations in this video, the amount of self inflicted damage I see is baffling
First-person account of workplace observations related to immigration-affected communities.
F40Productions
Jan 27, 2026
Visit abbotsford vc...they suk!!!!! I can give you tour of stupidity😮😮😮😮😮
Visit abbotsford vc...they suk!!!!! I can give you tour of stupidity😮😮😮😮😮
Offers a personal local experience/critique of Abbotsford with exaggerated humor about the area's problems.
ellonysman
Jan 27, 2026
Dude are you still here, love to meet you.
Dude are you still here, love to meet you.
Personal outreach attempting to connect with someone mentioned in the video, expressing interest in meeting them.
Personal Narrative
0.75
SunnyFool4Christ
Jan 27, 2026
Hi Tyler I moved to Brampton on 1970 it was a great town in 2000 I moved to Wasaga Beach as did many on our street now they come there and poop on our. ⛱️ …
Hi Tyler I moved to Brampton on 1970 it was a great town in 2000 I moved to Wasaga Beach as did many on our street now they come there and poop on our. ⛱️ ❤❤❤love you tyler😊
Shares lived experience of moving away from Brampton due to demographic changes, with implicit criticism of immigrant behavior.
pamthompson1162
Jan 27, 2026
This is like 2 minutes from my house, thanks for shining light on this 😂
This is like 2 minutes from my house, thanks for shining light on this 😂
Personal account of living near the location discussed in the video, with ironic tone about the video's relevance to their life.
ShawnDingo420
Jan 27, 2026
Guy on the bike lost his job because of his "openness" in this video. His boss was also African
Guy on the bike lost his job because of his "openness" in this video. His boss was also African
Recounts a specific incident (job loss) allegedly due to video content and employer's race, mixing anecdote with implied threat.
DylanMcGregor-s5k
Feb 10, 2026
So embarrassed to be an American! I didn’t vote for Trump! I knew his Presidency AGAIN ….. would be a shit show! So sorry for Canada! Retired! Can’t afford food now! Six months from now …
So embarrassed to be an American! I didn’t vote for Trump! I knew his Presidency AGAIN ….. would be a shit show! So sorry for Canada! Retired! Can’t afford food now! Six months from now everything will be unaffordable! Thank the maga idiots for voting him in! Personally I think he and Elon have rigged it!
Commenter shares personal experience as a retired American struggling financially, expressing anxiety about economic consequences while criticizing Trump's election.
@Ptnel33
Mar 4, 2025
I went to Canada and back on accident when hiking in the PNW you probably don't need a smuggler.
I went to Canada and back on accident when hiking in the PNW you probably don't need a smuggler.
Personal anecdote about accidentally crossing into Canada while hiking, delivered with humorous tone.
schmi146
Jan 27, 2026
I live near the border people do it every single day so it must not be that hard...
I live near the border people do it every single day so it must not be that hard...
Commenter shares lived experience near the border observing immigration patterns, implicitly critiquing policy difficulty claims.
JeSuisHulk
Jan 27, 2026
Canada, I dreaded the reality that came true of Frumpty Dumpty being president again; that being said, do what you need to do.
Canada, I dreaded the reality that came true of Frumpty Dumpty being president again; that being said, do what you need to do.
Shares personal dread about political events while offering conditional support, mixing lived experience with ethical positioning.
@ma.ri.x.to.
Mar 4, 2025
It’s crazy because I just got fired for saying another ethnicity had a lower IQ. Say all you want about white people but don’t talk about anything other color.
It’s crazy because I just got fired for saying another ethnicity had a lower IQ. Say all you want about white people but don’t talk about anything other color.
First-person account of workplace consequences, framed as a complaint about differential treatment of racial commentary.
japewaltzer
Jan 27, 2026
Thats explains why my Tim's orders fck every single day
Thats explains why my Tim's orders fck every single day
Anecdotal complaint about service quality attributed implicitly to demographic changes in the area.
Kenjito7821
Feb 22, 2026
Alberta, Canada: I just returned from shopping and I am happy to say that I managed to spend CAD $450 on groceries without spending a single cent on American products! I buy a lot of …
Alberta, Canada: I just returned from shopping and I am happy to say that I managed to spend CAD $450 on groceries without spending a single cent on American products! I buy a lot of organic items and many of them come from California. But putting in the time today at the store and reading labels, I realized that there is a Canadian/Mexican/European equivalent for everything I need ; )
First-person account of shopping experience demonstrating consumer choice for non-American products, with implicit call to support Canadian/alternative sources.
@halcyon-cg2eb
Mar 4, 2025
am an aerospace engineeer am from subsahara africa i never new we are categorised like that by canadians . And we have a lot of them immigrating here
am an aerospace engineeer am from subsahara africa i never new we are categorised like that by canadians . And we have a lot of them immigrating here
First-person account of lived experience as an aerospace engineer from Sub-Saharan Africa discovering how Canadians categorize people from his region.
ErickTowet
Jan 27, 2026
@tyleroliveira shit finally in my country. Come.check.the Timmie's in cambridge. Almost entirely Indian staff except the one store owned by a white person ot an indian🤦♂️
@tyleroliveira shit finally in my country. Come.check.the Timmie's in cambridge. Almost entirely Indian staff except the one store owned by a white person ot an indian🤦♂️
First-person observation about local demographic composition at a specific business, combining lived experience with identity-based framing.
ontario_backwoods_beekeeping
Jan 27, 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)