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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: 0.5 – 1 4,704 comments · Page 106 of 189
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore …
I live in cape Breton Island in canwda and I can remember renting a 3 bedroom house for 500 a mont now a one bedroom apartment is 800 a month, u can't find houses/apartments anymore because of all the foreign peopl they brought in. Trying to get a job is also retarded because they higher the foreign people first because the government pays so much of their salary , I just wish they'd all go back the fuck from where they came from easy as that
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.61633086
Threat0.042662576
Severe Toxicity0.18538254
Moderate 0.6289369 Constructive 0.625 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Muslims are problem in each country not immigrants.
Muslims are problem in each country not immigrants.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.69661283
Insult0.4302003
Profanity0.21348765
Threat0.015774792
Severe Toxicity0.16960317
Moderate 0.6289369 Low Con 0.264 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
Every were you look you see immigrants. They take all the jobs. They drive crazy cut people off and don’t give a damn.
Every were you look you see immigrants. They take all the jobs. They drive crazy cut people off and don’t give a damn.
Why Canadians Are Turning Against Immigrants. · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.54471385
Profanity0.48510036
Threat0.077831104
Severe Toxicity0.14916596
Moderate 0.6289369 Moderate Con 0.341 Identity Attack Insult Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 …
This is a travesty. More of the same: incompetence and corruption. How much debt do the Liberals think Canadians can endure? To pay for this crap? Because I’ll tell you right now - while 3 of my grandparents were immigrants to Canada - I really resent today’s immigrants and grifters who claim asylum to avoid leaving. I do not give permission to pay for one more soul. I’m really starting to hate people in general because of all of this.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.57787937
Profanity0.43669638
Threat0.018364733
Severe Toxicity0.08859174
Moderate 0.6289369 Constructive 0.507 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get …
Hell yeah! It's nice to see Tyler cover this BS! We need more people to be aware of just how out of hand the immigrant crisis is in Canada! I miss being able to get a f*cking job!
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.18158256
Insult0.4339631
Profanity0.6919765
Threat0.0103175985
Severe Toxicity0.12282934
Moderate 0.6289369 Constructive 0.691 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Pedophile race is calling Indians dirty and his racism shown with an uplifting music.. thats western world for you..
Pedophile race is calling Indians dirty and his racism shown with an uplifting music.. thats western world for you..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.5130944
Profanity0.36230123
Threat0.09776353
Severe Toxicity0.23224114
Moderate 0.6289369 Low Con 0.122 Identity Attack Insult Unverified_Claim
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
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 …
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard …
You leave your country and come here to sell drugs and do all sorts of evil things. Why don't you go back and do all the sh**t in your country. Some people are working hard to earn a living and some people want to scam and sell our information to other countries like India. Who is running registries? Can someone answer me please? It's not racism. It's about the truth and the laws that have been pushed into dust bins.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4907465
Insult0.5015486
Profanity0.5150164
Threat0.05397744
Severe Toxicity0.2281948
Moderate 0.62702215 Constructive 0.53 Insult
Aug 29, 2025 Why Canadians Are Turning Against …
India should be declared terrorist country. Involved in terrorism, extortion, murders, scams and technology teft.
India should be declared terrorist country. Involved in terrorism, extortion, murders, scams and technology teft.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.489133
Profanity0.29209393
Threat0.44901076
Severe Toxicity0.35368225
Moderate 0.62702215 Low Con 0.222 Identity Attack
Sep 29, 2025 1 likes IRCC Names India in Study …
Canada is the most liberal, woke, weak pathetic country in the west and how they voted in this election just truly shows that
Canada is the most liberal, woke, weak pathetic country in the west and how they voted in this election just truly shows that
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.6308392
Profanity0.16403814
Threat0.007521313
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.187 Insult
Jun 22, 2025 1 likes How Canada broke its immigration …
12:07 is Sidhu dumb enough to not realize a white guy speaking perfect english isnt actually trying to immigrate?
12:07 is Sidhu dumb enough to not realize a white guy speaking perfect english isnt actually trying to immigrate?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.58196646
Profanity0.36230123
Threat0.011922873
Severe Toxicity0.027833538
Moderate 0.62702215 Low Con 0.222 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Khalistanis are terrorists read the punjab history
Khalistanis are terrorists read the punjab history
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.5588244
Profanity0.33453682
Threat0.2330281
Severe Toxicity0.44787344
Moderate 0.62702215 Low Con 0.145 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Whites are NOT the natives in Canada, North America is naturally going to be a hot mix of peoples. Remember, Europeans are the INVADERS. That retard on the bike needs to go back to school.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.6261769
Profanity0.36230123
Threat0.023889944
Severe Toxicity0.16960317
Moderate 0.62702215 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Thank you for making this video bro this crap has come too far
Thank you for making this video bro this crap has come too far
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.059311368
Insult0.42567953
Profanity0.54024357
Threat0.01187109
Severe Toxicity0.029626917
Moderate 0.62702215 Moderate Con 0.392 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
White Canadians aren’t ‘native’—they’re settlers. Canada was built on colonization. India had civilization when Europe was knee-deep in filth. Racism doesn’t make you superior, it just makes you loud and ignorant.
White Canadians aren’t ‘native’—they’re settlers. Canada was built on colonization. India had civilization when Europe was knee-deep in filth. Racism doesn’t make you superior, it just makes you loud and ignorant.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.47178617
Insult0.64537907
Profanity0.16869035
Threat0.00823333
Severe Toxicity0.023076924
Moderate 0.62702215 Low Con 0.294 Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
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 …
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)
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...
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 …
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...
Glad Indians are ruining white countries, these p3does deserve much worse 😂
Glad Indians are ruining white countries, these p3does deserve much worse 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.4596616
Profanity0.3496935
Threat0.34804323
Severe Toxicity0.23224458
Moderate 0.62702215 Low Con 0.166 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Enough of these clowns messing up CANADA.
Enough of these clowns messing up CANADA.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06929302
Insult0.6798578
Profanity0.11911256
Threat0.009023022
Severe Toxicity0.016577384
Moderate 0.62702215 Low Con 0.17 Insult Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
New World Order Sabotage of Canada. Justine Trudeau is a Traitor.
New World Order Sabotage of Canada. Justine Trudeau is a Traitor.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.11744241
Insult0.6798578
Profanity0.10797132
Threat0.009100696
Severe Toxicity0.020386212
Moderate 0.62702215 Low Con 0.105 Insult
Jul 18, 2018 7 likes How much do refugees and …
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 …
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.