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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
30,738 comments · Page 84 of 1230
No one likes Indians. Not even themselves
No one likes Indians. Not even themselves
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.41530323
Profanity0.26641908
Threat0.06755528
Severe Toxicity0.23224458
Moderate 0.6667219 Low Con 0.25 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian I wanna say thank you. This shit has gone way too far. Import the third world become the third world
As a Canadian I wanna say thank you. This shit has gone way too far. Import the third world become the third world
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.4339631
Profanity0.70864636
Threat0.011146127
Severe Toxicity0.08595808
Moderate 0.6667219 Moderate Con 0.415 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
That's garbage,we don't want in our country!
That's garbage,we don't want in our country!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.1769227
Insult0.62169385
Profanity0.33141375
Threat0.010964886
Severe Toxicity0.023645958
Moderate 0.6667219 Low Con 0.246 Insult
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
I'm not letting the immigration Minister off the hook but it was Sean Frazier Mark Miller that left her this mess two of the worst immigration ministers ever Dumb and Dumber
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.11047905
Insult0.7218519
Profanity0.1854088
Threat0.008738215
Severe Toxicity0.023076924
Moderate 0.6667219 Moderate Con 0.406 Insult Policy_Critique
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Thanks. We know all this. The government has betrayed Canadians! And the fools still vote liberals
Thanks. We know all this. The government has betrayed Canadians! And the fools still vote liberals
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.26325142
Insult0.71120167
Profanity0.1854088
Threat0.008815889
Severe Toxicity0.022322904
Moderate 0.6667219 Low Con 0.227 Insult
Sep 22, 2025 Why Canadians Are Turning Against …
Finally someone posted about it, you can’t hide this crap anymore
Finally someone posted about it, you can’t hide this crap anymore
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Video sentiment →
Identity Attack0.02037963
Insult0.4810288
Profanity0.57236236
Threat0.009799767
Severe Toxicity0.02420936
Moderate 0.6667219 Low Con 0.231
Jan 27, 2026 Inside Canada's Indian Invasion...
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that …
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that shiit is not racist is insane . Idk what else is not considered racist as this video is .
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.48627716
Profanity0.6069483
Threat0.027861187
Severe Toxicity0.31905776
Moderate 0.6667219 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
When fake come and apply as refugee through human smugglers they have crocodile tears once they get paper then they are against canada protest and even some go back 2 to 3 times to their …
When fake come and apply as refugee through human smugglers they have crocodile tears once they get paper then they are against canada protest and even some go back 2 to 3 times to their homeland and no more life in danger.Almost 50 years at least this bullshit have been going on now game over
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.25986546
Insult0.5130944
Profanity0.62717754
Threat0.019918699
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.358 Insult Unverified_Claim
Nov 27, 2025 1 likes Quebec Ends Economic Immigration Program …
Important to remember conservatives are on record support this shit, none of them have your best interest at heart
Important to remember conservatives are on record support this shit, none of them have your best interest at heart
How Canada broke its immigration system · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.1035157
Insult0.46923602
Profanity0.70864636
Threat0.008362788
Severe Toxicity0.026936848
Moderate 0.6667219 Low Con 0.251 Policy_Critique
Sep 4, 2025 How Canada broke its immigration …
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Bruh I dunno but every Indian in my area smell like onions . Everyone of them they don’t miss. Doesn’t mean they are bad just smelly
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.57787937
Profanity0.36230123
Threat0.021645326
Severe Toxicity0.35058254
Moderate 0.6667219 Moderate Con 0.439 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is a more disirable place to live than the US, ignorant American's... Google it bud you sound like Trump
Canada is a more disirable place to live than the US, ignorant American's... Google it bud you sound like Trump
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.65129566
Profanity0.12551236
Threat0.008556974
Severe Toxicity0.027833538
Moderate 0.6667219 Low Con 0.22 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Import trash, become trash. They can have all Indian run businesses but whites cannot. Canada is cooked!
Import trash, become trash. They can have all Indian run businesses but whites cannot. Canada is cooked!
