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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
Active: Tox: 0.5 – 1 4,704 comments · Page 188 of 189
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit …
Fake diploma, fake ID, fake bank statements, even the fake person….Indians ruined their own country and now they come to Canada, UK, Australia and New Zealand. If u don’t understand that please go to visit India 🇮🇳
Identity Attack0.55044734
Insult0.42743355
Profanity0.077731855
Threat0.020436687
Severe Toxicity0.028730227
Moderate 0.5024724 Low Con 0.268 Identity Attack
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Wow tyler, u tryin to pull the somalian issue in canada now. Why dont u fak off.
Wow tyler, u tryin to pull the somalian issue in canada now. Why dont u fak off.
Identity Attack0.10221587
Insult0.48399165
Profanity0.41194582
Threat0.024753258
Severe Toxicity0.023645958
Moderate 0.5024724 Low Con 0.195 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
There’s a difference between immigration and a cancer which just takes over. If I wanted to live in India I’d freaking move there.🤬
There’s a difference between immigration and a cancer which just takes over. If I wanted to live in India I’d freaking move there.🤬
Identity Attack0.48990932
Insult0.38406035
Profanity0.39409557
Threat0.013217449
Severe Toxicity0.08069076
Moderate 0.5024724 Moderate Con 0.388
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
1:14 IMMIGRANTS ARE VERY WELL FED BY THE PERVERSE GOVERNMENT WHICH ABANDONED CANADIANS! FMK
1:14 IMMIGRANTS ARE VERY WELL FED BY THE PERVERSE GOVERNMENT WHICH ABANDONED CANADIANS! FMK
Identity Attack0.4453683
Insult0.43450394
Profanity0.29209393
Threat0.014393489
Severe Toxicity0.038593806
Moderate 0.5024724 Low Con 0.286
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Curse Vishnu Christ is King
Curse Vishnu Christ is King
Identity Attack0.4482637
Insult0.5130944
Profanity0.4193644
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.5024724 Low Con 0.239 Insult Threat Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yes, we indians eat poo, but only cow poo, nothing else.
Yes, we indians eat poo, but only cow poo, nothing else.
Identity Attack0.48949075
Insult0.37619758
Profanity0.37854016
Threat0.009799767
Severe Toxicity0.06225512
Moderate 0.5024724 Low Con 0.288
Jan 27, 2026 Inside Canada's Indian Invasion...
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people …
An invasion? We invite them here to work and study, that's not an invasion. People need to stop feeding these narrative cause all they do is give false perceptions that fuel hatred. They're ambitious people who want to come here and make money, I don't get why so many people have to shit on them for it.
Identity Attack0.18235919
Insult0.36021477
Profanity0.5188411
Threat0.014220826
Severe Toxicity0.023076924
Moderate 0.5024724 Constructive 0.639 Moral_Argument
Jan 29, 2026 7 likes Inside Canada's Indian Invasion...
You have a huge misconception about African people ...do your due diligence It shows how low key your IQ is
You have a huge misconception about African people ...do your due diligence It shows how low key your IQ is
Identity Attack0.29951343
Insult0.5130944
Profanity0.17148167
Threat0.008893564
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.239 Insult Moral_Argument
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
This is very pathetic. Entering and staying in Canada by submitting fraudulent documents is crime. Government should take strict action.
This is very pathetic. Entering and staying in Canada by submitting fraudulent documents is crime. Government should take strict action.
Identity Attack0.048480038
Insult0.54471385
Profanity0.1067334
Threat0.011353259
Severe Toxicity0.013414118
Moderate 0.5024724 Low Con 0.298 Insult Policy_Critique
Oct 1, 2025 267 likes IRCC Names India in Study …
This minister should be deported she is a shame to the country
This minister should be deported she is a shame to the country
Identity Attack0.07921951
Insult0.5145894
Profanity0.14578357
Threat0.06755528
Severe Toxicity0.02116089
Moderate 0.5024724 Low Con 0.224 Insult Call_To_Action
Dec 9, 2025 Thousands of refugees allowed into …
Our government absolutely hates us. Just wants taxes. Canadians are weak ,Divided, and don’t care anymore. I’m hoping for a direct asteroid hit or some one nukes us. I give up.
Our government absolutely hates us. Just wants taxes. Canadians are weak ,Divided, and don’t care anymore. I’m hoping for a direct asteroid hit or some one nukes us. I give up.
Identity Attack0.4139151
Insult0.4125297
Profanity0.15635987
Threat0.5195707
Severe Toxicity0.059217658
Moderate 0.5024724 Moderate Con 0.392 Threat Fear_Threat
Sep 9, 2025 Why Canadians Are Turning Against …
white people complain too much, also they feel entitled just because of their skin color SMH
white people complain too much, also they feel entitled just because of their skin color SMH
Identity Attack0.56445944
Insult0.3416952
Profanity0.21564959
Threat0.010964886
Severe Toxicity0.023974609
Moderate 0.5024724 Low Con 0.256 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
4:49 LMFAO "We dont feel any racism here" "I'm as racist as the next guy"
4:49 LMFAO "We dont feel any racism here" "I'm as racist as the next guy"
Identity Attack0.37507164
Insult0.26957804
Profanity0.2659008
Threat0.075531214
Severe Toxicity0.041283876
Moderate 0.5024724 Moderate Con 0.304 Humor_Satire
Jan 27, 2026 50 likes Inside Canada's Indian Invasion...
