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: "The only way to avoid …" 10 comments
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I avoid gen z AT ALL COSTS!! The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
I avoid gen z AT ALL COSTS!! The sight of them gets on my nerves. The way they talk. The way they stare into their phones. And their uselessness.
Identity Attack0.08170113
Insult0.5678696
Profanity0.22653213
Threat0.019918699
Severe Toxicity0.023076924
Moderate 0.52811706 Moderate Con 0.404 Insult Identity_Assertion
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys …
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys at Munich to avoid engaging with any of the content of Rubio's speech. The left does this all the time, rather than offer any defense they just shout "racism" or "islamophobia" or "transphobia"
Identity Attack0.4482637
Insult0.5497792
Profanity0.12035047
Threat0.009463178
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.561 Insult Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent …
He wants to have a slave class to serve the elites. 95% of maid is white people. Now fast tracking citizenship for Chinese mercanary soldiers and taking our guns for the 3rd time and spent billions and aren't getting guns but this time they will and Chinese mercenaries have no ties so they will have no problem turning their guns on us. I believe he is planning a genocide of older people to save money on Healthcare after all death cures everything. His orange man bad narrative is going to come true if he thinks trump will put up with massive immigration and ccp soldiers in our military. Carney has so many conflicts of interest he is tanking canada on purpose so he can sell his green scam tech which surprise is owned by Brookfield a Canadian company which he moved to New York to avoid paying our high taxes. He is the biggest security threat to canada ever he is a madman ,arrogant prick that needs to go to jail along with his gangster liberal buddies. I cant believe how lefties believe his b.s every word out of his mouth is a lie. He attacks Pierre and he is not the government and says its a global problem. No its liberal mismanagement and corruption. The election is over after ontario and quebec votes because its gerrymandered with not enough seats out west because they think we are children and we pay the bills and no immigrants are working i get taxed 1500 on my 1450 pension to pay for these parasites. Carney talks out of the side of his mouth id love to play poker with him he cant lie worth shit. There is no way these policies are put in for any reason other than to impoverish us they are ridiculous. How about the teacher in hope b.c who got a 750,000 fine for a perfectly reasonable post about trans insanity. They say they are going to give it to lgbq+ offended teachers. You disagree with the government narrative they freeze your bank account, cancel you and bankrupt you all in violation of the charter of rights and freedoms. There not even trying to hide their dictatorship with their new kings clause where a company thats in with pm can basically break Canadian laws if pm says so. I hope ee get invaded i will never go to a hospital to die . In ontario 65 people got maid in 24 hours without talking to family and without life threatening conditions. This guy is a co trol freak has to be stopped now
Identity Attack0.43896464
Insult0.38852
Profanity0.1184936
Threat0.27243137
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same conclusion. Immigrants are interrogated about their presence and legality, while others are invited to pass judgment on them. When racial stereotypes are voiced, you don’t challenge them — you laugh. That’s not an accident, and it’s not neutral. You clearly understand that housing shortages, sanitation issues, and infrastructure strain are the result of policy failures and poor planning. Yet you repeatedly avoid those causes because blaming systems doesn’t generate clicks the way racial implication does. Reducing complex, structural problems to identity isn’t investigative — it’s lazy, cynical, and intellectually shallow. When a city worker gives a grounded response that doesn’t fit the narrative you’re pushing, it’s brushed aside. When visuals can be used to imply blame, they’re highlighted. That pattern makes the “just asking questions” defense ring hollow. This isn’t exposing truth — it’s manufacturing outrage and calling it journalism. With your reach, that’s not just irresponsible, it’s embarrassing. You're not a journalist but just a racist. That's all
Identity Attack0.1064171
Insult0.123407245
Profanity0.022354934
Threat0.007961469
Severe Toxicity0.004272461
Low Tox 0.22043827 Constructive 0.527 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, illegal immigration = 0 🟢By end of 2026, temporary residents with expired and illegal status = 2.6 million ⏳Illegal immigration is promoting a vast underground economy and destroying Canada each day. *20,000 deportations/year is just a drop in the bucket-it needs to be 100,000+ for real change.* ✈💥
Identity Attack0.068465814
Insult0.06529768
Profanity0.01764096
Threat0.009281937
Severe Toxicity0.0035095215
Low Tox 0.15158679 Moderate Con 0.449 Policy_Critique
Feb 25, 2026 'We do know that there's …
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
Identity Attack0.035331827
Insult0.017420914
Profanity0.019007329
Threat0.008427517
Severe Toxicity0.0019168854
Low Tox 0.062236045 Constructive 0.61 Personal_Narrative
Dec 22, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
Hm...I'm sure there must be some easy way to avoid the hassle and risk of visiting Magastan...hmm...
Hm...I'm sure there must be some easy way to avoid the hassle and risk of visiting Magastan...hmm...
Identity Attack0.00007427238
Insult0.0003688675
Profanity0.000036640064
Threat0.000027363732
Severe Toxicity0.000001954854
Low Tox 0.00087357656 Humor_Satire
Dec 26, 2025

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.