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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 75 of 1230
IF U BRING THEM IN AND MAKE THEM VOTE U WILL NEVER LOSE... THE DUMB KUNT AND JOE KNEW WHAT THEY WERE DOING
IF U BRING THEM IN AND MAKE THEM VOTE U WILL NEVER LOSE... THE DUMB KUNT AND JOE KNEW WHAT THEY WERE DOING
Inside Canada's Indian Invasion... · 86: Cluster #85
Close reading → Discourse → Video sentiment →
Identity Attack0.031464707
Insult0.71027446
Profanity0.46460027
Threat0.019746035
Severe Toxicity0.10702737
Moderate 0.6863638 Low Con 0.182 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
THE CAPITAL SHITHOLE OF CANADA!!!!! BRAMPTON ONTARIO!!!
THE CAPITAL SHITHOLE OF CANADA!!!!! BRAMPTON ONTARIO!!!
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.5739874
Profanity0.570067
Threat0.020954676
Severe Toxicity0.35130173
Moderate 0.6863638 Low Con 0.132 Insult Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...
A Pakistani man walked on the back of my heals when I walked into wallmart because I walked in front of him ,,, I am a retired Nurse in Ontario ,, I have lived in …
A Pakistani man walked on the back of my heals when I walked into wallmart because I walked in front of him ,,, I am a retired Nurse in Ontario ,, I have lived in CANADA my whole life I’m 63 ,,, I HAVE NEVER EXPERIENCED THIS FROM A WHITE MAN EVVVVVVVER ,,, ALL I CAN SAY IS WTF😳These immigrants are RUDE
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.5678696
Profanity0.44431314
Threat0.035458352
Severe Toxicity0.23340854
Moderate 0.6863638 Constructive 0.575 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
eating poo😂😂 Indians from South Africa are clean to be honest wow that guy just said African grape is their culture how many white grape black people during slavery ?😂
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46625584
Profanity0.4177144
Threat0.054624002
Severe Toxicity0.35058254
Moderate 0.6863638 Low Con 0.215 Identity Attack Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only …
This is just more of the juice Kalergi Plan to enforce white replacement of all western countries. If citizens had any courage they would organize and kick them out of once white Canada. The only way to save Canada, America, Europe, and western countries is mass deportation and shut the borders! Most of us don't want your stinky invaders here nor your bullsh*t non assimilating cultures! GTFO!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.6308392
Profanity0.5013569
Threat0.13815513
Severe Toxicity0.23225145
Moderate 0.6863638 Low Con 0.266 Identity Attack Insult Unverified_Claim
Feb 20, 2026 Inside Canada's Indian Invasion...
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the …
White people a piece of work his information is inaccurate the #1 serial killers in the world are white the #1 baby serial killers are in the UK the #1 sexual perversions are in the UK according to the WHO CDC UN etc none the less white man on bike is stupid funny
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.61794597
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.20678867
Moderate 0.6863638 Low Con 0.207 Identity Attack Insult Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
White peoples should go back to Ukraine or Europe 😅 white peoples have genocide black history
White peoples should go back to Ukraine or Europe 😅 white peoples have genocide black history
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.71678543
Insult0.43296707
Profanity0.3194067
Threat0.22514746
Severe Toxicity0.2847981
Moderate 0.6863638 Low Con 0.129 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Went to Canada's "rockies" last year and Indians SUCK at driving. Way worse than New Yorkers
Went to Canada's "rockies" last year and Indians SUCK at driving. Way worse than New Yorkers
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.6149945
Profanity0.41436642
Threat0.009799767
Severe Toxicity0.16960317
Moderate 0.6863638 Moderate Con 0.445 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
SEND THEM BACK TO THEIR OWN COUNTRY...ITS NOT BEEING RACIST ITS COMMKNSENSE.ENOUGH OF THESE INVASION SPREDING THEIR WITCHRUFTS.....THEY HATE WHOTE PEOPLE.THEY ARE MORE RACIST THEN WHITE....MY BIGGEST MISSTSKE TO MARRY WITH AN INDI..N.EVER SINCE I …
SEND THEM BACK TO THEIR OWN COUNTRY...ITS NOT BEEING RACIST ITS COMMKNSENSE.ENOUGH OF THESE INVASION SPREDING THEIR WITCHRUFTS.....THEY HATE WHOTE PEOPLE.THEY ARE MORE RACIST THEN WHITE....MY BIGGEST MISSTSKE TO MARRY WITH AN INDI..N.EVER SINCE I MET HIM MY LIFE WENT DOWN.YHEY ONLY USE,ABUSE WHOTE EUROPEAN WOMEN.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5130944
Profanity0.33376193
Threat0.34804323
Severe Toxicity0.3536391
Moderate 0.6863638 Moderate Con 0.374 Identity Attack Insult Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
you know then tell all whites not to receive any benefits from Indian tax payers. just don't get that. create an exception that Canada is only for white europeans who came here may be 100 …
you know then tell all whites not to receive any benefits from Indian tax payers. just don't get that. create an exception that Canada is only for white europeans who came here may be 100 years earlier than Indians. these kind of bullshits are normalized.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.5130944
Profanity0.64657205
Threat0.012285355
Severe Toxicity0.16960317
Moderate 0.6863638 Moderate Con 0.328 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro they were shitting on our beaches
Bro they were shitting on our beaches
Inside Canada's Indian Invasion... · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.024600167
Insult0.34032786
Profanity0.7654259
Threat0.0104988385
Severe Toxicity0.05832097
Moderate 0.6863638 Moderate Con 0.362 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada needs to deport the 3rd world garbage
Canada needs to deport the 3rd world garbage
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.6308392
Profanity0.31043148
Threat0.044278983
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.095 Identity Attack Insult Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
There should be a gang like KKK in US to BBQ these basters .. they are going to be a cancer to Canada ..