🧼👳‍♂️🚿💩🇮🇳💩✖️✖️🛁🫷🫷🫷🫷🇨🇦 Say no to pooopjeet shitpreet curryjeeet 💩👳‍♂️💩
🧼👳‍♂️🚿💩🇮🇳💩✖️✖️🛁🫷🫷🫷🫷🇨🇦 Say no to pooopjeet shitpreet curryjeeet 💩👳‍♂️💩
Identity Attack0.37507164
Insult0.46923602
Profanity0.5365423
Threat0.06939816
Severe Toxicity0.5145575
Moderate 0.5024724 Low Con 0.21
Jan 27, 2026 Inside Canada's Indian Invasion...
whites r 4% of the world population and going down, one day we will be a minority in our own countries, we will we linched in the streets
whites r 4% of the world population and going down, one day we will be a minority in our own countries, we will we linched in the streets
Identity Attack0.55044734
Insult0.26957804
Profanity0.25549942
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.5024724 Moderate Con 0.329 Identity Attack Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ask actual natives, not just white people "native canadians". This makes me actually sick. Not the Indians, the racism. Canada is built on Immigrants. The comments are just as bad, educate yourselves.
Ask actual natives, not just white people "native canadians". This makes me actually sick. Not the Indians, the racism. Canada is built on Immigrants. The comments are just as bad, educate yourselves.
Identity Attack0.55044734
Insult0.47357693
Profanity0.050680235
Threat0.0082074385
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.495 Identity Attack Moral_Argument
Mar 2, 2026 1 likes Inside Canada's Indian Invasion...
I only make under $40,000 year and 1/3 goes to the taxman, meanwhile a refugee family gets $50,000 a year? This is just ridiculous
I only make under $40,000 year and 1/3 goes to the taxman, meanwhile a refugee family gets $50,000 a year? This is just ridiculous
Identity Attack0.068465814
Insult0.5270482
Profanity0.15938593
Threat0.007909686
Severe Toxicity0.011138916
Moderate 0.5024724 Moderate Con 0.407 Insult
Oct 14, 2018 51 likes How much do refugees and …
Way too much Indians in Toronto it’s nuts lol
Way too much Indians in Toronto it’s nuts lol
Identity Attack0.5135796
Insult0.46774593
Profanity0.26463717
Threat0.010990778
Severe Toxicity0.02411546
Moderate 0.5024724 Low Con 0.274 Identity Attack Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
middle east India and africa etc all leeches living on benefits. we are slaves paying tax so these people dont feel sad.
middle east India and africa etc all leeches living on benefits. we are slaves paying tax so these people dont feel sad.
Identity Attack0.5108175
Insult0.48675314
Profanity0.20808282
Threat0.012854968
Severe Toxicity0.024960563
Moderate 0.5024724 Low Con 0.23 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations …
Blame your government, your government is the first one to give political asylum to indian criminals. India government requested multiple times for extradition of these unsocial elements but instead canada fought back and broke relations with india. These criminals who have killed multiple people will die in hell and with them their protector canada. You'll pay a heavy price.
Identity Attack0.46028158
Insult0.46173862
Profanity0.2188925
Threat0.49142194
Severe Toxicity0.03321367
Moderate 0.5024724 Moderate Con 0.304 Policy_Critique
Mar 2, 2026 Inside Canada's Indian Invasion...
Si bauk 💩👎🏿
Si bauk 💩👎🏿
Identity Attack0.05089863
Insult0.5543018
Profanity0.39670458
Threat0.014911477
Severe Toxicity0.16960317
Moderate 0.5024724 Low Con 0.187 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians need to back home!
Indians need to back home!
Identity Attack0.56711763
Insult0.28997475
Profanity0.1589207
Threat0.064969026
Severe Toxicity0.05742428
Moderate 0.5024724 Low Con 0.213 Identity Attack Identity_Assertion
Jan 19, 2026 2.9 million Canadian temporary visas …
Why would Canadians be upset?! They bring plane loads of unvetted immigrants here, give them free housing, free medial, free dental, free housing, free food, money for expenses, easy bail for crimes, allow them to …
Why would Canadians be upset?! They bring plane loads of unvetted immigrants here, give them free housing, free medial, free dental, free housing, free food, money for expenses, easy bail for crimes, allow them to infiltrate key employment then restrict regular Canadians from being employed!! Silly us!! Thank you Liberal voters!
Identity Attack0.38185352
Insult0.5270482
Profanity0.089370176
Threat0.010239923
Severe Toxicity0.019611536
Moderate 0.5024724 Moderate Con 0.369 Insult Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
How dare those Muslims block of streets because they want to pray. It's all deliberate to show Canadians they won't be told what to do by kafirs. You don't need to treat them with respect …
How dare those Muslims block of streets because they want to pray. It's all deliberate to show Canadians they won't be told what to do by kafirs. You don't need to treat them with respect when you know they hate whites, Christians and anyone else who won't bow down to Islamists.
Identity Attack0.58354634
Insult0.36798462
Profanity0.1413768
Threat0.023026628
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.36 Identity Attack Fear_Threat
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
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.