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
Identity Assertion
5,512 comments
I can name their surnames - singh, kaur, patel
I can name their surnames - singh, kaur, patel
Ethnic/religious profiling through surname identification, implying negative stereotyping of immigrant groups.
ShivaSurya564
Sep 30, 2025
Fuckin mayo monkey
Fuckin mayo monkey
Comment uses a racial slur to demean a group, asserting ethnic/racial identity boundaries through dehumanizing language.
Identity Assertion
0.90
SS-eu2ef
Feb 3, 2026
He is not a canadian...never was
He is not a canadian...never was
Denies someone's Canadian identity/belonging, a direct us-vs-them identity claim.
Identity Assertion
0.90
@bryno07
Mar 4, 2025
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Indian and yt people deserve each other. Both are entitled, arrogant, greedy, and unreasonable.
Makes sweeping ethnic/cultural generalizations about Indian and white people, using us-vs-them framing with negative stereotypes.
Identity Assertion
0.90
mindyt5557
Aug 26, 2025
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Expresses demographic anxiety and loss of national belonging through racial counting, framing immigration as displacement of native identity.
bigjumbo9479
Jan 27, 2026
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks …
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks hauling drugs and stolen goods!!
Expresses strong us-vs-them framing with ethnic resentment, xenophobic stereotyping, and unsubstantiated crime claims tied to immigrant identity.
michellesteele2740
Feb 26, 2026
I am proud to be a Canadian citizen
I am proud to be a Canadian citizen
Direct assertion of Canadian citizenship and national pride.
Identity Assertion
0.90
@santosalvarenga229
Mar 4, 2025
I'll take indians over black
I'll take indians over black
Comparative ranking of ethnic/national groups expressing preference based on identity categories.
Identity Assertion
0.90
Red-Ranger444
Feb 3, 2026
Je suis haitien 🇭🇹🇭🇹🇭🇹
Je suis haitien 🇭🇹🇭🇹🇭🇹
Simple assertion of Haitian national identity with flag emojis, establishing ethnic/national belonging.
Identity Assertion
0.90
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
Canada Gonna smell like 💩 now 🇮🇳🤮
Canada Gonna smell like 💩 now 🇮🇳🤮
Uses dehumanizing language and emoji to express ethnic/cultural hostility toward Indian immigrants as a demographic threat.
lalosanchez506
Jan 27, 2026
5:27 Lmao black people ruin everything. Y'all ain't kings and queens of sh*t 😂😂😂
5:27
Lmao black people ruin everything. Y'all ain't kings and queens of sh*t 😂😂😂
Uses dehumanizing racial slurs and makes sweeping negative generalizations about a racial group, asserting racial hierarchy.
ugandahater
Jan 27, 2026
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
As a proud American. Fuccc Canada and anybody else who has a problem with our country!
As a proud American. Fuccc Canada and anybody else who has a problem with our country!
Asserts American national identity and expresses defensive us-vs-them sentiment toward Canada and others.
Identity Assertion
0.90
@Bros2590
Mar 4, 2025
Liarables are traitors to Canada
Liarables are traitors to Canada
Frames political opponents as traitors, using us-vs-them identity language without substantive policy argument.
Identity Assertion
0.90
charleswood2948
Feb 27, 2026
since when did new immigrants think they own Canada ! Canada doesn't owe no one nothing Stay in your country ! Fix it !
since when did new immigrants think they own Canada !
Canada doesn't owe no one nothing
Stay in your country ! Fix it !
Asserts exclusive national ownership and belonging while framing immigrants as outsiders who should not claim rights in Canada.
dreamgurl056
Feb 16, 2026
I’m proud of my prime minister and of my country! ??
I’m proud of my prime minister and of my country! ??
Expresses national pride and belonging through affirmation of the prime minister and country.
@shawnasomers9127
Mar 4, 2025
White people need to have bigger families again..
White people need to have bigger families again..
Makes an ethnic/racial assertion about demographic reproduction framed as an implicit response to immigration concerns.
Identity Assertion
0.90
CreateCG1
Jan 27, 2026
They’re Hindus .not Muslims . Whites are safe .
They’re Hindus .not Muslims . Whites are safe .
Categorizes groups by religion/ethnicity and implies differential safety based on demographic identity.
jimsouthlondon7061
Dec 4, 2025
You can’t say your a Canadian when nothing about you resembles Canada 🇨🇦
You can’t say your a Canadian when nothing about you resembles Canada 🇨🇦
Gatekeeping statement denying Canadian identity to those perceived as culturally different, asserting essentialist criteria for belonging.
Identity Assertion
0.90
GetMurkedInc
Sep 20, 2025
Oliveira - not a very Anglo saxon name. You should be in Brazil or Portugal
Oliveira - not a very Anglo saxon name. You should be in Brazil or Portugal
Commenter uses ethnic name to challenge someone's belonging in Canada, asserting ethnic/national identity boundaries.
sandeepk4093
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)