Skip to content
Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# 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: "As a European I must …" 8 comments
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...
These white Europeans OCCUPIERS act like canada land beings to them they are not even natives of Canada if they have occupied than others have to right to occupy too... And for indians they are …
These white Europeans OCCUPIERS act like canada land beings to them they are not even natives of Canada if they have occupied than others have to right to occupy too... And for indians they are peaceful people...and Punjabis are good for community they feed homeless people for free. You must hate muslims not hindus or indians..they are peace loving people
Identity Attack0.5051593
Insult0.26957804
Profanity0.07805514
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.575 Identity Attack
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Trudeau convinced millions that if we speak up about mass immigration we are all racists. He has told us in 2017 that White European ppl disgust him and we must be replaced and we will …
Trudeau convinced millions that if we speak up about mass immigration we are all racists. He has told us in 2017 that White European ppl disgust him and we must be replaced and we will be replaced. He has said we have no core identity and are the “first post national state”. These liberals let illegals in knowing they have a fake asylum claim but let them in and give them free housing free food free healthcare free money to the tune of $224 bucks a day. It takes near 4 years to have an asylum claim heard in Canada. So they are paid well over $320,000 bucks. And nobody wants to talk about this but these covid shots sterilizes males and females. But immigrants be it legal or illegals We’re not mandated to take the shots. I just read a piece on substack. I highly recommend you find it and read it. Quote Leaked internal Pfizer documents have revealed a disturbing truth: the vaccine’s greatest impact may not be on the lungs, but on the future of human reproduction. LIONESS OF JUDAH MINISTRY SEP 09, 2025 End Quote Quote: It’s titled Pfizer knew mRNA nanoparticles attack baby boys testes, damaging masculinity and fertility for generations.
Identity Attack0.33060804
Insult0.26957804
Profanity0.04516909
Threat0.009929225
Severe Toxicity0.0126394415
Moderate 0.33504707 Constructive 0.54 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should condemn other areas as well that are majority of immigrants. Vaughn area is filled with Chinese people no one makes a fuss about it. They ain't speaking english, they aint serving American junk food everywhere, yet Indians are a problem. The community has vices, but justifying xenophobia with that is awful. European descendant people came here and took over native Canadians. Can't think how it must've felt for them. That was unarguably way worse than the current immigration system. My point being its a problem against a specific community is not really being uncomfortable for the sake of the country but purely out of spite and racism. I can see the concerns but not when they stereotype every Indian.
Identity Attack0.28622448
Insult0.16868424
Profanity0.054938845
Threat0.007870848
Severe Toxicity0.007896423
Low Tox 0.26859093 Constructive 0.862
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I am indian still i am against taking over any other country. European counties must rethink about illegal and also legal immigrants
I am indian still i am against taking over any other country. European counties must rethink about illegal and also legal immigrants
Identity Attack0.17536941
Insult0.032909457
Profanity0.027547138
Threat0.009540852
Severe Toxicity0.004348755
Low Tox 0.17545098 Constructive 0.519 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. Europeans just didn't stop their they openly slaughtered and put small children in residential schools where many lost lives and are still living with generational trauma. India was doing fine before british came in and lynched the economy to feed industrial revolution in west. I have seen Finnish, croatian, greek, polish, italian, german cultural centers and businesses serving their communities in Canada. Can we also say that they should assimilate in Canadian culture? What is even Canadian culture? It is the "The Canadian Charter of Rights and Freedoms", read that thing and the history if you are not familiar. I do acknowledge that there is massive influx of immigrants in a short span which govt. did to compensate for labor needs but they did not invest in infrastructure and orientation of immigrations. I have worked with Canadians in their 60s vs 20s, there was a huge difference in work ethic. My white manager relied on me and my another friend for closing or opening shift than some local preveliged kids. I am in support of deporting illegals but let's educate who are here legally. Collaborate with communities to voice out your concerns and look at the positive impact immigrants have made in past decades.
Identity Attack0.105256535
Insult0.06582214
Profanity0.028913507
Threat0.04524883
Severe Toxicity0.0063705444
Low Tox 0.17285149 Constructive 0.853 Moral_Argument
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can then fight our 2nd enemy called law enforcement then those of us who are lucky to still be alive can then fight the 3rd face called immigration. This isnt easy and many of us will die but we must do things for the greater good and this war will be long. As European descendants we must always remember the fact that our forefathers never left home soil voluntarily they were kicked out and sent here as so called criminals. They built the country to what it was up until the 1980s then the soft Canadians who only survived thanks to the strong and brave decided wokeness needed to happen and thus here we are today
Identity Attack0.04512853
Insult0.0350029
Profanity0.015386449
Threat0.020782012
Severe Toxicity0.0030899048
Low Tox 0.1104733 Constructive 0.612 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. Just look at the Eastern Europeans in Canada, they and their Canadian born children and grandchildren have learned and speak English language fluently. In Canada, people speak English and French. The British and the French values must be upheld. God save the King.
Identity Attack0.031722516
Insult0.014580919
Profanity0.010365041
Threat0.007534259
Severe Toxicity0.0018882751
Low Tox 0.04711028 Constructive 0.54 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.