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
I were to live in India as a Indian i would like to move to canada
I were to live in India as a Indian i would like to move to canada
First-person account of considering immigration from India to Canada, expressing personal motivation for relocation.
Cocajin
Jan 27, 2026
Liberal and its bullshit immigration policy has destroyed my life my family
Liberal and its bullshit immigration policy has destroyed my life my family
First-person account of personal harm caused by immigration policy, combining lived experience with policy criticism.
asrafulhaque6295
Jan 4, 2026
My daughter who is born Canada cannot finda job in Mcdonald because most of this fast food restaurant hire Indians. Any store I go like walnart, a&w tim hortons. You only see Indian workers.
My daughter who is born Canada cannot finda job in Mcdonald because most of this fast food restaurant hire Indians. Any store I go like walnart, a&w tim hortons. You only see Indian workers.
First-person account of daughter's job-seeking difficulty, framed as evidence of hiring discrimination against Canadian citizens by immigrant workers.
pilita9899
Sep 29, 2025
These guys said no to me for working... like the amount of nos cause I was white. Ya. Ok. In my own country. It hard to get work!
These guys said no to me for working... like the amount of nos cause I was white. Ya. Ok. In my own country. It hard to get work!
First-person account of alleged employment discrimination based on race, framing it as unfair treatment in one's own country.
pppwhat
Jan 27, 2026
God help us?. I’m devastated that our government is this horrible now.
God help us?. I’m devastated that our government is this horrible now.
First-person emotional expression of devastation about Canadian government performance, grounded in personal concern.
@debbiebowers6957
Mar 4, 2025
I never voted for trump in either election when he became the president the first or second time. He is a dangerous individual who is actively destroying our country. I hate that I'm raising a …
I never voted for trump in either election when he became the president the first or second time. He is a dangerous individual who is actively destroying our country. I hate that I'm raising a child in these turbulent times....
First-person account of not voting for Trump and expressing anxiety about raising a child under his presidency.
@mamagoldfish9682
Mar 4, 2025
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot …
Canadian here:
10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot of Canadians have either French or Indigenous ancestry.
I have never heard so much ethnic hostility over the past 5 yrs as people will just openly insult Indians. I have heard professionals say “Never trust an Indian”. Canadians are PISSED with how Indians have exploited Canada
First-person account of changing social attitudes over time, documenting increased ethnic hostility and framing Indian immigrants as exploitative.
mrtriceratops3384
Jan 27, 2026
I’m telling you as an American we don’t want this , our uneducated greedy president does . ?
I’m telling you as an American we don’t want this , our uneducated greedy president does . ?
First-person account from an American distancing themselves from their president's actions, asserting that public opinion differs from leadership.
@marthaoliver1099
Mar 4, 2025
as a son of immigrants and born in canada, i understand everyones concerns. for all the hard work we've done to assimilate and be accepted, the newer indians have thrown that hard work we've done …
as a son of immigrants and born in canada, i understand everyones concerns. for all the hard work we've done to assimilate and be accepted, the newer indians have thrown that hard work we've done out the window
very sad
First-person account of immigrant family experience claiming newer immigrants have undermined assimilation efforts, blending lived experience with generational critique.
charnjitrakkar5140
Sep 19, 2025
When i immigrated here amost 30 years ago, not a single $ was given to me by the stupid government. I have money to support myself, that's the rule before paid landing fee and must …
When i immigrated here amost 30 years ago, not a single $ was given to me by the stupid government. I have money to support myself, that's the rule before paid landing fee and must have money of my own to spend for couple of months besides me passing the point system from my home country.
Now these people coming is given thousands of dollars😡
Commenter contrasts their own immigration experience with stricter requirements against current policy of providing financial support to new immigrants.
Marj_Lp888
Sep 9, 2025
It is a international Border ! Never found it Hostile, always polite everytime.
It is a international Border !
Never found it Hostile, always polite everytime.
First-person account of border crossing experiences, reporting positive interactions and countering hostile framing with lived experience.
bertlilley4988
Dec 7, 2025
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly …
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly come here and start living the way they used to effectively turning Canada into new India… all I’m saying is I don’t mind respectful people but if you come here acting like it’s your motherland you need to learn to respect the culture and land here.
First-person account from a Pakistani-Canadian asserting cultural integration expectations while claiming personal authority on the issue.
omershah010
Mar 1, 2026
I used to live in Brampton all my cousins aunts uncles parents cousins we have all moved out due to the safety and mass immigration
I used to live in Brampton all my cousins aunts uncles parents cousins we have all moved out due to the safety and mass immigration
First-person account of family relocation motivated by safety and immigration concerns, grounded in lived experience.
benjaminkalverda7145
Jan 27, 2026
im a Candian who absolutely hates Trudeau...if you got me siding with Trudeau, you know you're doing something stupid. nice job Trump
im a Candian who absolutely hates Trudeau...if you got me siding with Trudeau, you know you're doing something stupid. nice job Trump
First-person account of a Canadian who opposes Trudeau but now sides with him against Trump, demonstrating personal political shift.
@nezzy70
Mar 4, 2025
Canadian here . Not interested in buying anything american nor visiting states ever again .Been to usa multiple times and will not go back , at least until there is some leadership that I can …
Canadian here . Not interested in buying anything american nor visiting states ever again .Been to usa multiple times and will not go back , at least until there is some leadership that I can respect. I have love for Americans, but never to the detriment of Canada.
First-person account of lived experience (travel history, consumer choices) driven by national loyalty and political disagreement.
@StevenMelo
Mar 4, 2025
Respect to bike dude. He was a little harsh but definitely doesn't seem aggressive or violent about it.
Respect to bike dude. He was a little harsh but definitely doesn't seem aggressive or violent about it.
Offers a first-person observation and judgment about someone's behavior, acknowledging harshness while defending against aggression accusations.
Personal Narrative
0.83
sincitybatman9288
Jan 28, 2026
As an American and live near the border of Canada ?? in western ny ? I’m sorry to the people of Canada ? trump is the worse to take office our country. And he lied …
As an American and live near the border of Canada ?? in western ny ? I’m sorry to the people of Canada ? trump is the worse to take office our country. And he lied to our people
First-person account from an American near the Canadian border expressing personal apology and moral criticism of Trump's leadership.
@scottbrooks711
Mar 4, 2025
This American says I am so sorry. I did not vote for him and I am still in mourning that he sits in the White House. Cannot believe how anyone could vote for him. We …
This American says I am so sorry. I did not vote for him and I am still in mourning that he sits in the White House. Cannot believe how anyone could vote for him. We all knew what he is
First-person account of not voting for Trump and expressing emotional distress about his presidency.
@diann9159
Mar 4, 2025
I recently took the test and passed (17/20). In my experience, only a few questions were similar to this video. The real test focused more on understanding concepts from the Discover Canada guide rather than …
I recently took the test and passed (17/20). In my experience, only a few questions were similar to this video. The real test focused more on understanding concepts from the Discover Canada guide rather than repeated practice questions. Still helpful for revision, but definitely prioritize the official book/guide.
First-person account of taking citizenship test with advice based on lived experience.
anjalisharma-bk9db
Mar 1, 2026
I apologize for the American administration. I am embarrassed to be an American at this time. ?
I apologize for the American administration. I am embarrassed to be an American at this time. ?
First-person expression of shame about American administration, sharing personal emotional experience.
@joygaertner2697
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)