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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: Tox: 0.7 – 1 1,756 comments · Page 21 of 71
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.46173862
Profanity0.8117245
Threat0.00899713
Severe Toxicity0.35368225
Toxic 0.85850734 Low Con 0.227 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Deliberately and we voted for more of the same . Canada is full of stupids.
Deliberately and we voted for more of the same . Canada is full of stupids.
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.8390655
Profanity0.36230123
Threat0.007857903
Severe Toxicity0.051147457
Toxic 0.85850734 Low Con 0.207 Identity Attack Insult
Jun 24, 2025 1 likes How Canada broke its immigration …
I’m conservative, and F Kenney, that pos sold us out in Alberta with the bullshit vaxx flip flopping ass clown
I’m conservative, and F Kenney, that pos sold us out in Alberta with the bullshit vaxx flip flopping ass clown
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.18468912
Insult0.7298119
Profanity0.776286
Threat0.015602129
Severe Toxicity0.35112193
Toxic 0.85850734 Moderate Con 0.362 Insult Policy_Critique
Feb 19, 2026 LILLEY UNLEASHED: The fall of …
dude this is fucking crazy. im in ohio and i dear that vivek from morrowind is going to plane-meld my fuckin state full on assimilation style 😢
dude this is fucking crazy. im in ohio and i dear that vivek from morrowind is going to plane-meld my fuckin state full on assimilation style 😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11047905
Insult0.44802538
Profanity0.86331284
Threat0.043309137
Severe Toxicity0.35368225
Toxic 0.85850734 Moderate Con 0.413 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
India is at fault also Dumping shit all over the world!!!!
India is at fault also Dumping shit all over the world!!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.56997263
Profanity0.70864636
Threat0.04363242
Severe Toxicity0.44787344
Toxic 0.85850734 Low Con 0.132 Identity Attack Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
0:50 is that fuckin JD Vance??
0:50 is that fuckin JD Vance??
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.06567776
Insult0.46476576
Profanity0.83974665
Threat0.011689849
Severe Toxicity0.35076234
Toxic 0.85850734 Low Con 0.258 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
SHIT IT DOWN
SHIT IT DOWN
Inside Canada's Indian Invasion... · 201: Cluster #200
Close reading → Discourse → Video sentiment →
Identity Attack0.026207991
Insult0.39743927
Profanity0.84506536
Threat0.04880493
Severe Toxicity0.35220072
Toxic 0.85850734 Moderate Con 0.377 Call_To_Action
Feb 25, 2026 Inside Canada's Indian Invasion...
Stupid voters electing stupid politicians,...........ensuring that Canada does not even know how to be a country !!
Stupid voters electing stupid politicians,...........ensuring that Canada does not even know how to be a country !!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3857254
Insult0.83943826
Profanity0.29984993
Threat0.009204263
Severe Toxicity0.16760159
Toxic 0.85850734 Low Con 0.107 Insult Identity_Assertion
Feb 26, 2026 68 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
this is awesome we need more indians in canada! Hindu and punjabi will take over! YESSS YESS! more trash and a buch of fuck head people..
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6991143
Profanity0.7654259
Threat0.12996206
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.289 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
O filho da puta de bicicleta, a mulher dele fugiu com um preto gigante africano só pode kkkkkk
O filho da puta de bicicleta, a mulher dele fugiu com um preto gigante africano só pode kkkkkk
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.7775208
Profanity0.844891
Threat0.08703069
Severe Toxicity0.6134631
Toxic 0.85850734 Low Con 0.188 Identity Attack Insult Humor_Satire
Feb 27, 2026 Inside Canada's Indian Invasion...
