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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Identity Assertion
5,512 comments
Never ever trust an Indian.
Never ever trust an Indian.
Makes a sweeping ethnic generalization expressing distrust based on national/ethnic identity.
Identity Assertion
0.90
thomast.9191
Sep 29, 2025
I am proud. I am honest. I am decient. I am accepting. I am good. I AM CANADIAN!
I am proud. I am honest. I am decient. I am accepting. I am good. I AM CANADIAN!
Asserts Canadian identity through listing positive values and explicitly stating 'I AM CANADIAN.'
Identity Assertion
0.90
@HabsAndHeavyMetal
Mar 4, 2025
Wish i was Canadian
Wish i was Canadian
Expresses desire to belong to Canada, asserting preference for Canadian identity over current location.
@ianashmore9910
Mar 4, 2025
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
I LIVE IN THE BEST COUNTY IN THE WORLD ?? LOVE MY CANADA ?? TRUE NORTH STRONG AND FREE ❤❤❤
Patriotic assertion of Canadian identity and pride in national values, with emotional affirmation of belonging.
@lillybattle1570
Mar 4, 2025
Man the states really lost their way. What a mess. Proud to be Canadian and super grateful for Trudeau in a time like this. His father would be proud.
Man the states really lost their way. What a mess. Proud to be Canadian and super grateful for Trudeau in a time like this. His father would be proud.
Commenter asserts Canadian identity and pride while comparing Canada favorably to the United States, with explicit us-vs-them framing.
@JR-bu7we
Mar 4, 2025
The maple leaf forever!
The maple leaf forever!
Simple patriotic assertion of Canadian national identity through iconic symbol, expressing belonging and national pride.
Identity Assertion
0.90
@ChrisGurin
Mar 4, 2025
Vive la Canada!
Vive la Canada!
Patriotic assertion of Canadian identity and national pride.
Identity Assertion
0.90
@shmandyfer1
Mar 4, 2025
I see a lot of traitors in here in the comment section praising Trudeau and siding with Canada. I am neither American nor Canadian but in times like this you should stand with your fellow …
I see a lot of traitors in here in the comment section praising Trudeau and siding with Canada. I am neither American nor Canadian but in times like this you should stand with your fellow countryman.
Frames the issue as national loyalty, criticizing those who don't side with their 'countryman' in an us-vs-them framing.
Identity Assertion
0.90
@afrodir4828
Mar 4, 2025
Proud Canadian today!
Proud Canadian today!
Direct assertion of national pride and identity as a Canadian.
Identity Assertion
0.90
@knuckleburger
Mar 4, 2025
America or nothing
America or nothing
Strong us-vs-them framing asserting American identity and exclusionary nationalism ('America or nothing').
Identity Assertion
0.90
@rah440
Mar 4, 2025
AMERICA FIRST!!! ????
AMERICA FIRST!!! ????
Simple nationalist assertion ('AMERICA FIRST') with patriotic framing, emphasizing national identity and priority.
Identity Assertion
0.90
@BlakeFiorvante
Mar 4, 2025
A REAL LEADER. I LOVE BEING A CANADIAN ??
A REAL LEADER. I LOVE BEING A CANADIAN ??
Expresses pride in Canadian identity and leadership, affirming national belonging and patriotic sentiment.
Identity Assertion
0.90
@MySundin13
Mar 4, 2025
MAGA !!!!!!
MAGA !!!!!!
Expresses political identity affiliation through the MAGA slogan without substantive argument.
Identity Assertion
0.90
@TruthNewton
Mar 4, 2025
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
I stand with my country. America. This is my home and I don;'t bail just because I don't like certain things.
Strong assertion of national identity and commitment to staying despite disagreements, framing loyalty as a core value.
Identity Assertion
0.90
@DannyMack100
Mar 4, 2025
I am very proud to be a Canadian
I am very proud to be a Canadian
Direct assertion of Canadian national identity and pride.
Identity Assertion
0.90
@moezeer
Mar 4, 2025
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
Expresses pride in Canadian national identity and patriotic sentiment.
Identity Assertion
0.90
@LonelyShellyChaplin
Mar 4, 2025
As an American, I stand with America !!! What's wrong with you people ??
As an American, I stand with America !!! What's wrong with you people ??
Clear us-vs-them framing asserting American identity and allegiance against perceived Canadian opposition.
Identity Assertion
0.90
@robertturner1809
Mar 4, 2025
I'm proud of my prime minister ??
I'm proud of my prime minister ??
Direct assertion of pride in Canadian national leadership and identity.
Identity Assertion
0.90
@philippebrunet2109
Mar 4, 2025
Canada's the best
Canada's the best
Simple assertion of Canadian superiority and national pride.
Identity Assertion
0.90
@EliasRIVERA-uu9it
Mar 4, 2025
Brampton is disgustingly trashy now. All punjabis
Brampton is disgustingly trashy now. All punjabis
Ethnic stereotyping and demographic anxiety expressed through derogatory characterization of a city's population.
jennifertiitinen9006
Jan 27, 2026
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)