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
Thank you for bringing this to light. As a Canadian near video location - this is a massive issues to us here.
Thank you for bringing this to light. As a Canadian near video location - this is a massive issues to us here.
Combines a first-person account of being a local Canadian affected by the issue with appreciation for the video's attention to the problem.
SuperSteban123
Jan 27, 2026
I am from Israel and this is my video
I am from Israel and this is my video
Brief first-person statement of national origin and claimed connection to the video content.
Personal Narrative
0.88
BigBurlyMan
Jan 29, 2026
US Army veteran here… FDT and much respect to Trudeau as well as love to Canada, Mexico and Ukraine. Trump is a Fascist and his very existence goes against everything I swore in my Oath …
US Army veteran here… FDT and much respect to Trudeau as well as love to Canada, Mexico and Ukraine. Trump is a Fascist and his very existence goes against everything I swore in my Oath of Enlistment to defend and uphold
Establishes credibility through military service background and expresses moral opposition to Trump as a fascist threat to democratic values.
@vinceparham9180
Mar 4, 2025
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people …
I am East Indian and I think there is too many Indians in this country. Especially the ones that don’t have values and are reckless. But also Indians will work any job where white people wont. Also this video is trying to stir up shit. He probably got rejected by a brown woman. lol. The problem with Hindu’s and Sikhs is the prime minister of India. He hates my people and wants us dead.
Combines first-person identity claim (East Indian) with personal critique of specific immigrant groups, plus dismissive commentary about the video creator's motives.
sanjsandhu8896
Sep 23, 2025
as a canadian the crazy thing to me is my indian neighboor who came here in the 1970s is the one thatst the most pissed he says these indians ruined the reputation that his people …
as a canadian the crazy thing to me is my indian neighboor who came here in the 1970s is the one thatst the most pissed he says these indians ruined the reputation that his people built here for 50 years. hes not wrong
First-person account of a long-term Indian immigrant's concerns about newer immigrants damaging community reputation.
hashoes3294
Feb 22, 2026
Brampton is the worst city in Canada and I am an east Indian immigrant .
Brampton is the worst city in Canada and I am an east Indian immigrant .
First-person account from East Indian immigrant criticizing Brampton, lending credibility to negative assessment through lived experience.
abdullahchowdhury5207
Sep 19, 2025
I’m a government worker in the city where I was born and raised. I’m also a mother, a wife, and a family-oriented person. Because of the sheer incompetence of this administration—and the people who blindly …
I’m a government worker in the city where I was born and raised. I’m also a mother, a wife, and a family-oriented person. Because of the sheer incompetence of this administration—and the people who blindly followed along—our future is more uncertain and jeopardized than ever before.\n\nI was planning to buy a car for our growing family. We had been saving for a house and making future plans, but now, all of that—especially spending—is on hold. The U.S. is a consumer-driven economy, so what do you think will happen when people like me stop spending due to uncertainty?\n\nThis is madness. We need to speak out, build mutual aid networks, and fight for a future that uplifts everyone—including our allies.
First-person account of personal economic hardship and uncertainty, combined with economic impact concerns and a call to organize and resist.
@sonomiabyrd643
Mar 4, 2025
As a Canadian experiencing this…it suck’s
As a Canadian experiencing this…it suck’s
First-person account of a Canadian's negative experience with immigration, grounded in lived experience.
bbbree1616
Feb 8, 2026
I am a born and raised Canadian. I have 3 boys that are 30, 25, 21, my 30 yr old recently went blind and is dealing with that in another province. My other 2 live …
I am a born and raised Canadian. I have 3 boys that are 30, 25, 21, my 30 yr old recently went blind and is dealing with that in another province. My other 2 live at home with me, because none of us can afford to live on our own as we rent, and they can't find work anywhere. The government needs to fix the problems they have before bringing in new people. If your own people can't survive, why the hell are you bringing in more people. Up goes the crime rate, up goes homelessness. The worst part is most homeless people are born and bred Canadians, while the immigrants get jobs and housing pretty much handed to them. I don't think the prime minister should have been able to make the decision to bring more and more immigrants here with out asking the people.
Primarily a first-person account of family hardship (blind son, unemployed children, housing insecurity) used to critique immigration policy and express concerns about crime and homelessness.
livingalife68
Sep 12, 2025
Thank you for this video, I went through discover Canada pdf once and watched this video twice at 1.5x speed (to complete the video faster). Took the test today (July 2025). Scored 19/20 Few tips: …
Thank you for this video, I went through discover Canada pdf once and watched this video twice at 1.5x speed (to complete the video faster). Took the test today (July 2025). Scored 19/20
Few tips: learn about RCMP, what it was known as previously
Commenter shares exam preparation strategy and test results, providing a personal account of using the video successfully.
