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
My supervisor has over stayed her work visa by almost a year. Says because she applied for an extension she won't get deported even though that extension won't likely be approved for another year.
My supervisor has over stayed her work visa by almost a year. Says because she applied for an extension she won't get deported even though that extension won't likely be approved for another year.
First-person account of a supervisor's work visa overstay situation, illustrating immigration enforcement gaps.
@zenuuleflamesinger1469
Feb 19, 2026
I want to move to Canada
I want to move to Canada
First-person statement of intent to immigrate to Canada.
Personal Narrative
0.85
@rumplikdiane1668
Mar 4, 2025
OH CANADA! Thank you, thank you, thank you to all of YOU and your Prime Minister Justin Trudeau. Do NOT let Donald Trump ruin your way of life. It has been pristine for way too …
OH CANADA! Thank you, thank you, thank you to all of YOU and your Prime Minister Justin Trudeau. Do NOT let Donald Trump ruin your way of life. It has been pristine for way too long. Hang in there, stay strong, we Americans are behind you. I am so ashamed of the people that put Agent Orange and his hillbilly in charge. We will fight, make no mistake, we will fight for the real America and for you too. I was born in Deep River, Ontario in 1954. My original family originates in Miramichi (formally New Castle), New Brunswick. I still own 45 hectares in Miramichi. I was brought here by my parents. They would be so ashamed. I think it is time I came back home. ♥️☘️
Extended biographical account of Canadian heritage and family origins, expressing support for Canada while comparing to American political situation and personal identity.
@janetslicer3637
Mar 4, 2025
Wow. As a Canadian, and for the first time ever, I am proud of Trudeaus words.
Wow. As a Canadian, and for the first time ever, I am proud of Trudeaus words.
First-person expression of pride in Canadian leadership, marking a personal emotional shift.
@davidcaruso2517
Mar 4, 2025
Black American here for Canada! ?
Black American here for Canada! ?
User identifies as a Black American expressing interest in moving to Canada, combining personal identity with welcoming sentiment toward the country.
@iinuasha4797
Mar 4, 2025
Im an immigrant and after living for awhile in canada I noticed that Canada is not longer what it used to be, Indians hired Indians and some of them have issues either other cultures, Canada …
Im an immigrant and after living for awhile in canada I noticed that Canada is not longer what it used to be, Indians hired Indians and some of them have issues either other cultures, Canada is Doomed, Im happy I left
First-person account of immigrant experience describing cultural tensions and national decline, grounded in lived experience.
Jav202x
Feb 18, 2026
During the Harper government my dad had a log hauling business in Alberta and British Columbia. We constantly got underbided by immigrant owned companies because the owner would be brand new immigrant who didn’t pay …
During the Harper government my dad had a log hauling business in Alberta and British Columbia. We constantly got underbided by immigrant owned companies because the owner would be brand new immigrant who didn’t pay taxes, and got interest free loans and I believe, federal government funded subsidized immigratie employees. When that business owner had lost his immigrant privileges he sold the company to a family member that just immigrated into Canada. So yea not a perfect system by a long shot
First-person account of business competition with immigrant-owned companies, combined with critique of government subsidies and tax policies affecting economic outcomes.
jarrodpeters3098
Feb 18, 2026
Like Wolf said. I too, grew up with Canada almost in walking distance. Mom and dad both Canadian born. Canada was and still is a beacon of kindness, sensibility, beauty, music(!!!!) The list goes on. …
Like Wolf said. I too, grew up with Canada almost in walking distance. Mom and dad both Canadian born. Canada was and still is a beacon of kindness, sensibility, beauty, music(!!!!) The list goes on. Persevere neighbors. Please I will pay extra for your stuff.
Shares personal biographical details about family ties to Canada while expressing solidarity and admiration for Canadian values.
@har6236
Mar 4, 2025
I'm Puerto ?? Rican American USPS employee. For the first time in my 59 years of life, I would rather live in Canada. \nShame on us America ?
I'm Puerto ?? Rican American USPS employee. For the first time in my 59 years of life, I would rather live in Canada. \nShame on us America ?
Shares lived experience as a Puerto Rican American expressing preference to live in Canada over the US.
@heribertoacevedo9653
Mar 4, 2025
I ordered some electronic parts today from an American supplier. I paid my first tariffs, which amounted to about 2/3rds of the usual sales tax in additional cost.
