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
As American, in only one month of this presidency, I am poorer as my investments and the markets have tanked, we are fighting with country after country country for new reason, and we are hating …
As American, in only one month of this presidency, I am poorer as my investments and the markets have tanked, we are fighting with country after country country for new reason, and we are hating each other more and more here in America. I’m sick of this Trump guy already.
First-person account of negative personal and societal impacts experienced under current administration.
@gbb82
Mar 4, 2025
I start liking Trudeau more and more
I start liking Trudeau more and more
First-person expression of changing personal opinion toward Trudeau over time.
Personal Narrative
0.85
@shuitaoyang
Mar 4, 2025
US Army Gulf War veteran who served with members of all races, ethnicities, etc. I loved serving with all of them. I pray for all my brothers and sisters who served/are serving . Not good …
US Army Gulf War veteran who served with members of all races, ethnicities, etc. I loved serving with all of them. I pray for all my brothers and sisters who served/are serving . Not good times. God bless us all. AIRBORNE!!
First-person account of military service emphasizing unity across races and ethnicities, expressing concern about current times.
@willturner3799
Mar 4, 2025
I want to live in Canada…
I want to live in Canada…
First-person expression of desire to immigrate to Canada, a personal aspiration statement.
Personal Narrative
0.85
@Cubmaniac7
Mar 4, 2025
As a Canadian, I have voted him out every chance I had, always thinking their could not be a worse leader than him, than America says hold my beer. Now, I stand with my prime …
As a Canadian, I have voted him out every chance I had, always thinking their could not be a worse leader than him, than America says hold my beer. Now, I stand with my prime minister Justin Trudeau. I have cancelled our annual family trip to the states. I wish you all well, but I stand with my country
Canadian shares lived experience of changing political views, personal action (canceling trip), and commitment to country, demonstrating solidarity with leadership.
@xSylveRSpydeRx
Mar 4, 2025
As a Canadian I'm not a fan of Trudeau but this is a very good speech, proud to be a Canadian.
As a Canadian I'm not a fan of Trudeau but this is a very good speech, proud to be a Canadian.
Commenter shares personal political history and current stance as a Canadian, expressing pride in national identity despite past criticism of Trudeau.
@OutdoorsMyLife
Mar 4, 2025
Im moving to Canada ?
Im moving to Canada ?
First-person statement about the commenter's own relocation plans to Canada.
Personal Narrative
0.85
@jessie6526
Mar 4, 2025
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to …
Im from the Netherlands ive been trying 2 years to move to Canada and its been difficult for me and now i see this im like i think Brampton might be my best try to get into Canada😂
Shares personal immigration experience and difficulty, with humorous tone about considering Brampton as an entry point to Canada.
lionel.S.2
Feb 6, 2026
As a Canadian I can confirm times will be tough for a certain period of time but I can assure you that we will never give up ! Let's goo Canada
As a Canadian I can confirm times will be tough for a certain period of time but I can assure you that we will never give up ! Let's goo Canada
First-person assertion of Canadian identity combined with expression of national resilience and support.
@marclajoie1534
Mar 4, 2025
As somebody from southern Indian state of Kerala , I don't relate to any of these. This is pure Punjab, the original Punjab that spreads across West India and Pakistan. It's their culture, language, food …
As somebody from southern Indian state of Kerala , I don't relate to any of these. This is pure Punjab, the original Punjab that spreads across West India and Pakistan. It's their culture, language, food religion etc. and belive me they can be a nuisance too. They are a people who refuse to change.
First-person account from someone of Indian origin distancing themselves from the group being discussed and offering cultural/regional critique.
arjunraj823
Feb 6, 2026
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% …
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% Indian immigrants and I am not racist one bit but it it seems to be more immigrants, then are actual people that lived here before and it just seems to be like the city. I’m living is changing so fast. And it seems like it’s doubling every year I think it’s projected to be a million people by 2050 and less the 300 thousand people live here so
First-person account of demographic change in a Canadian city with underlying anxiety about rapid immigration and cultural transformation.
