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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

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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.

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Active: "You found a very racist …" 15 comments
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Identity Attack0.6007182
Insult0.7827088
Profanity0.41375932
Threat0.010110466
Severe Toxicity0.16960317
Toxic 0.8252207 Low Con 0.166 Identity Attack Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you …
You know Tyler I've watched some of your videos and I found them very educational. I have watched some other creators who have called you racist. This particular video is fucking racist!! I'm sure you think this is "real journalism" it really isn't! How the world is today you fit perfectly into it. Pathetic!!!
Identity Attack0.37152436
Insult0.65865606
Profanity0.57236236
Threat0.025616571
Severe Toxicity0.35368225
Toxic 0.8115627 Constructive 0.641 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro found the one autistic racist guy.
Bro found the one autistic racist guy.
Identity Attack0.49584505
Insult0.6051471
Profanity0.2268346
Threat0.0101363575
Severe Toxicity0.043077253
Moderate 0.61223894 Low Con 0.152 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
You found a very racist white on your video. Congratulations.
You found a very racist white on your video. Congratulations.
Identity Attack0.5274064
Insult0.38852
Profanity0.16217725
Threat0.010964886
Severe Toxicity0.023645958
Moderate 0.51980776 Low Con 0.238 Identity Attack Meta_Commentary
Jan 29, 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...
If a criminal is banned in india, He or She will be found here Looting other's Reputation and then the word will showcase "Indian's are Dirty & Racist"
If a criminal is banned in india, He or She will be found here Looting other's Reputation and then the word will showcase "Indian's are Dirty & Racist"
Identity Attack0.5502601
Insult0.5015486
Profanity0.28249276
Threat0.09776353
Severe Toxicity0.16760159
Moderate 0.50503236 Low Con 0.28 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler found the most racist Canadian that exists
Tyler found the most racist Canadian that exists
Identity Attack0.48915586
Insult0.4339631
Profanity0.094219476
Threat0.009126588
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.261
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
Identity Attack0.46028158
Insult0.4339631
Profanity0.17803068
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.47323486 Moderate Con 0.342 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I found that conservative super racist and totally tried to mis represent the facts. Sounds about right
I found that conservative super racist and totally tried to mis represent the facts. Sounds about right
Identity Attack0.36702603
Insult0.3388922
Profanity0.098067984
Threat0.009074804
Severe Toxicity0.013155893
Moderate 0.37751234 Moderate Con 0.399
Oct 1, 2025 IRCC Names India in Study …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler found a racist guy on a bike and built a video around it
Tyler found a racist guy on a bike and built a video around it
Identity Attack0.27914262
Insult0.16839184
Profanity0.16031636
Threat0.0475118
Severe Toxicity0.018836858
Moderate 0.36043653 Low Con 0.247 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally …
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally not able to be found, as the government is very corrupt and hides the data officially. The upcoming census 2026 is going to be DISGUSTING. 2021 and beyond the rate of forced migration was south asians taking up 60 percent of the immigrants, how is that reasonable, nor racist, and how can we even vet these people properly to have quality assimilants?
Identity Attack0.2839175
Insult0.26957804
Profanity0.064458095
Threat0.010110466
Severe Toxicity0.010757446
Moderate 0.32397532 Constructive 0.553 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I can understand the immigration problem in your country. The problem I have is where people would use immigration as a cover for being racist. If you want to assimilate immigrants in your country, it …
I can understand the immigration problem in your country. The problem I have is where people would use immigration as a cover for being racist. If you want to assimilate immigrants in your country, it would take a while. They will need time and patience. Likely their children will be more assimilated if they were young or born there. A lot of immigrants who are white in your country and your history likely took time for them to assimilate. But their children were likely already assimilated. Also, don’t blame the immigrants for the actions of your government. And yes, your country is changing and it happens all the time when you are nation founded by immigrants. For some of you who think the system isn’t working I get that. But for those who find it a problem when they are not white, just say it.
Identity Attack0.28883415
Insult0.083112895
Profanity0.06195303
Threat0.009799767
Severe Toxicity0.008850098
Low Tox 0.2553839 Constructive 0.732 Moral_Argument
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of …
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of being branded racist. A large number of these individuals have arrived with fake diplomas, and nobody dares verify them. Why? Because even questioning their credentials risks backlash and accusations of discrimination. And when the diplomas are real, the educational standards often don't measure up, resulting in subpar performance and poor-quality service. Many arrive under the pretense of being students, legally allowed to work only 20 hours a week. But they bypass this by exploiting loopholes in shift trading policies at major Canadian companies, racking up 40+ hours a week with ease. This isn’t disorganized opportunism, it's calculated and coordinated. Their communities are becoming increasingly unified and powerful, turning into breeding grounds for corruption, ethnic nepotism and tribalism. They use their community ties and visible minority status to fast-track into positions far beyond their skill or experience levels. Once inside, they bring in more of their own, creating insular hiring circles designed to shield and advance one another, regardless of merit!
Identity Attack0.051126
Insult0.08410009
Profanity0.027547138
Threat0.008531082
Severe Toxicity0.0037956238
Low Tox 0.17458448 Constructive 0.607 Unverified_Claim
Jun 22, 2025 How Canada broke its immigration …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post graduate degree, in IT - one of the first things I did was watch, listen and learn how things are done here. Quickly acquired accent neutrality. Please and thank you . Not litter every where. I came here on my own. Nobody requested me to come here. I considered it a privilege and I took it as my obligation to integrate, not import my values or culture here. I worked, paid my taxes and never expected a handout from anybody or from the government. I loved to be the brown dot in a sea of white. I loved my new country. After the pandemic years, things have changed. There has been a sudden browning of Canada. I didn't leave India 40 odd years ago for India to come to me. NO, I am not being racist and it is not just the visual browning either. The loud, non English speaking, profusely littering, rude, entitlement-minded, anti-social, riffraff that seem to have found their way here displacing the native, white Canadians. I so miss the "eh". I miss the polite society. Wherever I go, I see a sea of immigrants speaking their own tongue. Rude, misbehaved. Cutting you off in line. Discarding the shopping cart any where they please. I am getting older every year and I do not want to die in a country that is suddenly so foreign to me. I would love my old Canada back, please. I want my "eh"s back please. I did my part in the last elections, but lost out to "them". Are we at a point, where we can never get the old Canada back??????
Identity Attack0.062039822
Insult0.034341812
Profanity0.052934792
Threat0.009877442
Severe Toxicity0.0045776367
Low Tox 0.11202335 Constructive 0.754
Aug 25, 2025 8 likes Why Canadians Are Turning Against …

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.