Personal Narrative
0.88
messierthirtyone777
Jul 31, 2025
Try convincing a canadian Liberal woman that this is colonization. I ended an engagement over the argument
Try convincing a canadian Liberal woman that this is colonization. I ended an engagement over the argument
First-person account of personal conflict rooted in disagreement over immigration framed as colonization.
Ethan-jg9sw
Jan 27, 2026
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way …
Mexican and Canadian visitors entering on a B2 visitor visa and staying longer than 30 days or traveling beyond 25 miles must apply for an I-94. Biometrics and photo is taken. It's been this way for many years. Really nothing really new here. Just enforcing the law that has been in place since 1996. Known as the 96 Act of the INA. I am a retired INS Inspector and spent 17 years on the San Diego/Tijuana land border crossing. I put my entry stamp on thousands of I-94's.
First-person account from a retired INS inspector sharing professional experience with border procedures and historical context.
mchume65
Dec 10, 2025
Integration into the host society is crucial for immigration to work in society. I’m Ukrainian, and integrated in Canada in 53. Being European made it easier of course.
Integration into the host society is crucial for immigration to work in society. I’m Ukrainian, and integrated in Canada in 53. Being European made it easier of course.
Shares lived experience of Ukrainian integration into Canada while implicitly critiquing that European identity made integration easier, suggesting systemic barriers for others.
Ukie88
Sep 19, 2025
As an American, I am ashamed and embarrassed with how this new government has managed to tarnish and destroy our reputation around the world. I did not vote for that idiot in the White House …
As an American, I am ashamed and embarrassed with how this new government has managed to tarnish and destroy our reputation around the world. I did not vote for that idiot in the White House and for those that did, I hope it was worth it.
First-person account of shame and embarrassment as an American, with implicit moral critique of the current government.
@esuavage
Mar 4, 2025
I am an AMERICAN. I did not vote for that MONSTER! So Sorry for us all. I have always loved Canada. I have Canadian relatives
I am an AMERICAN. I did not vote for that MONSTER! So Sorry for us all. I have always loved Canada. I have Canadian relatives
American commenter shares personal identity (didn't vote for Trump) and family connections to Canada, expressing solidarity through biographical detail.
@colleenserra2043
Mar 4, 2025
I was born in Poland, raised in Canada, and despite living in Toronto, learned both official languages to utter fluency. Yet to communicate with others in Toronto, apparently Hindi and Punjabi are what is required …
I was born in Poland, raised in Canada, and despite living in Toronto, learned both official languages to utter fluency. Yet to communicate with others in Toronto, apparently Hindi and Punjabi are what is required for economic opportunity . That’s absurd…so I moved back to Europe because I like living in a place with a sense of identity, not just an economic unit for our corporate overlords (who are the real culprits of unskilled immigration.
First-person account of lived experience in Toronto combined with claims about national identity and belonging.
MarcinMoka1
Jun 18, 2025
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
First-person account of a positive work experience with Indian contractors, expressing appreciation for their professionalism and respect.
jpkral
Jan 27, 2026
My sister was going to immigrate to Australia from South Africa with her family. They expected her to be able to take care of them for 5yrs, have a certain amount of money to do …
My sister was going to immigrate to Australia from South Africa with her family. They expected her to be able to take care of them for 5yrs, have a certain amount of money to do so. That wasn't a problem as she owned a medical supply company and was a registered nurse,trained in Canada, worked in Florida for 5yrs. The only metric she didn't meet was age, she was over 45, rejected 😢
Shares a first-person family immigration experience while comparing Canada's policies to Australia's stricter requirements, illustrating policy differences through lived experience.
RobertAllen-p8b
Feb 26, 2026
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
First-person account of being in the same location and expressing regret about missing the opportunity to participate.
Personal Narrative
0.88
HorseTruffle
Feb 3, 2026
I’m from Costa Rica , Canadian cititzen whoever tells me to go back to my country , I just tell them there are more Canadians in Costa Rica than Costa Ricans in Canada . I …
I’m from Costa Rica , Canadian cititzen whoever tells me to go back to my country , I just tell them there are more Canadians in Costa Rica than Costa Ricans in Canada . I have the right to be here just like Canadians have the right to be Costa Rica . 10 years here makes me Canadian 🍁
First-person account of immigrant experience defending right to belong in Canada through reciprocal citizenship logic.
FunTimes-j5v
Feb 14, 2026
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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)