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
Search & Filter
Solidarity
4,947 comments
Very beautiful communities 💝
Very beautiful communities 💝
Positive, welcoming expression of appreciation for immigrant communities.
Solidarity
0.90
amitkumarfr
Oct 13, 2025
A very intelligent, honest and masterful speech! I live in Germany and support Mr. Trudeau and the Canadian citizens 100%. I hope that the people of the USA will soon realize that their own president …
A very intelligent, honest and masterful speech! I live in Germany and support Mr. Trudeau and the Canadian citizens 100%. I hope that the people of the USA will soon realize that their own president is destroying their country and damaging the USA's reputation around the world.
International commenter expressing support for Trudeau and Canada while comparing US leadership unfavorably.
@7secretsFoto
Mar 4, 2025
I wished I lived in Canada!
I wished I lived in Canada!
Commenter expresses admiration and desire to relocate to Canada, demonstrating positive sentiment toward the country.
Solidarity
0.90
@manuelathames
Mar 4, 2025
Woah! Finally !!
Woah! Finally !!
Brief expression of approval and support for the video's content or perspective.
Solidarity
0.90
liasilia
Oct 12, 2025
I'm so sorry Canada - most of us here can't stand Trump and didn't vote for him. Please forgive this offensive betrayal of our countries' historical friendship
I'm so sorry Canada - most of us here can't stand Trump and didn't vote for him. Please forgive this offensive betrayal of our countries' historical friendship
Expresses apology, empathy, and support for Canada while distancing from Trump, demonstrating cross-border solidarity and welcoming sentiment.
@ginagills8245
Mar 4, 2025
God bless Justin Trudeau
God bless Justin Trudeau
Simple expression of support and blessing for Trudeau, a welcoming/supportive statement.
Solidarity
0.90
@judemorales1134
Mar 4, 2025
I'll still buy your products! I wish we had a leader who could speak like an intelligent adult. Bravo, President Trudeau!
I'll still buy your products! I wish we had a leader who could speak like an intelligent adult. Bravo, President Trudeau!
Expresses support and admiration for Trudeau's communication style and leadership.
Solidarity
0.90
@Kimmie978
Mar 4, 2025
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Praises journalistic integrity, expresses gratitude for Canada's opportunities, and shares personal immigrant background while affirming shared values.
theprodigalbum
Oct 8, 2025
I'm glad Justin Trudeau is our Prime Minister at this critical time. His poise, intelligence and strength are reassuring. Thank you.
I'm glad Justin Trudeau is our Prime Minister at this critical time. His poise, intelligence and strength are reassuring. Thank you.
Expression of support and appreciation for Trudeau's leadership qualities, demonstrating solidarity and endorsement.
Solidarity
0.90
@kevinjeffrey8246
Mar 4, 2025
What a fantastic President, well done Canada
What a fantastic President, well done Canada
Expresses approval and support for Canadian leadership with positive affirmation.
Solidarity
0.90
@PhilMoore309
Mar 4, 2025
My favourite politician ever!
My favourite politician ever!
Simple expression of personal support and admiration for a political figure.
Solidarity
0.90
@kcm624
Mar 4, 2025
As a Brit we ? stand with Canada ??
As a Brit we ? stand with Canada ??
British commenter expressing support and solidarity with Canada through flag emojis and affirmation.
Solidarity
0.90
@Carol.Allison
Mar 4, 2025
American people back you guys
American people back you guys
Brief expression of support and backing from Americans toward Canada.
Solidarity
0.90
@papawsgaming8762
Mar 4, 2025
Spoken like a true gentleman and leader
Spoken like a true gentleman and leader
Praise and support for a political leader's conduct and character.
Solidarity
0.90
@annaitaman
Mar 4, 2025
First time I liked his statement
First time I liked his statement
Expression of approval and support for Trudeau's statement, noting a rare moment of agreement.
Solidarity
0.90
@Max0076hh
Mar 4, 2025
6:58 ❤ the way you dug into the food. That’s exactly how this is to be savoured. + subscribed ! 😊
6:58 ❤ the way you dug into the food. That’s exactly how this is to be savoured.
+ subscribed ! 😊
Expresses appreciation and support for the video creator with positive engagement signals (subscription, heart emoji).
urbanalitics
Oct 5, 2025
We are sorry Canada. ❤
We are sorry Canada. ❤
Offers apology and empathy to Canada with a heart emoji, expressing cross-border solidarity and support.
Solidarity
0.90
@Heidigolitely-diy
Mar 4, 2025
I am so embarrassed and sickened by my government. I live in WA state and have always loved and respected Canada. Mr. Trudeau you are a far superior leader and human than anyone in our …
I am so embarrassed and sickened by my government. I live in WA state and have always loved and respected Canada. Mr. Trudeau you are a far superior leader and human than anyone in our government today. God bless you and Canada, and I pray for my country everyday.
American expressing respect and support for Canada and Trudeau while criticizing their own government, demonstrating cross-border solidarity and admiration.
@vvtemir
Mar 4, 2025
Such a professional speaking gentleman! I’m from United States and fully support Canada!??
Such a professional speaking gentleman! I’m from United States and fully support Canada!??
American expressing support and admiration for Canadian leadership.
Solidarity
0.90
@sherylw4910
Mar 4, 2025
i loved canada...especially the people, they are so niced...!!!!❤❤❤
i loved canada...especially the people, they are so niced...!!!!❤❤❤
Affectionate expression of appreciation for Canada and its people, conveying warmth and support.
Solidarity
0.90
@restytamayo3984
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)