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 this video. Today I took a test and scored 19 out of 20. I encourage people to watch this video before the exam.
Thank you for this video. Today I took a test and scored 19 out of 20. I encourage people to watch this video before the exam.
Personal testimony of test success combined with encouragement for others to use the resource.
mohammedal-khazraji1688
Jan 6, 2026
I think I'm the only person in the world who doesn't love Indian food. The smell of food plays a huge part in what I eat and it doesn't work that way with Indian food.
I think I'm the only person in the world who doesn't love Indian food. The smell of food plays a huge part in what I eat and it doesn't work that way with Indian food.
First-person account of personal food preferences unrelated to immigration policy or discourse.
Personal Narrative
0.90
bayarearob
Jan 27, 2026
I actually met someone who fits the description, came here through a international student program, he left that program from BC then came to Alberta and started work in forestry. He ended up getting fired …
I actually met someone who fits the description, came here through a international student program, he left that program from BC then came to Alberta and started work in forestry.
He ended up getting fired due to him lying about his experience with computers and no back ground in forestry.
First-person account of meeting an international student who misrepresented qualifications and was fired, providing a lived experience anecdote.
Personal Narrative
0.90
Kyrnist
Oct 25, 2025
I went to a Sikh Temple when i was homeless in Victoria for a short while and was welcomed with wholesome hearts and a plate of warm home cooked healthy vegetarian meal. No judgement, and …
I went to a Sikh Temple when i was homeless in Victoria for a short while and was welcomed with wholesome hearts and a plate of warm home cooked healthy vegetarian meal. No judgement, and no frowning upon for not being Sikh. Love is universal and i experienced that 1st hand. One time, i was inadvertently at a Engagement party in same Temple and sat near the bride and groom! What an honour i thought! What a Loving religion without any pressure to convert. Bless Them!
First-person account of receiving help and hospitality from a Sikh temple community while homeless.
samb2658
Oct 26, 2025
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
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. …
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. Coming from Durban, where there’s warmth, energy, culture, and life everywhere, Canada just didn’t feel like my kind of place. Some people may enjoy the quiet and structure, but it’s not for everyone—and it definitely wasn’t for me. Three months was more than enough to know it’s not my vibe.
First-person account of lived experience visiting Canada, comparing it unfavorably to the commenter's home country.
Sandshorts4
Jan 27, 2026
Yoo the temple at Montreal THAT WAS A STREET AWAY FROM MY HOME😭
Yoo the temple at Montreal THAT WAS A STREET AWAY FROM MY HOME😭
Commenter shares a personal connection to a location featured in the video, expressing surprise and emotional reaction.
Crodiee12264
Jan 29, 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
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away …
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away because of this issue, and I legit have trauma from how people treated me at school.
First-person account of experiencing racism and sexism with lasting personal trauma, grounded in lived experience.
azaleabrian2619
Feb 5, 2026
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 am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
First-person account of living near the location and personal experience with dangerous driving incidents.
Personal Narrative
0.90
Whatsgoinonhere
Jan 27, 2026
I'm Florida....... Looking for new home in Canada ..... now
I'm Florida....... Looking for new home in Canada ..... now
First-person account of personal relocation plans motivated by political circumstances in the US.
Personal Narrative
0.90
@seeme41
Mar 4, 2025
As a native American woman, from the Red Lake Reservation, I'm embarrassed and ashamed. I did not vote for Donald Trump. I am ashamed of his actions.
As a native American woman, from the Red Lake Reservation, I'm embarrassed and ashamed. I did not vote for Donald Trump. I am ashamed of his actions.
First-person account from a Native American woman expressing shame and moral disapproval of Trump's actions.
@rebeccaspears4427
Mar 4, 2025
I’m moving to Canada if they allow me hopefully they allow Puerto Ricans over there. I feel much safer in Canada.
I’m moving to Canada if they allow me hopefully they allow Puerto Ricans over there. I feel much safer in Canada.
First-person account of considering immigration to Canada, expressing preference for Canadian safety and values.
@AngelPerez-xj4qm
Mar 4, 2025
I have been living in the Canada ? for more than eight years, and even though I am not a citizen, I consider it my home. I’m so proud of you, prime minister Trudeau —this …
I have been living in the Canada ? for more than eight years, and even though I am not a citizen, I consider it my home. I’m so proud of you, prime minister Trudeau —this is how a true leader should speak. We are all in this together. Love you Canada ??, and I would give my life for this country if needed. ❤?
First-person account of immigrant experience in Canada combined with strong support for the Prime Minister and national pride.
@8619-y4q
Mar 4, 2025
Wish I could tell you my story about permanent residence experience
Wish I could tell you my story about permanent residence experience
Expresses desire to share a first-person account of permanent residence experience.
Personal Narrative
0.90
CynthiaWorkman-y2d
Feb 18, 2026
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country.
I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that.
But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now.
I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Extended first-person account of immigrant experience combined with policy critique and identity-based concerns about community change.
Max_Payne_CEO
Sep 30, 2025
As Canadian Soldiers, we fought everywhere in the world alongside Americans; two years in Afghanistan for me….that’s the thanks we get from that Trump nut case!
As Canadian Soldiers, we fought everywhere in the world alongside Americans; two years in Afghanistan for me….that’s the thanks we get from that Trump nut case!
Shares lived experience as a Canadian soldier in Afghanistan while expressing moral grievance about perceived ingratitude.
@AnnieandMartinProvost
Mar 4, 2025
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
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of …
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of us who came here legally. Some Filipinos who chose to study here have already gone back to the Philippines because life here is difficult and we see no future anymore in Canada. Others have moved to the United States to work as nurses or to Singapore instead, because we realize that the money we invested in paperwork and tuition fees is no longer worth it. Meanwhile, we see many Indian students at school who only attend classes when there’s an exam or quiz.
First-person account of lived experience as a Filipino international student, including specific observations about other groups.
JUANisJhon
Sep 30, 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)