There should be a gang like KKK in US to BBQ these basters .. they are going to be a cancer to Canada ..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36873037
Insult0.6308392
Profanity0.44249827
Threat0.41368496
Severe Toxicity0.2847981
Moderate 0.6863638 Low Con 0.175 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
There has to be NGOs funding this shit on purpose to allow so many Indians. We are supposed to be diverse, but yet it's only Indians coming in.
There has to be NGOs funding this shit on purpose to allow so many Indians. We are supposed to be diverse, but yet it's only Indians coming in.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.49151286
Profanity0.66405153
Threat0.017156094
Severe Toxicity0.16960317
Moderate 0.6863638 Moderate Con 0.341 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They need to be fired ....allll of em , they suck at their jobs
They need to be fired ....allll of em , they suck at their jobs
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.057037655
Insult0.5723624
Profanity0.48510036
Threat0.09316374
Severe Toxicity0.11492836
Moderate 0.6863638 Low Con 0.194 Insult Policy_Critique
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Africans, hates the illiterate white Canadian too! His ignorance statements are very shameful.
Africans, hates the illiterate white Canadian too! His ignorance statements are very shameful.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.6370372
Profanity0.1352073
Threat0.0100069
Severe Toxicity0.06225512
Moderate 0.6863638 Low Con 0.194 Identity Attack Insult Moral_Argument
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
Indian people are smarter than these a** foreigners 😂
Indian people are smarter than these a** foreigners 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5739874
Profanity0.48510036
Threat0.020436687
Severe Toxicity0.35076234
Moderate 0.6863638 Low Con 0.202 Identity Attack Insult Identity_Assertion
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
Why do we allow people who eat poop and rape to live
Why do we allow people who eat poop and rape to live
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Video sentiment →
Identity Attack0.20088354
Insult0.4555076
Profanity0.5249258
Threat0.2836219
Severe Toxicity0.29621798
Moderate 0.6863638 Low Con 0.238
Jan 27, 2026 Inside Canada's Indian Invasion...
Come to Edmonton and see what we have here, too! Same CRAP.
Come to Edmonton and see what we have here, too! Same CRAP.
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.059311368
Insult0.5678696
Profanity0.5365423
Threat0.009256045
Severe Toxicity0.02406851
Moderate 0.6863638 Low Con 0.243 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
They took adcantage of are stupid government. Yes they could act better but most of blame is with the government for letting them in.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06385879
Insult0.71027446
Profanity0.3597395
Threat0.0086087575
Severe Toxicity0.023076924
Moderate 0.6863638 Low Con 0.269 Insult Policy_Critique
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
Firstly stop lying Canada is not fucking greatest country in the world
Firstly stop lying Canada is not fucking greatest country in the world
Inside Canada's Indian Invasion... · 337: Cluster #336
Close reading → Discourse → Video sentiment →
Identity Attack0.2869935
Insult0.47630358
Profanity0.67055607
Threat0.009359611
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.15 Identity_Assertion
Jan 30, 2026 Inside Canada's Indian Invasion...
Fuq the new Canada my country is ruined
Fuq the new Canada my country is ruined
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.43256098
Insult0.46476576
Profanity0.6370159
Threat0.03235042
Severe Toxicity0.24482845
Moderate 0.6863638 Low Con 0.246 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is screwed.
Canada is screwed.
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.4907465
Insult0.61794597
Profanity0.5013569
Threat0.008582866
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.257 Insult
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
My wife can't get a job because all the places she applies are full of student worker immigrants. It's all on me to work 6 days a week and I'm fucking breaking. I've become full …
My wife can't get a job because all the places she applies are full of student worker immigrants. It's all on me to work 6 days a week and I'm fucking breaking. I've become full of hate and racism.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.44802538
Profanity0.68353343
Threat0.021990653
Severe Toxicity0.17926651
Moderate 0.6863638 Constructive 0.561 Identity Attack
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Todo el que se limpie el ojete con la mano...es un parásito 🪱👹🫵🏾
Todo el que se limpie el ojete con la mano...es un parásito 🪱👹🫵🏾
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04951127
Insult0.7090544
Profanity0.596623
Threat0.026652548
Severe Toxicity0.35184112
Moderate 0.6863638 Low Con 0.163 Insult Unverified_Claim
Jan 27, 2026 3 likes 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.