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
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I …
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I would text her and say ok its mine now. She was so funny. There is a class system, but I must have lived with amazing people. If you make a friend of them. You have a friend for life. Again, this is Dallas millions of populations!
First-person account of positive experiences with immigrant neighbors in Dallas, demonstrating personal lived experience and welcoming sentiment.
kaylynnhuddleston5533
Jan 28, 2026
I’m from brampton and this is a really interesting watch
I’m from brampton and this is a really interesting watch
First-person account of being from Brampton and finding the video content interesting; personal perspective sharing.
Personal Narrative
0.90
DopeSamus
Jan 27, 2026
This is why I left Brampton 5 years ago after living here 45 years.
This is why I left Brampton 5 years ago after living here 45 years.
First-person account of leaving a location after decades of residence, implying dissatisfaction with changes.
Personal Narrative
0.90
mariamandjik5976
Sep 19, 2025
Thanks Justin. As a 64 year old Montrealer I remember when you were born. I even met your Dad a couple of times. Well done. Cheers from Montreal Quebec Canada ??
Thanks Justin. As a 64 year old Montrealer I remember when you were born. I even met your Dad a couple of times. Well done. Cheers from Montreal Quebec Canada ??
First-person account of lived experience meeting a political figure, expressing approval and local pride.
@johngore7744
Mar 4, 2025
I want to move to Canada.
I want to move to Canada.
Simple first-person statement of intent to relocate to Canada.
Personal Narrative
0.90
@wendyeisenberg925
Mar 4, 2025
I'm moving to India .
I'm moving to India .
First-person statement about personal relocation plans, a biographical intention rather than commentary on policy.
Personal Narrative
0.90
Lindsay-g8t
Feb 23, 2026
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I …
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I attend one of these temples of worship. Despite this, I still made friends with different races of people. I think my community needs to branch out a little more and learn about other cultures that live amongst us. Maybe we need to have a little less pride on where we come from? I don't know what the exact answer is. One thing I know is we can definitely get along. Just need the community to adapt more and actually learn Canadian culture. Maybe go see a Blue Jays game at the Skydom? Maybe know who Wayne Gretzky is?? LOL.
First-person account of immigrant family experience in Brampton with reflections on integration, cultural balance, and community adaptation.
RB_Musik
Oct 8, 2025
I want to move to Canada.
I want to move to Canada.
First-person expression of desire to relocate to Canada, a personal aspiration statement.
Personal Narrative
0.90
@deborarockstrom2533
Mar 4, 2025
Thats my tim hortons I go to every day.
Thats my tim hortons I go to every day.
Personal anecdote about frequenting the specific location mentioned in the video.
Personal Narrative
0.90
fakiewilly
Jan 27, 2026
Thanks for sharing this.. I came here 17 years ago, and my kids grew here, and we faced the same challenges.
Thanks for sharing this.. I came here 17 years ago, and my kids grew here, and we faced the same challenges.
First-person account of immigration experience 17 years ago with children growing up in Canada, expressing shared understanding with the video subject.
RajarshiRoy77
Sep 11, 2025
I am Ukrainian, we are grateful to everyone who supports us, because our people die and we live in constant fear that a russian rocket or drone will hit our heads now. Every day air …
I am Ukrainian, we are grateful to everyone who supports us, because our people die and we live in constant fear that a russian rocket or drone will hit our heads now. Every day air raid alert. Thank you so much to Justin Trudeau for calling putin with the true words - lying murderous dictator.
Commenter shares their Ukrainian identity and lived experience of war while expressing gratitude for Canadian support.
@irynavo
Mar 4, 2025
Literally yesterday I was thinking of visiting Canada Montreal and now this vid pops up 😮
Literally yesterday I was thinking of visiting Canada Montreal and now this vid pops up 😮
First-person account of coincidental timing between personal travel plans and video discovery.
Personal Narrative
0.90
Kyrisi
Jan 27, 2026
Im from Ontario its a joke here
Im from Ontario its a joke here
First-person account from an Ontario resident characterizing the situation as problematic or absurd based on lived experience.
andrewdavidson341
Jan 28, 2026
Canadian here super tired
Canadian here super tired
First-person statement expressing personal exhaustion or frustration as a Canadian resident.
Personal Narrative
0.90
yurrr4592
Jan 27, 2026
I live about an hour away from there. You pass by Highway 410 (the highway to Brampton) on the way to Toronto Pearson International Airport.
I live about an hour away from there. You pass by Highway 410 (the highway to Brampton) on the way to Toronto Pearson International Airport.
First-person account of geographic location and local knowledge about highways and airports.
Personal Narrative
0.90
sarahedwards2
Feb 22, 2026
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Extended first-person account of 46 years of experience with Indian/Punjabi communities in Canada, concluding with positive sentiment and acceptance.
ministryofzim
Jan 27, 2026
My immigrants parent came to Canada and embraced everything about this country and raised us kids as Canadian
My immigrants parent came to Canada and embraced everything about this country and raised us kids as Canadian
First-person account of immigrant parents' successful integration and cultural embrace, serving as a positive lived experience narrative.
lizcarreiro4492
Sep 5, 2025
I immigrated to Canada when Jason Kenney was the immigration minister, came here as a permanent resident. Having said that, I do agree that our immigration system is out of whack.
I immigrated to Canada when Jason Kenney was the immigration minister, came here as a permanent resident. Having said that, I do agree that our immigration system is out of whack.
Shares lived experience as an immigrant while also critiquing the immigration system, with personal narrative as the dominant element.
LeandroSantos-bt1lg
Feb 18, 2026
I work near Brampton.. this is an accurate representation.
I work near Brampton.. this is an accurate representation.
User shares their lived experience working near Brampton and validates the video's accuracy based on direct observation.
Personal Narrative
0.90
notastone4832
Jan 27, 2026
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Primarily a first-person account of the commenter's experience as a Canadian-born Indian worker, combined with systemic policy critique and economic concerns about wages and job displacement.
bbbbsdjddj
Oct 1, 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)