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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Fear / Threat
3,873 comments
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our …
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our environment is being destroyed from them all. If you move here then change how you are as a person, learn the traditions of the country and respect it. Please pray for us
Comment expresses anxiety about national decline and cultural erosion due to immigration, framing it as a threat to Canadian identity and quality of life.
OURWORLD4EVER
Jan 29, 2026
We've been subsidizing Canada with Billions! ... and they've allowed their border to be flow drugs and people into our country... you need us more than we need you
We've been subsidizing Canada with Billions! ... and they've allowed their border to be flow drugs and people into our country... you need us more than we need you
Claims Canada has failed to control borders and drugs, framing it as a security and dependency threat while invoking economic subsidy.
@Jaystonishing
Mar 4, 2025
we should take canada yall are so incredibly worthless
we should take canada yall are so incredibly worthless
Expresses threat/conquest fantasy toward Canada, combining territorial aggression with dehumanizing language about Canadian worth.
@brutalistconcrete25
Mar 4, 2025
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
Expresses alarmist prediction that deportation policies will spread globally, framing immigration enforcement as an inevitable threat.
charlesdean03
Feb 25, 2026
HOW TF IS HE STILL IN OFFICE??? FEEL SO BAD FOR CANADIANS
HOW TF IS HE STILL IN OFFICE??? FEEL SO BAD FOR CANADIANS
Expresses shock and concern about Trump remaining in office while expressing empathy for Canadians affected by the situation.
@smgjr89
Mar 4, 2025
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in …
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in it ,because when i see our military guys wearing rainbow in there beards and hair 10 years ago i knew we have gone for shit.
Expresses demographic anxiety ('overrun by scum'), calls for forceful action, and frames immigration as existential threat while attacking cultural diversity.
JohnB-q8g
Feb 27, 2026
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
Expresses satisfaction with perceived decline of Western nations, framed as demographic/cultural threat.
emikomina
Feb 16, 2026
He says he love America and that he's going to make it great again but he secretly is destroying America and causing chaos make it make sense
He says he love America and that he's going to make it great again but he secretly is destroying America and causing chaos make it make sense
Expresses alarm about a leader's hidden destructive intentions and chaos-causing behavior, framing it as a threat to national wellbeing.
@sheilabrown3887
Mar 4, 2025
The fatigue is real
The fatigue is real
Vague expression of exhaustion or anxiety related to immigration-related changes.
Fear / Threat
0.79
mikeybstunts
Jan 27, 2026
I hope it breaks more.
I hope it breaks more.
Vague expression of hope for systemic collapse, suggesting apocalyptic concern about immigration impact.
Fear / Threat
0.79
eanerickson8915
Jan 21, 2026
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
Expresses demographic anxiety about Muslim immigration using a fabricated anecdote, comparing Canada to England.
Iamnotsoverycool77
Feb 11, 2026
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Characterizes Trump's actions as coercive threats ('blackmailing') against multiple nations, expressing alarm about power dynamics and potential harm.
@felixsinniger280
Mar 4, 2025
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as …
3:27 - and that’s the problem- self worried. I worry about my kids future and serving God not myself. Self centered people are the dangers of free society. They don’t worry about losing freedom as long as it seems it will outlast them
It’s an issue in Rural East TN. All the gas stations, even the old ones off the main hwys that used to be where all the old local generation would gather and drink coffee and eat breakfast….those places sold out to 🇮🇳
It’s insane
Expresses anxiety about cultural/demographic change (gas stations sold to Indian owners) framed as a threat to community identity and values, with underlying concern about loss of local heritage.
TicketTraps
Feb 27, 2026
The world needs to know this is happening, Canada is unrecognizable almost everywhere
The world needs to know this is happening, Canada is unrecognizable almost everywhere
Expresses demographic anxiety about Canada becoming unrecognizable and implicitly calls for awareness/action against immigration changes.
kurth7148
Jan 29, 2026
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
Expresses concern about trade war consequences and deteriorating historical alliances, framing it as a threat to international stability.
@kafookafoo1
Mar 5, 2025
The US and Canada have always been allies. I can't believe this is happening.
The US and Canada have always been allies. I can't believe this is happening.
Expresses shock and concern about the breakdown of traditional US-Canada alliance relationship.
@williamgauthier9294
Mar 4, 2025
The US is going down a strange and dangerous route.
The US is going down a strange and dangerous route.
Expresses concern about US trajectory as dangerous while implicitly positioning Canada more favorably through comparison.
@Fictitious_Character
Mar 4, 2025
Going to say it one more time!! America will Destroy America!!!!
Going to say it one more time!! America will Destroy America!!!!
Expresses alarm about internal American self-destruction, framing the nation as a threat to itself.
@edgarflores504
Mar 4, 2025
I feel so bad for the canadians ngl.
I feel so bad for the canadians ngl.
Expression of sympathy for 'Canadians' implying demographic or cultural threat from immigration, with us-vs-them framing.
justaemptymall
Jan 27, 2026
We all lose in this. Can a chapter 11 bankruptcy protection save the US ? probably the US will never go away, but in what state will it end up? I don't get what Trump …
We all lose in this. Can a chapter 11 bankruptcy protection save the US ? probably the US will never go away, but in what state will it end up? I don't get what Trump is doing at all.
Expresses anxiety about economic collapse and uncertainty regarding US political direction, framing concerns about national stability.
@MisoNyah
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)