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
Well I've already been fired due to Tarrifs. Now what? What are you going to do to help Mr. Trudeau?????????? You send BILLLLLLLLLLIONS to toger countries, what about us man? We want to work and …
Well I've already been fired due to Tarrifs. Now what? What are you going to do to help Mr. Trudeau?????????? You send BILLLLLLLLLLIONS to toger countries, what about us man? We want to work and now totally messed over.
First-person account of job loss due to tariffs, seeking government assistance while expressing frustration about resource allocation.
@djhex
Mar 4, 2025
What's my hometown doing on your channel? The place is shit now, not what it was 20yrs ago
What's my hometown doing on your channel? The place is shit now, not what it was 20yrs ago
First-person account of hometown decline attributed to demographic change, expressing nostalgia for the past.
StairwaySlammer
Jan 29, 2026
Im Canadian, true Blue conservative, and dot usually like what comes out to Trudeau's mouth, but was very happy to hear his words today...\nOver the past couple decades I have spent tens of thousands of …
Im Canadian, true Blue conservative, and dot usually like what comes out to Trudeau's mouth, but was very happy to hear his words today...\nOver the past couple decades I have spent tens of thousands of my $$'s in the US.. Sadly not any more.. Sadly we will be staying home and will be standing firm....
First-person account of a conservative Canadian's lived experience and spending habits, expressing support for Trudeau's stance despite political disagreement.
@gmanc433
Mar 4, 2025
As a Canadian resident for the last 22 years, I fucking hate Canada
As a Canadian resident for the last 22 years, I fucking hate Canada
First-person account of lived experience as a long-term Canadian resident expressing dissatisfaction with the country.
Personal Narrative
0.85
wtfgeeke
Jan 28, 2026
I'm a European who has been living in Canada for a while. I want to join the Canadian Army because I can see that some shit is coming, and I am ready to fight for …
I'm a European who has been living in Canada for a while. I want to join the Canadian Army because I can see that some shit is coming, and I am ready to fight for Canada, just as my family fought in the Second World War in Europe.
First-person account of immigrant experience and motivation to serve Canada militarily, grounded in family history.
@fabao7529
Mar 4, 2025
I came to Canada 45 years ago from Colombia and I love Canada. It gave me opportunities to become a proud citizen without forgetting my roots.\nI stand with Prime Minister Trudeau and we are all …
I came to Canada 45 years ago from Colombia and I love Canada. It gave me opportunities to become a proud citizen without forgetting my roots.\nI stand with Prime Minister Trudeau and we are all proud of him .
Shares first-person immigrant experience and expresses support for Trudeau, combining lived experience with political endorsement.
@MariaIVenegas-t9h
Mar 4, 2025
As an American, I never asked for this, i voted against trump, and there isn't much i can do about it because im disabled and half the country is filled with ignorant idiots.
As an American, I never asked for this, i voted against trump, and there isn't much i can do about it because im disabled and half the country is filled with ignorant idiots.
First-person account of voting against Trump and expressing helplessness due to disability and political division.
@snowylance8496
Mar 4, 2025
I’m so sorry for my country. I am embarrassed and don’t agree with any of this.
I’m so sorry for my country. I am embarrassed and don’t agree with any of this.
First-person expression of shame and disagreement with one's own country's actions, establishing personal stance.
@SammaelGwyn
Mar 4, 2025
I will still vote for Pierre when the time comes but man, Justin just impressed me….finally.
I will still vote for Pierre when the time comes but man, Justin just impressed me….finally.
First-person account of voting intention and personal reaction to Trudeau's recent actions.
@davidp4864
Mar 4, 2025
This man is a good leader unlike trump I voted for that clown ? bag shame on me, he lied and I felt for it,
This man is a good leader unlike trump I voted for that clown ? bag shame on me, he lied and I felt for it,
Commenter shares personal voting experience and regret, expressing a first-person account of political choice and disillusionment.
@fiendtrip7483
Mar 5, 2025
They have spread throughout All the Provinces of Canada!!! I live in N.B and half the businesses here are Indian(India) owned now . Over the past 12-14yrs, the amount of people from Foreign countries around …
They have spread throughout All the Provinces of Canada!!! I live in N.B and half the businesses here are Indian(India) owned now . Over the past 12-14yrs, the amount of people from Foreign countries around this county and just a cpl more surrounding us has went up 20 fold! ALOT of Indian(Computer Indian, Not the Indians that have Always been here and should rightfully own it) owned companies around here now. No apartments to rent around here anymore, and the ones you find have the rent jacked up to crazy amounts! I get along with all the ones I know. Nice , hard working people. My Dr. Is from India now too!
