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 a citizen of the US, I am very sorry for what is happening. As someone from the west coast, know I did not want this nor did I vote for it.
As a citizen of the US, I am very sorry for what is happening. As someone from the west coast, know I did not want this nor did I vote for it.
First-person account of US citizenship and apology for Trump, expressing solidarity with Canada.
@SirEdmond477
Mar 4, 2025
I just found Migrants are getting free dental, prescriptions and bus passes, and I, a Canadian, who has worked and paid taxes 40 yrs, homeless, get none of these. I am now convinced a revolt …
I just found Migrants are getting free dental, prescriptions and bus passes, and I, a Canadian, who has worked and paid taxes 40 yrs, homeless, get none of these. I am now convinced a revolt is the only way to get respect.
First-person account of homelessness and perceived unfair treatment compared to migrants, framing it as a moral injustice.
bipolarpunt5721
Jan 30, 2026
I'm so embarrassed about it all...we that live here in America well I can just speak for where I am it all sucks...I'm sorry...
I'm so embarrassed about it all...we that live here in America well I can just speak for where I am it all sucks...I'm sorry...
First-person expression of personal embarrassment and distress about the current political situation in America.
@karenmccurdy4448
Mar 4, 2025
There's no question in my mind about refugees, I know quite a few, and too many are just milking the system. And way too many are just terrible people. Ones that come in normally are …
There's no question in my mind about refugees, I know quite a few, and too many are just milking the system. And way too many are just terrible people. Ones that come in normally are fine, by and large.
Shares personal experience with refugees while expressing concerns about system abuse and character of some immigrants.
michaelgirodat6955
Feb 28, 2026
As an American, it’s so shameful to witness this take place. Canada, please know many of us vehemently oppose what has happened to our country, but our voices are being strategically stifled. It’s a scary …
As an American, it’s so shameful to witness this take place. Canada, please know many of us vehemently oppose what has happened to our country, but our voices are being strategically stifled. It’s a scary place to be. ?
First-person account of shame and fear as an American, combined with moral critique and expression of democratic anxiety about voice suppression.
@Midnightlibrary21
Mar 4, 2025
I was in the process of buying worth of almost $25,000 American Products for my newly opened up shop and I Canceled all the transactions TODAY.
I was in the process of buying worth of almost $25,000 American Products for my newly opened up shop and I Canceled all the transactions TODAY.
First-person account of canceling a significant purchase in response to trade tensions, combining lived experience with economic impact.
@SamScope
Mar 4, 2025
Mr. Trudeau / I'm An American. I'm appalled by Trump - Didn't vote for this FOOL .... I'm Embarrassed as an American that Our Government is doing this
Mr. Trudeau / I'm An American. I'm appalled by Trump - Didn't vote for this FOOL .... I'm Embarrassed as an American that Our Government is doing this
First-person account from an American expressing moral disapproval of Trump and solidarity with Trudeau, combining lived identity with ethical stance.
@JohnPaulSeklecki
Mar 4, 2025
I'm Canadian and have never seen our society so united. Donald is picking a BS fight. I have heard from dozens of people in my life alone say they will not buy American or visit …
I'm Canadian and have never seen our society so united. Donald is picking a BS fight. I have heard from dozens of people in my life alone say they will not buy American or visit the US for the next 4 years. It will hit US business hard to lose a consumer base with the population the size of California. Not to mention I'm sure Mexicans will do the same.
Commenter shares first-person observations about Canadian unity and consumer behavior, grounding claims in lived experience and social interactions.
@rcprlx
Mar 4, 2025
As an Indian who's been in Canada for 20+ years, I don't want it to turn into India. Deportation is needed, especially illegals and criminals.
As an Indian who's been in Canada for 20+ years, I don't want it to turn into India. Deportation is needed, especially illegals and criminals.
First-person account of immigrant experience combined with policy position on deportation of undocumented immigrants and criminals.