Megalumyt
Feb 7, 2026
I was born and live in the US and trust me, there are many people including me who not only didn't vote for Trump, but can't believe his ridiculous rhetoric and actions. I stand with …
I was born and live in the US and trust me, there are many people including me who not only didn't vote for Trump, but can't believe his ridiculous rhetoric and actions. I stand with Canada, Mexico, and Ukraine.
First-person account of U.S. voter experience combined with expression of solidarity with Canada and other nations.
@friendsofjandt
Mar 4, 2025
As an American with Canadian ancestors I am so ashamed of what my government is doing. I wish I could go back to my roots. Canada and Mexico as well are us, North Americans. We …
As an American with Canadian ancestors I am so ashamed of what my government is doing. I wish I could go back to my roots. Canada and Mexico as well are us, North Americans. We should be negotiating any disagreements we have as adults. Oh yeah I didn't vote for Trump. I mean do I look nuts?
Commenter shares personal background (Canadian ancestry), expresses shame, and explains their voting choice and values.
@edwardhayden4626
Mar 4, 2025
I’m moving to Canada
I’m moving to Canada
Brief first-person statement about personal migration intention to Canada.
Personal Narrative
0.85
@JC-8281
Mar 4, 2025
As an American, I couldn’t be more embarrassed to be one right now, and I couldn’t be more thankful to Canada for standing up to this disgusting bully of a so-called President we have here …
As an American, I couldn’t be more embarrassed to be one right now, and I couldn’t be more thankful to Canada for standing up to this disgusting bully of a so-called President we have here in the U.S.
First-person account of American embarrassment and gratitude toward Canada, expressing personal emotional stance.
@thegreatreverendx
Mar 4, 2025
"they cant even be a cashier" omfg white racist guy on the bike is not so off on that one lmao. I work retail and I had to train an indian woman who had been …
"they cant even be a cashier" omfg white racist guy on the bike is not so off on that one lmao. I work retail and I had to train an indian woman who had been living in canada for over a year atp and months into her working with me I had to teach her that a dollar had 100 cents in it.. I have no idea how she managed to live here for so long or why tf my manager even hired her
Commenter shares a first-person work experience to support a negative stereotype about immigrant competence, framing it as identity-based criticism.
ilTHfeaa
Feb 4, 2026
Mentally speaking, most Indians seem like calm (neutral) people. I never had any problems with them. Most of my problems were with many refugees from the MENA regions.
Mentally speaking, most Indians seem like calm (neutral) people. I never had any problems with them. Most of my problems were with many refugees from the MENA regions.
First-person account of interactions with different immigrant groups, making comparative observations based on lived experience.
RaffaelloLorenzusSayde
Feb 6, 2026
As a 20 year veteran i am embarrassed of my president and the republican whom are afraid to support the citizens of the United States over Russia
As a 20 year veteran i am embarrassed of my president and the republican whom are afraid to support the citizens of the United States over Russia
Opens with personal credential ('20 year veteran') to establish authority for criticism of political leadership and foreign policy alignment.
@AlonaHines-u5d
Mar 4, 2025
As a Canadian living in the U.S, I felt so sad to see the two countries I loved fighting against each other ?
As a Canadian living in the U.S, I felt so sad to see the two countries I loved fighting against each other ?
First-person account of emotional response to Canada-US conflict as someone with ties to both countries.
@Alice-r9k2z
Mar 4, 2025
I didn’t vote for the FELON or f ELON. Prime Minister Trudeau will you allow Michigan to succeed to Canada?? ??????\nAs a highly educated Michigander who has spent over 5 decades enjoying the beauty, kindness, …
I didn’t vote for the FELON or f ELON. Prime Minister Trudeau will you allow Michigan to succeed to Canada?? ??????\nAs a highly educated Michigander who has spent over 5 decades enjoying the beauty, kindness, culture and hospitality of Canadians visiting Thunder Bay, Ontario, Toronto and so many other beautiful places with my parents, siblings and now my children, I am heartbroken that it has come to this. Please know that Americans do not support this clown and his GOP lackeys. We love you and you will ALWAYS be our neighbors. Resist, we understand and support you even though it will cause pain. ??????
Commenter shares lived experience as a highly educated American with deep ties to Canada, expressing personal heartbreak and solidarity with Canadians.
@LadyJane77
Mar 4, 2025
Compare Videos
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)