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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
30,738 comments · Page 172 of 1230
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Indians have done nothing but disrespect Canada, Canadians and our culture. GO HOME
Identity Attack0.57150364
Insult0.35849577
Profanity0.089693464
Threat0.012854968
Severe Toxicity0.024631912
Moderate 0.51869136 Low Con 0.266 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not …
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not work. What a braindead talk. White people are the minority? There are 1000 cities with vast majority of white people...one area it is not the case and they say "Oh no, canada is not white anymore". Always the same strategies LOL...Sidenote: Canada was originally exactly NOT white as european immigrants stole it. Period. Canada was built by immigrants and with colonial money from india.
Identity Attack0.55044734
Insult0.4986907
Profanity0.11725569
Threat0.011120236
Severe Toxicity0.023880709
Moderate 0.51869136 Moderate Con 0.389 Identity Attack Identity_Assertion
Dec 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it …
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it hadn't been a farming town for decades. Hell, when we moved here the Bramalea part of the city had a population well over 18,000 people, never mind Brampton as a whole. And that old church you talked about was a synagogue. I know because I grew up a few blocks from there in Professors Lake.
Identity Attack0.11512129
Insult0.4339631
Profanity0.5188411
Threat0.012337137
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.701
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Please keep your racist, classist, simplistic, propaganda in the US. You should be ashamed of this channel and the hate you spread. We don't want your authoritarian xenophobia spreading up into Canada!
Please keep your racist, classist, simplistic, propaganda in the US. You should be ashamed of this channel and the hate you spread. We don't want your authoritarian xenophobia spreading up into Canada!
Identity Attack0.36942887
Insult0.5130944
Profanity0.048425674
Threat0.010628296
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.303 Insult Moral_Argument
Feb 27, 2026 6 likes Inside Canada's Indian Invasion...
Lazy canadian. They don't work. They live on govt funds n investment abroad. Never worked. Mechanic, driver, shopkeeper, mall worker, nurse, doctor, IT guys. All r immigrants. Future is bleak.
Lazy canadian. They don't work. They live on govt funds n investment abroad. Never worked. Mechanic, driver, shopkeeper, mall worker, nurse, doctor, IT guys. All r immigrants. Future is bleak.
Identity Attack0.5135796
Insult0.5130944
Profanity0.052934792
Threat0.00823333
Severe Toxicity0.023076924
Moderate 0.51869136 Low Con 0.214 Identity Attack Insult Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
Pojeets needs dung and urine 🐮🐮
Pojeets needs dung and urine 🐮🐮
Identity Attack0.17303948
Insult0.54471385
Profanity0.41194582
Threat0.34804323
Severe Toxicity0.44860926
Moderate 0.51869136 Low Con 0.2 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
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 …
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...
I worked at a bank. I seen the amount of money refugees and immigrants receive. A family that was brought to my town from another country due to "grape" of the daughters, was given enough …
I worked at a bank. I seen the amount of money refugees and immigrants receive. A family that was brought to my town from another country due to "grape" of the daughters, was given enough money for them to have fur coats, shopping galore and the Dad was a scary perv who I was warned by his son was dangerous. And that's the kind of people they use our tax dollars to bring here. I can't afford to live and yet they can live for free while he s harasses females?? It's disgusting
Identity Attack0.41222036
Insult0.54471385
Profanity0.15019037
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.51869136 Constructive 0.635 Insult
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Yes. Fund the CBSA. I’d rather it go to border security than to free housing and benefits to foreigners. Deport the misery. Canada isn’t the garbage bin of the third world.
Yes. Fund the CBSA. I’d rather it go to border security than to free housing and benefits to foreigners. Deport the misery. Canada isn’t the garbage bin of the third world.
Identity Attack0.41222036
Insult0.5393265
Profanity0.13432594
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.46 Insult
Dec 23, 2025 13 likes Deportations From Canada at Their …
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
they drive bad because they got fake permit and same for the truck driver theey have fake cdl and they flood the trucking market , just a bunch of scammer.
Identity Attack0.018771807
Insult0.5739874
Profanity0.10301965
Threat0.008259222
Severe Toxicity0.012283325
Moderate 0.51869136 Low Con 0.19 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian either spam garbage or scam money..🥹
Indian either spam garbage or scam money..🥹
Identity Attack0.5135796
Insult0.4794537
Profanity0.32658687
Threat0.045572113
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.181 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under …
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under the boot of the racist Indian government
Identity Attack0.4508763
Insult0.56997263
Profanity0.24910301
Threat0.13228847
Severe Toxicity0.10702737
Moderate 0.51869136 Moderate Con 0.347 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
The guy on the bike referring himself to “poor white trash” is the saddest thing to happen to society
Identity Attack0.48915586
Insult0.5130944
Profanity0.3051381
Threat0.0100069
Severe Toxicity0.02373986
Moderate 0.51869136 Low Con 0.287 Insult Moral_Argument
Jan 27, 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...
4:51 it says it all right here! At least it's not the Muslims and Africans. 😆
4:51 it says it all right here! At least it's not the Muslims and Africans. 😆
Identity Attack0.6007182
Insult0.30326313
Profanity0.17334256
Threat0.019746035
Severe Toxicity0.04666401
Moderate 0.51869136 Low Con 0.207 Identity Attack Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
P@j33ts hindus spreading dirt 😂😂
P@j33ts hindus spreading dirt 😂😂
Identity Attack0.55044734
Insult0.5130944
Profanity0.32965264
Threat0.108496375
Severe Toxicity0.44787344
Moderate 0.51869136 Low Con 0.201 Identity Attack Insult Unverified_Claim
Feb 28, 2026 6 likes Inside Canada's Indian Invasion...
You sold your own country but you blame Trump for all the trash in the world
You sold your own country but you blame Trump for all the trash in the world
Identity Attack0.1508922
Insult0.54471385
Profanity0.11725569
Threat0.0073789097
Severe Toxicity0.014705247
Moderate 0.51869136 Low Con 0.217 Insult Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a …
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a region. Economic growth is good, and if you dont like that, move to a rural city that has no opportunities. A lot seen her is racism, and them saying its not racism dosn't mean anything.
Identity Attack0.32768643
Insult0.5362655
Profanity0.33453682
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.51869136 Constructive 0.645 Insult Moral_Argument
Mar 3, 2026 2 likes Inside Canada's Indian Invasion...
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...
Yes please end the sponsorship immigrants and all other immigrants coming in and kick the frauds out and the illegals and insyilam seekers KICK THEM OUT
Yes please end the sponsorship immigrants and all other immigrants coming in and kick the frauds out and the illegals and insyilam seekers KICK THEM OUT
Identity Attack0.54996765
Insult0.36798462
Profanity0.15195307
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.269 Identity Attack Threat Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
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...
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...
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.