Skip to content
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 75 of 189
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...
Cut a muslim man head man nuh boy to mi place
Cut a muslim man head man nuh boy to mi place
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.4302003
Profanity0.33453682
Threat0.62574995
Severe Toxicity0.4561839
Moderate 0.6863638 Low Con 0.227 Identity Attack Threat Fear_Threat
Sep 11, 2025 Why Canadians Are Turning Against …
At least its not as fucked in Montreal thanks god.
At least its not as fucked in Montreal thanks god.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1035157
Insult0.35333878
Profanity0.78491896
Threat0.008531082
Severe Toxicity0.16960317
Moderate 0.6863638 Moderate Con 0.351 Comparative_Framing
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The guy on the bike is beyond retarded
The guy on the bike is beyond retarded
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.34649673
Insult0.6831271
Profanity0.44133487
Threat0.011405042
Severe Toxicity0.13599765
Moderate 0.6863638 Low Con 0.208 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( …
4:43 These punjabis are the most racist humans on the planet. They identify themselves as white here in India and maybe in America they change their colors to brown or more like middle eastern ( MENA ). They calm their ass over to a white nation. But in their own home nation they call themselves as white like...
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5678696
Profanity0.5365423
Threat0.13616586
Severe Toxicity0.35368225
Moderate 0.6863638 Low Con 0.296 Identity Attack Insult Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
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...
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians …
Why don’t we talk about all the Asian people in Mississauga or the black community in Scarborough/Toronto or the Islamic community in Sauga again? Trust me there are a lot of other people besides Indians that makes up the greater toronto area. All with different mannerism, driving skills, parenting skills. But this douchebag picks the Indian community for some reason. Probably doesn’t wipe his own poop ass after taking a shit. Hideous beaver trying to make $$ by posting racist videos and copying MrBeast.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.64537907
Profanity0.57488567
Threat0.079364374
Severe Toxicity0.39194742
Moderate 0.6863638 Moderate Con 0.428 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Ban all indian visas, immigrant etc. Canada stinks enough
Ban all indian visas, immigrant etc. Canada stinks enough
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.7063701
Insult0.5678696
Profanity0.22622968
Threat0.013702838
Severe Toxicity0.16960317
Moderate 0.6863638 Low Con 0.157 Identity Attack Insult
Oct 3, 2025 1 likes IRCC Names India in Study …
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...
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...
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...
World's trasher gangs. Canada has been turned into a garbage bin. What a shame, Justin Trudeau
World's trasher gangs. Canada has been turned into a garbage bin. What a shame, Justin Trudeau
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6991143
Profanity0.1654338
Threat0.007534259
Severe Toxicity0.024725812
Moderate 0.6863638 Low Con 0.168 Insult
Sep 30, 2025 1 likes IRCC Names India in Study …
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...
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...
DEPORT INDIAN SCAMMERS
DEPORT INDIAN SCAMMERS
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.6149945
Profanity0.36230123
Threat0.3077799
Severe Toxicity0.45895407
Moderate 0.6863638 Low Con 0.184 Identity Attack Insult Call_To_Action
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
I’m Canadian and watching this pisses me off more about them because they come into our country and commit these sorts of crimes. They shouldn’t be in our country at all, but it’s so easy …
I’m Canadian and watching this pisses me off more about them because they come into our country and commit these sorts of crimes. They shouldn’t be in our country at all, but it’s so easy for them to claim asylum. There’s a government app that when you come to Canada, Indians can just claim asylum on the app. Enter in some basic information. And they’re in. It’s absolute bullshit man
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4139151
Insult0.5015486
Profanity0.6750904
Threat0.012492486
Severe Toxicity0.16960317
Moderate 0.6863638 Constructive 0.526 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Disgusting barbaric nation. Padjeheets. Gtfo of Canada.
Disgusting barbaric nation. Padjeheets. Gtfo of Canada.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.65231085
Profanity0.39409557
Threat0.022335978
Severe Toxicity0.4011458
Moderate 0.6863638 Low Con 0.114 Identity Attack Insult Identity_Assertion
Jan 27, 2026 2 likes 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...
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...
0:11 White PedoFiles R@ped and target Indigenous tribes. When they arrived in Canada and Mexico this European white flesh PedoFile uncle firstly Targeted Minor girls of Indigenous tribes....In Epstein files also 99% S/x offenders are …
0:11 White PedoFiles R@ped and target Indigenous tribes. When they arrived in Canada and Mexico this European white flesh PedoFile uncle firstly Targeted Minor girls of Indigenous tribes....In Epstein files also 99% S/x offenders are White PedoFile uncles
Inside Canada's Indian Invasion... · 313: Cluster #312
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5723624
Profanity0.39498812
Threat0.13785169
Severe Toxicity0.35368225
Moderate 0.6863638 Moderate Con 0.316 Identity Attack Insult Unverified_Claim
Feb 28, 2026 4 likes Inside Canada's Indian Invasion...
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...
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)
palantir networks overstrained by the indians bruh they aint even letting big yahu use the damn network
palantir networks overstrained by the indians bruh they aint even letting big yahu use the damn network
Inside Canada's Indian Invasion... · 389: Cluster #388
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.4962726
Profanity0.5865656
Threat0.036149003
Severe Toxicity0.29050803
Moderate 0.6863638 Low Con 0.148 Identity Attack Unverified_Claim
Jan 27, 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...
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.