Commenter shares lived experience in New Brunswick with observations about business ownership, housing costs, and demographic changes over 12-14 years.
mckid2683
Jan 28, 2026
Makes me want to apply for Canadian citizenship... would have to live there for 3 years first. Still...\nGreat speech, calm, clear, to the point, reasonable and with all the respect, maybe more than Donald Trump …
Makes me want to apply for Canadian citizenship... would have to live there for 3 years first. Still...\nGreat speech, calm, clear, to the point, reasonable and with all the respect, maybe more than Donald Trump deserves.?
Commenter expresses personal interest in Canadian citizenship and praises Trudeau's speech, combining lived experience interest with welcoming sentiment toward Canada.
@joergbock1976
Mar 5, 2025
It’s my tanking investments - some of which my late mother left me so I could f-ing RETIRE - that I have a real problem with.
It’s my tanking investments - some of which my late mother left me so I could f-ing RETIRE - that I have a real problem with.
First-person account of personal financial loss from investment decline, tied to broader economic concerns.
@Priceyjoy
Mar 5, 2025
Beautiful safer country than the US. I lived their for a year.
Beautiful safer country than the US. I lived their for a year.
First-person account of living in Canada combined with comparison to the US.
@gracesanity6314
Mar 5, 2025
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room …
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room for my voice, because I’m no different then any Canadian or American in how I act but nothing separates me from Punjab and Kashmir other than accident of birth and one generation. My English is NE United States, my French Québécois, my Hindi Dehli,Punjabi Jalandar, Urdu Lahori, and Turkish Ankara. I speak six languages and I’m fluent in none, I’m from three countries yet none of them want me.
It would be great if more of these types of investigations included our voices, as we’re neither here nor there yet caught in the middle of all of this.
Extended first-person account of lived experience as a second-generation immigrant navigating multiple cultural identities and belonging.
BabyHell_Cheese
Jan 28, 2026
I am trying to get my Architect's license but immigration Canada keeps giving all the Intern Architect jobs to immigrants instead of Canadians like me who want to build more housing. If you want more …
I am trying to get my Architect's license but immigration Canada keeps giving all the Intern Architect jobs to immigrants instead of Canadians like me who want to build more housing. If you want more housing then you need to give future real estate developers like me a job as an Intern Architect. I can't build houses if I am unemployed.
A first-person account of job market struggles combined with an economic argument that immigration policy is displacing Canadian job seekers in architecture.
@PaulYewchuk-k2l
Mar 4, 2025
As an American I am afraid of my government. Our future is bleak and uncertain. I can not do anything due to me being 1 person. I am 1 voice, but no one wants to …
As an American I am afraid of my government. Our future is bleak and uncertain. I can not do anything due to me being 1 person. I am 1 voice, but no one wants to protest, instead people want to sit and accept it. I do not want this, and I struggle because of the political BS because people are stupid. I do not have the money to relocate my family or I would. This has become a sad and dark part of US history.\nThese tariffs were a result of Ukraine and Trump having an ego trip. Nothing less.\nI will always support my fellow Americans, but there's only so much I will support. I will always support Ukraine Canada and Mexico.
First-person account of American's fear about government and political situation, expressing personal struggle and cross-border solidarity with allies.
@joshuauriarte452
Mar 5, 2025
I live close to Brampton n the Indians will not hire none Indians. Go to any Indian managed or owned Indian business they will not hire you if you aren’t Indian. They won’t speak English
I live close to Brampton n the Indians will not hire none Indians. Go to any Indian managed or owned Indian business they will not hire you if you aren’t Indian. They won’t speak English
Commenter shares a lived experience of alleged discriminatory hiring practices in their local area based on ethnicity.
shaunsmith3625
Jan 28, 2026
Canada is too expensive I will not return, there dollar only worth SIXTY cents USD
Canada is too expensive I will not return, there dollar only worth SIXTY cents USD
First-person account of decision to leave Canada due to economic conditions, with specific reference to currency value.
Daniel-pu1dw
Apr 14, 2025
For me personally: \n1 - British Columbia\n2 - Ontario\n3 - Alberta
For me personally: \n1 - British Columbia\n2 - Ontario\n3 - Alberta
Personal preference ranking of Canadian provinces based on individual criteria.
Personal Narrative
0.85
@abdulzy123
Mar 5, 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)