1:15 “NATIVE Canadians????” Fucking hell bro 😂
1:15 “NATIVE Canadians????” Fucking hell bro 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.46173862
Profanity0.78491896
Threat0.02440793
Severe Toxicity0.35368225
Toxic 0.85850734 Low Con 0.268 Humor_Satire
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Canada is a shit hole and it’s about to get worse
Canada is a shit hole and it’s about to get worse
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.5498214
Insult0.6308392
Profanity0.7888968
Threat0.016638106
Severe Toxicity0.34981552
Toxic 0.85850734 Low Con 0.209 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ya you stupid kiberal voters who ever voted for this
Ya you stupid kiberal voters who ever voted for this
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.83943826
Profanity0.46460027
Threat0.011638066
Severe Toxicity0.16960317
Toxic 0.85850734 Low Con 0.165 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
It’s not their fault it’s our shitty liberal government that you idiots voted for, you know who you are and the only ones to blame for this catastrophe
It’s not their fault it’s our shitty liberal government that you idiots voted for, you know who you are and the only ones to blame for this catastrophe
Inside Canada's Indian Metropolis (Brampton) · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.34324843
Insult0.8012121
Profanity0.70384485
Threat0.02181799
Severe Toxicity0.34997055
Toxic 0.85850734 Low Con 0.238 Insult Policy_Critique
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
All your streets are belong to our shit, saar.
All your streets are belong to our shit, saar.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.12735364
Insult0.5423875
Profanity0.84995824
Threat0.011793415
Severe Toxicity0.2322463
Toxic 0.85850734 Low Con 0.196 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
A shit whole
A shit whole
Inside Canada's Indian Invasion... · 201: Cluster #200
Close reading → Discourse → Video sentiment →
Identity Attack0.03919895
Insult0.46923602
Profanity0.8855216
Threat0.00948907
Severe Toxicity0.16960317
Toxic 0.85850734 Moderate Con 0.347 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This f****ing white dude he's just saying Africans have low intelligence 😮 l can not believe this .
This f****ing white dude he's just saying Africans have low intelligence 😮 l can not believe this .
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.71678543
Insult0.6308392
Profanity0.70864636
Threat0.04718852
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.235 Identity Attack Insult Moral_Argument
Feb 15, 2026 Inside Canada's Indian Invasion...
Fucking dirt bags i live in Canada we all want them gone
Fucking dirt bags i live in Canada we all want them gone
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5362655
Profanity0.8326356
Threat0.050098058
Severe Toxicity0.35368225
Toxic 0.85850734 Moderate Con 0.342 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The Guy on the Bike is Racist stupid IQ under 50.
The Guy on the Bike is Racist stupid IQ under 50.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.2877625
Insult0.8502231
Profanity0.4177144
Threat0.012233571
Severe Toxicity0.16960317
Toxic 0.85850734 Low Con 0.169 Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I’m angry at, immigrants!!! Fit in, or fuk off!
I’m angry at, immigrants!!! Fit in, or fuk off!
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.65129566
Profanity0.70864636
Threat0.09929679
Severe Toxicity0.35368225
Toxic 0.85850734 Low Con 0.292 Identity Attack Insult Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Bro, seriously keep these Middle East, South Americans, whatever, out. I'm over them and then dirtying our societies. They do not mix with western culture. Fuck out of here
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.6728028
Insult0.5723624
Profanity0.7809412
Threat0.13802026
Severe Toxicity0.44787344
Toxic 0.85850734 Moderate Con 0.306 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Oh goodness, it is India.. what a shit hole..
Oh goodness, it is India.. what a shit hole..
Inside Canada's Indian Metropolis (Brampton) · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.57787937
Profanity0.8086746
Threat0.018192071
Severe Toxicity0.35220072
Toxic 0.85850734 Low Con 0.276 Identity Attack Insult Identity_Assertion
Sep 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
the guy with the bike l, who spoke with brown jacket, his apartment probably smells like shit, his definitely a loser He can talk shit as much as he wants but he didnt even get …
the guy with the bike l, who spoke with brown jacket, his apartment probably smells like shit, his definitely a loser He can talk shit as much as he wants but he didnt even get accepted by white ppl
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.7090544
Profanity0.7785769
Threat0.02924249
Severe Toxicity0.35368225
Toxic 0.85850734 Low Con 0.265 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
You are just a fckn white supremacist
You are just a fckn white supremacist
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.71027446
Profanity0.7785769
Threat0.020782012
Severe Toxicity0.44860926
Toxic 0.85850734 Low Con 0.227 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Get that praying shit off the streets.
Get that praying shit off the streets.
Why Canadians Are Turning Against Immigrants. · 98: Cluster #97
Close reading → Video sentiment →
Identity Attack0.12735364
Insult0.54471385
Profanity0.844891
Threat0.058503386
Severe Toxicity0.23224287
Toxic 0.85850734 Low Con 0.228 Insult
Sep 10, 2025 Why Canadians Are Turning Against …
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.