Mewtwo315
Jan 27, 2026
Canadian here, for the past month we've been boycotting US products. Most of our grocery stores now put Canadian flags on Canadian products, and our liquor stores have removed US imports from our shelves. Canadians …
Canadian here, for the past month we've been boycotting US products. Most of our grocery stores now put Canadian flags on Canadian products, and our liquor stores have removed US imports from our shelves. Canadians have a very good memory, the damage has already been done.
First-person account of Canadian boycott actions and collective memory, describing lived experience of economic retaliation.
@alexanderc3682
Mar 4, 2025
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under.
Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well.
It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
The commenter shares their family's immigration history and personal observations about generational differences, cultural assimilation, and student visa abuse, grounding critique in lived experience.
Doodeewada007
Feb 3, 2026
No way you came to Canada I live like 30 min from Brampton 😭😭
No way you came to Canada I live like 30 min from Brampton 😭😭
The commenter is sharing a personal detail about their location relative to a place mentioned in the video, expressing surprise or skepticism about the creator's visit.
Personal Narrative
0.80
miaalbanese6182
Feb 4, 2026
I went to college there, first time i've ever been a minority. I saw like 3 other white dudes my whole 3 years there, it was crazy man. They got whole neighbourhoods and zip's together …
I went to college there, first time i've ever been a minority. I saw like 3 other white dudes my whole 3 years there, it was crazy man. They got whole neighbourhoods and zip's together ;-;
First-person account of being a racial minority in college, with undertones of demographic anxiety about immigrant clustering.
TheWailmerEnjoyer
Jan 28, 2026
Justin, my family and I are dismayed my our neighbors here in the US that voted for the DONALD. Can we bring our talents & wealth to Canada?? We are college educated & ready to …
Justin, my family and I are dismayed my our neighbors here in the US that voted for the DONALD. Can we bring our talents & wealth to Canada?? We are college educated & ready to be a part of a society with stronger values than the new America.
First-person account of family seeking to immigrate to Canada, framed as a question to the PM.
@MaumeeTitan98
Mar 4, 2025
Thank you for bringing our situation to light, Tyler. I miss the Canada from my childhood.
Thank you for bringing our situation to light, Tyler.
I miss the Canada from my childhood.
First-person reflection on personal nostalgia for past Canada, expressing appreciation for the video's documentation of change.
mucipher
Feb 4, 2026
Son of a WW2 vet , miss my dad daily , was laid to rest on Nov11th . Glad he is not alive to see this . ????< Our friends > not our friend ??
Son of a WW2 vet , miss my dad daily , was laid to rest on Nov11th . Glad he is not alive to see this . ????< Our friends > not our friend ??
Shares personal family history (WW2 veteran father) to frame current US-Canada relations as a betrayal of historical alliance.
@TruthFactsLM57
Mar 4, 2025
I wish i could be able to live there honestly, say ashby
I wish i could be able to live there honestly, say ashby
First-person expression of desire to immigrate to Canada; combines personal aspiration with implicit approval of the country.
@StephenGrams
Mar 4, 2025
I am ashamed of my country, America. But these comments make me feel a little less ashamed.
I am ashamed of my country, America. But these comments make me feel a little less ashamed.
Commenter shares a personal emotional experience of shame about their country, then describes how supportive comments have affected their feelings.
@lisaduncan6923
Mar 4, 2025
Going to Niagara in 2019 vs 2024, crazy the change in 5 years. Couldn't even imagine now
Going to Niagara in 2019 vs 2024, crazy the change in 5 years. Couldn't even imagine now
First-person observation of perceived demographic/social change over time in a specific location.
KenzLaw
Feb 4, 2026
American here. I’m just in shock daily at this point. \nThis is not how we roll.
American here. I’m just in shock daily at this point. \nThis is not how we roll.
First-person account of emotional shock and implicit assertion of American identity/values ('how we roll').
@malakoismith7585
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)