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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 107 of 1230
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they …
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they do anything..that's the consultants job that the liberals waste billions on .. Canadians are being robbed blind by these buffoons 🇨🇦
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.31307843
Insult0.6677319
Profanity0.10116278
Threat0.009281937
Severe Toxicity0.022193791
Moderate 0.62702215 Low Con 0.234 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Indians have no problem cheating and frauding thus just deport them all. Filipino's, Mexicans and Thailand people are much more honest and hard working. Enough with tolerating this crap because you are afraid of being …
Indians have no problem cheating and frauding thus just deport them all. Filipino's, Mexicans and Thailand people are much more honest and hard working. Enough with tolerating this crap because you are afraid of being called racist. So done with white guilt and the race card. Morals are morals and crimes are crimes.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5678696
Profanity0.44613865
Threat0.06820184
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.372 Identity Attack Insult Unverified_Claim
Oct 6, 2025 IRCC Names India in Study …
Canada's mass immigration system has never worked. Importing tens of millions of poor unskilled useless foreigners is a stupid economic strategy. Canada's Standard of Living and Productivity has been in steep decline for 50 yrs. …
Canada's mass immigration system has never worked. Importing tens of millions of poor unskilled useless foreigners is a stupid economic strategy. Canada's Standard of Living and Productivity has been in steep decline for 50 yrs. Social chaos and racism continues to increase.
How Canada broke its immigration system · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6370372
Profanity0.20916378
Threat0.013217449
Severe Toxicity0.023199933
Moderate 0.62702215 Moderate Con 0.383 Insult
Jun 22, 2025 2 likes How Canada broke its immigration …
Indians are more annoying than even the jews due to numbers. Ugh.
Indians are more annoying than even the jews due to numbers. Ugh.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.48313886
Profanity0.29209393
Threat0.013113883
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.241 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Your government relies on cheap labor, they purposely exploit immigrants but somehow its all the immigrants fault. You people are nuts. 😊
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39207554
Insult0.65231085
Profanity0.2268346
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.261 Insult Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This country is overtaken by Indians , Those who never went to India and does not ever want to visit , they feel disgusted by these open Idols , You worship them , do it …
This country is overtaken by Indians , Those who never went to India and does not ever want to visit , they feel disgusted by these open Idols , You worship them , do it indoors , no one wants to see these demons standing like this and its the fault of these Liberals they intentionally F****d Up this country.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.5013569
Threat0.10389658
Severe Toxicity0.34938923
Moderate 0.62702215 Moderate Con 0.317 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I understand the tensions, but the bike guy has a lot of poop in his racist brain for sure.
I understand the tensions, but the bike guy has a lot of poop in his racist brain for sure.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.38223284
Insult0.6308392
Profanity0.39409557
Threat0.014048163
Severe Toxicity0.101760045
Moderate 0.62702215 Moderate Con 0.423 Insult Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Fu#&&k you
Fu#&&k you
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.030175667
Insult0.5130944
Profanity0.5188411
Threat0.027688526
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.323 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
4:03 💯 (India is the scam call center-trash capital of the world 🤢, they have a poop throwing festival🤢🤮 , and bathe in "GANGES RIVER"👀 wich, is basically sewer water nothing racist about that when …
4:03 💯 (India is the scam call center-trash capital of the world 🤢, they have a poop throwing festival🤢🤮 , and bathe in "GANGES RIVER"👀 wich, is basically sewer water nothing racist about that when it's true)
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.50440645
Profanity0.41194582
Threat0.13717735
Severe Toxicity0.35368225
Moderate 0.62702215 Low Con 0.196 Identity Attack Insult Unverified_Claim
Feb 4, 2026 Inside Canada's Indian Invasion...
We need to get rid of the Muslims now before it's too late. I am a proud Canadian with Caribbean parents but this influx of Indians and Muslims who dont respect our ways, needs to …
We need to get rid of the Muslims now before it's too late. I am a proud Canadian with Caribbean parents but this influx of Indians and Muslims who dont respect our ways, needs to stop now!! Before we lose our country.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.37733194
Profanity0.14049543
Threat0.49142194
Severe Toxicity0.23225488
Moderate 0.62702215 Constructive 0.551 Identity Attack Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
It’s known all around the world 🌎 They’ve figured out the loopholes and send all the money to there families abroad. It’s made easy for all of them.. while pissing in our ears about how …
It’s known all around the world 🌎 They’ve figured out the loopholes and send all the money to there families abroad. It’s made easy for all of them.. while pissing in our ears about how united inclusive blabla we Canadians are and sucking us dry🤨
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.31015682
Insult0.5072643
Profanity0.46460027
Threat0.012130005
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.363 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
That woman is typical of the caliber of subservient moron that the authoritarian executive leader prefers to put out front as the divisive punching bag for intentional destructive policy. We are being systematically dismantled while …
That woman is typical of the caliber of subservient moron that the authoritarian executive leader prefers to put out front as the divisive punching bag for intentional destructive policy. We are being systematically dismantled while being enraged by entertaining court jesters masquerading as ministers.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.1714862
Insult0.67254376
Profanity0.3320008
Threat0.054947287
Severe Toxicity0.02420936
Moderate 0.62702215 Low Con 0.193 Insult Policy_Critique
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
“Right in your face” You ever hear a Christian talking like that? Islam is a psycho carnal minded cult
“Right in your face” You ever hear a Christian talking like that? Islam is a psycho carnal minded cult
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.6320481
Insult0.5678696
Profanity0.22703624
Threat0.016120117
Severe Toxicity0.1597006
Moderate 0.62702215 Low Con 0.145 Identity Attack Insult Moral_Argument
Aug 28, 2025 Why Canadians Are Turning Against …
Just remember this , the NATIVE INDIANS didnt want Europeans leaving “ their shit countries “ to come over to now named Canada! Dont think history just exists in your personal lifetime.