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.61794597
Profanity0.20808282
Threat0.008841781
Severe Toxicity0.13863131
Moderate 0.6667219 Low Con 0.125 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Realle depressing to see beautiful country changing into 3rd world shithole.
Realle depressing to see beautiful country changing into 3rd world shithole.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.4986907
Profanity0.67055607
Threat0.00866054
Severe Toxicity0.10702737
Moderate 0.6667219 Low Con 0.277 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Canada give shelter to terrorist and khalistani people and then do all racism shit to all India. Stop giving citizanship to people if you don't want other countries politics in your homeland.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5698139
Insult0.56997263
Profanity0.5249258
Threat0.03165977
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.252 Identity Attack Insult
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Type shit T money
Type shit T money
Inside Canada's Indian Invasion... · 197: Cluster #196
Close reading → Discourse → Video sentiment →
Identity Attack0.018972786
Insult0.34392178
Profanity0.78491896
Threat0.010705971
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.311 Advertisement_Spam
Feb 5, 2026 Inside Canada's Indian Invasion...
This country turned into a shithole under the F. liberals!!!! we do see 10 years of total destruction ...
This country turned into a shithole under the F. liberals!!!! we do see 10 years of total destruction ...
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.28622448
Insult0.5678696
Profanity0.55356324
Threat0.024580594
Severe Toxicity0.16960317
Moderate 0.6667219 Low Con 0.186 Insult
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I see a lot of complete bullshit in the comments and in the comments from Canadians in the video. In what world do Indian immigrants not pay taxes? That's not a Canadian policy
I see a lot of complete bullshit in the comments and in the comments from Canadians in the video. In what world do Indian immigrants not pay taxes? That's not a Canadian policy
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.50515443
Insult0.5130944
Profanity0.57488567
Threat0.009955117
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.489 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
You come to arguably the most diverse country on the planet to criticize... it's diversity? Why we're you interviewing that one guy in the middle of the road and ignoring the cars honking at you? …
You come to arguably the most diverse country on the planet to criticize... it's diversity? Why we're you interviewing that one guy in the middle of the road and ignoring the cars honking at you? Stay in your racist braindead fascist country where you belong.
Inside Canada's Indian Invasion... · 129: Cluster #128
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.6336687
Profanity0.19524631
Threat0.018882722
Severe Toxicity0.16960317
Moderate 0.6667219 Moderate Con 0.388 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Fuckin mayo monkey
Fuckin mayo monkey
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5678696
Profanity0.85672
Threat0.011430934
Severe Toxicity0.4011458
Moderate 0.6667219 Low Con 0.275 Insult Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Indians are the worst get em out! 🤨
Indians are the worst get em out! 🤨
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.69661283
Insult0.5015486
Profanity0.31043148
Threat0.13161413
Severe Toxicity0.23225488
Moderate 0.6667219 Low Con 0.197 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They destroy the economy of the places where they are, they are stingy and corrupt and dirty.
They destroy the economy of the places where they are, they are stingy and corrupt and dirty.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.09162762
Insult0.7065844
Profanity0.20808282
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.6667219 Low Con 0.243 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
White L people invade america and and killed millions of red indians 😂😂 i feel pity for every white skin L European male and female 😂😂😂
White L people invade america and and killed millions of red indians 😂😂 i feel pity for every white skin L European male and female 😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.40243408
Profanity0.30161268
Threat0.4438339
Severe Toxicity0.34969926
Moderate 0.6667219 Low Con 0.288 Identity Attack Comparative_Framing
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.50515604
Insult0.6675394
Profanity0.357228
Threat0.018019408
Severe Toxicity0.029626917
Moderate 0.6667219 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
That a hindicanada. Going to be a same like rubbish soon😂
That a hindicanada. Going to be a same like rubbish soon😂
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.6407567
Profanity0.3033754
Threat0.008945347
Severe Toxicity0.028730227
Moderate 0.6667219 Low Con 0.139 Identity Attack Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Punjabs are the worst type of Indians
Punjabs are the worst type of Indians
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.70098627
Insult0.5130944
Profanity0.33376193
Threat0.031314444
Severe Toxicity0.2322566
Moderate 0.6667219 Low Con 0.213 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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.