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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 172 of 189
No home training. They need to stay in their own country with that behavior. India is still their. Do a Trump and send their asses back to India. Clearly they do not know the difference …
No home training. They need to stay in their own country with that behavior. India is still their. Do a Trump and send their asses back to India. Clearly they do not know the difference between privilege and entitlement. They bring this third world behavior to more civilized areas. Taking people back 40-50yrs.
Identity Attack0.46028158
Insult0.46476576
Profanity0.39670458
Threat0.04233929
Severe Toxicity0.043077253
Moderate 0.51869136 Low Con 0.264
Aug 25, 2025 Why Canadians Are Turning Against …
Indians love their Poo-Teens.
Indians love their Poo-Teens.
Identity Attack0.50125694
Insult0.4196762
Profanity0.39409557
Threat0.013424582
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.222 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Yet no one will talk about the mass tens of millions of Mexican invasion in america in the southwest in Texas, California. Mexicans in america are a much worse problem.
Yet no one will talk about the mass tens of millions of Mexican invasion in america in the southwest in Texas, California. Mexicans in america are a much worse problem.
Identity Attack0.6007182
Insult0.40243408
Profanity0.10363861
Threat0.014738814
Severe Toxicity0.023552058
Moderate 0.51869136 Low Con 0.278 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Happy to see you back my Brother. As a former immigrant, now a citizen of Canada, It’s a shame to see this beautiful country going to shite. the government really f&$@ed up , the new …
Happy to see you back my Brother. As a former immigrant, now a citizen of Canada, It’s a shame to see this beautiful country going to shite. the government really f&$@ed up , the new immigrants are trying to change the country to suit themselves. 🇯🇲🇨🇦
Identity Attack0.34649673
Insult0.46923602
Profanity0.4862434
Threat0.010188141
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.583
Aug 25, 2025 40 likes Why Canadians Are Turning Against …
Lmao when do sikhs stab anyone? like buddy, im not even a fan of all the sikhs moving in here but cmon. Also greatest country in the world? imagine saying that in jan 2026. weird …
Lmao when do sikhs stab anyone? like buddy, im not even a fan of all the sikhs moving in here but cmon. Also greatest country in the world? imagine saying that in jan 2026. weird little dipsh
Identity Attack0.46028158
Insult0.40243408
Profanity0.31043148
Threat0.5195707
Severe Toxicity0.20067264
Moderate 0.51869136 Moderate Con 0.308 Threat Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Dude with the vest was fckn cooking 🧑‍🍳
Dude with the vest was fckn cooking 🧑‍🍳
Identity Attack0.026810925
Insult0.26957804
Profanity0.6001929
Threat0.012181788
Severe Toxicity0.07542343
Moderate 0.51869136 Low Con 0.3 Humor_Satire
Feb 17, 2026 5 likes Inside Canada's Indian Invasion...
Canadian should thank indians as they are non violent people unlike muslims
Canadian should thank indians as they are non violent people unlike muslims
Identity Attack0.6106996
Insult0.37506318
Profanity0.14049543
Threat0.014393489
Severe Toxicity0.024819711
Moderate 0.51869136 Moderate Con 0.319 Identity Attack Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time …
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time as a student should not count for anything. Why are we fasttracking bringing grandparents of new Canadians or PR's? They don't pay taxes and put extra burden on healthcare and CPP. PR's should not be able to bring other extended family members at all. Canada's immigration system hit the breaking point 10 years ago when that failed part-time high school drama teacher took the wrecking ball to it.
Identity Attack0.20483385
Insult0.5678696
Profanity0.2395431
Threat0.009903334
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.451 Insult Policy_Critique
Jan 19, 2026 32 likes Why Canada’s immigration system has …
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else …
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else still left behind competing in an old world and fighting and being indifferent about race still! Yeah Fucc y’all! The Indian people see Brown and sticc to a motive while everyone else fighting! Canadian’s and American’s will doom themselves!