Just remember this , the NATIVE INDIANS didnt want Europeans leaving “ their shit countries “ to come over to now named Canada! Dont think history just exists in your personal lifetime.
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.5075293
Insult0.5130944
Profanity0.5722072
Threat0.010628296
Severe Toxicity0.16233426
Moderate 0.62702215 Moderate Con 0.336 Identity Attack Insult
Oct 7, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
I was told in the past that “ Canadian are well educated” but the guy with the bike is unfortunate. He said it himself “ Only poor white trash like us left over”
I was told in the past that “ Canadian are well educated” but the guy with the bike is unfortunate. He said it himself “ Only poor white trash like us left over”
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.6051471
Profanity0.2453505
Threat0.009023022
Severe Toxicity0.032316983
Moderate 0.62702215 Moderate Con 0.497 Identity Attack Insult Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Bulldozer that crap down, or take it back to India, along with the millions
Bulldozer that crap down, or take it back to India, along with the millions
Inside Canada's Indian Metropolis (Brampton) · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.50515443
Insult0.49389273
Profanity0.5013569
Threat0.36820486
Severe Toxicity0.31334782
Moderate 0.62702215 Low Con 0.114 Identity Attack Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why does no one do anything about this LIKE WTF !!!!!!!!!!!!
Why does no one do anything about this LIKE WTF !!!!!!!!!!!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020882076
Insult0.24928534
Profanity0.570067
Threat0.012803185
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.244 Call_To_Action
Oct 1, 2025 IRCC Names India in Study …
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of …
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of white babies.. or you'll keep getting envious angry and die miserable.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.48228607
Profanity0.39409557
Threat0.34804323
Severe Toxicity0.22207877
Moderate 0.62702215 Low Con 0.263 Identity Attack Fear_Threat
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.08583717
Insult0.67254376
Profanity0.16264248
Threat0.008712323
Severe Toxicity0.02406851
Moderate 0.62702215 Low Con 0.271 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Buddy on the bike is stupid but funny at the same time 😂😂
Buddy on the bike is stupid but funny at the same time 😂😂
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.025404079
Insult0.5935568
Profanity0.4098025
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.62702215 Moderate Con 0.372 Insult Humor_Satire
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
As a aborigonal canadian i mostly say welcome, im in calgary in a place called teradale where i only see a few white people a week . Its all imigrants but mostly indian. their is …
As a aborigonal canadian i mostly say welcome, im in calgary in a place called teradale where i only see a few white people a week . Its all imigrants but mostly indian. their is a thing where bringing too many people is negative like our housing crisis and it just imbalances everything when you rush too many pepple in at once. However seeing WHITE people and their reasons piss me off.its like shut the fuck up you immigrant. Your people did the exact same but wayyyyyyyy worse. So yeah welcome. Just their has to be some form of cap. Also i honestly think any government rolls should not be immigrants.just my opinion
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.5497792
Profanity0.5865656
Threat0.061089642
Severe Toxicity0.35022295
Moderate 0.62702215 Constructive 0.74 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of …
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of polleivre
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.23391083
Insult0.54471385
Profanity0.5365423
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.455 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
what you mean no taxes thats total bullshit that the problem they dont respect anything but themselves
what you mean no taxes thats total bullshit that the problem they dont respect anything but themselves
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.01565665
Insult0.46327567
Profanity0.6069483
Threat0.010032792
Severe Toxicity0.02514347
Moderate 0.62702215 Low Con 0.255 Unverified_Claim
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Haters...pretty pathetic. But I guess they are appealing to their base....
Haters...pretty pathetic. But I guess they are appealing to their base....
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.6675394
Profanity0.16822512
Threat0.008893564
Severe Toxicity0.01502803
Moderate 0.62702215 Low Con 0.202 Insult Meta_Commentary
Feb 23, 2026 4 likes 'We do know that there's …
Their Bollywood Hindu actors and politicians drink cow urine and poop and admitted publicly. That’s normal for them. You can smell sh— when you go to their grocery stores in US and Canada.
Their Bollywood Hindu actors and politicians drink cow urine and poop and admitted publicly. That’s normal for them. You can smell sh— when you go to their grocery stores in US and Canada.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.563347
Profanity0.4681068
Threat0.018364733
Severe Toxicity0.23226346
Moderate 0.62702215 Low Con 0.244 Identity Attack Insult Unverified_Claim
Feb 7, 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.