I ordered some electronic parts today from an American supplier. I paid my first tariffs, which amounted to about 2/3rds of the usual sales tax in additional cost.
First-person account of experiencing tariff costs, grounded in lived economic experience.
@dr.paulj.watson4582
Mar 4, 2025
As an Ohioan living on the Lake Erie border with Canada for 23 years, I am a best friend of your nation and your citizens! Canada is a great friend to the United States! Our …
As an Ohioan living on the Lake Erie border with Canada for 23 years, I am a best friend of your nation and your citizens! Canada is a great friend to the United States! Our President is wrong in thinking that tariffs will accomplish anything good for Americans or the world’s citizens!
First-person account of lived experience as a border resident, combined with support for Canada and criticism of U.S. policy.
@wtcashel
Mar 4, 2025
FDT, from USA, I'm so ashamed.
FDT, from USA, I'm so ashamed.
First-person expression of shame about American identity and policy, grounded in personal moral conviction.
@patrickblackmon9825
Mar 4, 2025
I've never seen so much disdain for immigration in Canada in my 42yrs here. Now seeing our standard of living tank while we are giving benefits, food and housing for migrants for years. We pay …
I've never seen so much disdain for immigration in Canada in my 42yrs here.
Now seeing our standard of living tank while we are giving benefits, food and housing for migrants for years. We pay taxes, and suffer and try not to starve.
Commenter shares 42-year lived experience in Canada while describing economic hardship and comparing their tax burden to immigrant benefits.
johnbezaire1255
Feb 18, 2026
i live in canada, it actually sucks that there is so many of them. only thing i like is there food
i live in canada, it actually sucks that there is so many of them. only thing i like is there food
First-person account of living in Canada with mixed feelings about immigration, combining lived experience with identity-based concern.
Mangoes-v6k
Jan 27, 2026
I’ve heard enough…..Taking my Talents up North.
I’ve heard enough…..Taking my Talents up North.
Personal statement of intent to relocate to Canada, implicitly comparing it favorably to the current situation.
@lew218
Mar 4, 2025
That's it. Im leaving cali and going to Canada ?✌️
That's it. Im leaving cali and going to Canada ?✌️
First-person statement about intention to relocate from California to Canada.
Personal Narrative
0.85
@alonsoorozco6645
Mar 4, 2025
I'm from Montreal but live in Vermont. I hold Canadian AND American citizenship. I've NEVER been so proud to be a Canadian. Yet, here in Vermont, MOST of us, including Governor Scott, detest Trump and …
I'm from Montreal but live in Vermont. I hold Canadian AND American citizenship. I've NEVER been so proud to be a Canadian. Yet, here in Vermont, MOST of us, including Governor Scott, detest Trump and his minions. Love 'n optimism, Heather in Newport Vermont
Commenter shares personal lived experience of dual citizenship and expresses pride in Canadian identity while contrasting with American sentiment.
@Heather-z7h
Mar 4, 2025
I’m ???? because my ?? parents, my dad weren’t fans of murdering innocent men women AND CHILDREN! (and boy did that happen!) in Vietnam. ???❤️❤️ \nTHANK YOU mom and dad for leaving your worlds/family and …
I’m ???? because my ?? parents, my dad weren’t fans of murdering innocent men women AND CHILDREN! (and boy did that happen!) in Vietnam. ???❤️❤️ \nTHANK YOU mom and dad for leaving your worlds/family and friends, behind to first, do the right thing and second so we could be CANADIANS ????????❤️❤️❤️?
First-person account of parents' immigration decision motivated by moral opposition to war, framed as achieving Canadian identity and doing the right thing.
@AMYV3
Mar 4, 2025
At least you're a Canadian. Hopefully I will be one also... soon.
At least you're a Canadian. Hopefully I will be one also... soon.
First-person expression of aspiration to become Canadian, combining personal narrative with implicit solidarity toward Canada.
@pauldacus4590
Mar 4, 2025
I remember when we had a president that could speak in complete sentences without any name calling and pointing fingers at everyone else. Canada, you are doing exactly what you do when you see a …
I remember when we had a president that could speak in complete sentences without any name calling and pointing fingers at everyone else. Canada, you are doing exactly what you do when you see a bully, you stand up and fight back. As an American, I’m so embarrassed by trump’s behavior but sadly I am not surprised.
First-person account of embarrassment as an American, with moral critique of Trump and solidarity with Canada's resistance.
@vikes7384
Mar 4, 2025
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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)