Identity Attack0.5135796
Insult0.46327567
Profanity0.4113413
Threat0.055270568
Severe Toxicity0.16960317
Moderate 0.51869136 Moderate Con 0.348 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
First it was the poop video and now this😂😂 Double down
First it was the poop video and now this😂😂 Double down
Identity Attack0.036620867
Insult0.19500497
Profanity0.38203895
Threat0.03407705
Severe Toxicity0.059217658
Moderate 0.51869136 Low Con 0.228 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro punjais don’t eat poop other indian states people eat mostly hindus
Bro punjais don’t eat poop other indian states people eat mostly hindus
Identity Attack0.48915586
Insult0.4339631
Profanity0.39409557
Threat0.06238277
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.223 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
bro lowkey racist
bro lowkey racist
Identity Attack0.40351558
Insult0.47384647
Profanity0.27882218
Threat0.014220826
Severe Toxicity0.03680043
Moderate 0.51869136 Moderate Con 0.369 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
When I was in Toronto last 2023 and rode a train to Union Square I thought I was in India, very few I saw white people and the smell stinks
When I was in Toronto last 2023 and rode a train to Union Square I thought I was in India, very few I saw white people and the smell stinks
Identity Attack0.5516043
Insult0.44802538
Profanity0.2253223
Threat0.010628296
Severe Toxicity0.024678862
Moderate 0.51869136 Constructive 0.515 Identity Attack
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Fake refugees with golden health cards ,GOLDEN dental that will never work in Canada or pay income taxes. They are getting veneers for their teeth etc. thousands of cosmetic dental work that taxpayers do not …
Fake refugees with golden health cards ,GOLDEN dental that will never work in Canada or pay income taxes. They are getting veneers for their teeth etc. thousands of cosmetic dental work that taxpayers do not get with dental plans that they pay thousands for. Designers glasses etc. CORRUPT.
Identity Attack0.38445538
Insult0.54471385
Profanity0.044167064
Threat0.008738215
Severe Toxicity0.019740647
Moderate 0.51869136 Low Con 0.283 Insult
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Easy peasy deport them 2 israhelll they welcome there racist people wil blend in well there
Easy peasy deport them 2 israhelll they welcome there racist people wil blend in well there
Identity Attack0.5135796
Insult0.42367843
Profanity0.30690086
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.135 Identity Attack
Aug 26, 2025 Why Canadians Are Turning Against …
Wow 13 mnths to get a simple mri too see if u have a brain tumor. There trying to kill Canadians
Wow 13 mnths to get a simple mri too see if u have a brain tumor. There trying to kill Canadians
Identity Attack0.40883094
Insult0.36798462
Profanity0.10920923
Threat0.5230719
Severe Toxicity0.05473421
Moderate 0.51869136 Moderate Con 0.349 Threat
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
Disgusting.
Disgusting.
Identity Attack0.012340514
Insult0.54471385
Profanity0.1554785
Threat0.008323951
Severe Toxicity0.015286255
Moderate 0.51869136 Moderate Con 0.377 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Gtfo you grifters buy bye
Gtfo you grifters buy bye
Identity Attack0.07177465
Insult0.5130944
Profanity0.41031027
Threat0.013010317
Severe Toxicity0.038593806
Moderate 0.51869136 Low Con 0.15 Insult
Dec 25, 2025 Deportations From Canada at Their …
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani …
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani at that, you never hear of a suicide bomber from India blowing himself up on our buses subways schools etc as Muslims do yes we had a air India bombing from infighting but that's so rare because their religion doesn't teach them to convert or kill like piss lam does and that thing Muslims do because their Quran teaches them its okay you know sexually enslaving our infidels girls, another good point is they will fight side by side with us once the Muslims start following their qurans and wage jihad on our asses
Identity Attack0.56445944
Insult0.47357693
Profanity0.36230123
Threat0.3733964
Severe Toxicity0.27908814
Moderate 0.51869136 Constructive 0.607 Identity Attack Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
racist channel.
racist channel.
Identity Attack0.37730414
Insult0.42743355
Profanity0.23083201
Threat0.0130621
Severe Toxicity0.023106033
Moderate 0.51869136 Low Con 0.239
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The sad part is our politicians are weak and corrupt ! Liberals or Conservatives they are the same 💩 just a different pile !! Mass deposition and tough criminal justice system are the only solution …
The sad part is our politicians are weak and corrupt ! Liberals or Conservatives they are the same 💩 just a different pile !! Mass deposition and tough criminal justice system are the only solution to get our country back.
Identity Attack0.10221587
Insult0.5739874
Profanity0.22889622
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.51869136 Low Con 0.269 Insult Policy_Critique
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
These uneducated punjabi thugs are ruining the name of 2 countries..
These uneducated punjabi thugs are ruining the name of 2 countries..
Identity Attack0.5135796
Insult0.5739874
Profanity0.36302176
Threat0.1954604
Severe Toxicity0.35004315
Moderate 0.51869136 Low Con 0.235 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Sad how brainless leaders destroying country, and only white is responsible for all because of their self-destructions they work on
Sad how brainless leaders destroying country, and only white is responsible for all because of their self-destructions they work on
Identity Attack0.48990932
Insult0.48627716
Profanity0.1554785
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.51869136 Low Con 0.126 Identity_Assertion
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
The eating poo part kept me in this
The eating poo part kept me in this
Identity Attack0.02128403
Insult0.18977246
Profanity0.43554106
Threat0.011922873
Severe Toxicity0.037697118
Moderate 0.51869136 Moderate Con 0.354 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 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.