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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 #}

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Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "We hate this! We definitely …" 11 comments
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Identity Attack0.109318495
Insult0.6109131
Profanity0.3938786
Threat0.010654188
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.281 Insult Meta_Commentary
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily …
This video is dangerous. I am definitely Unsubscibing. Do better, Tyler. U could do good with your footage, but you leave things way too open and lacking in deeply important nuance. These ciews can easily be used as bias leaning toward racism. Increase your understanding of xenophobia and these issues, please. You're spreading ignorance and hate with your work, while posing as being impartial. The lowest thing u could do.
Identity Attack0.08583717
Insult0.36798462
Profanity0.10920923
Threat0.011223801
Severe Toxicity0.016706496
Moderate 0.4269174 Constructive 0.705 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Westerners, aren't having children, because we can't afford to. The more immigrants that enter, makes it even more unaffordable for westerners it is to have. On top of that, the constant demonization of (predominantly) white …
Westerners, aren't having children, because we can't afford to. The more immigrants that enter, makes it even more unaffordable for westerners it is to have. On top of that, the constant demonization of (predominantly) white people to hate the past, feminism, and queer theory being pushed, definitely doesn't help. I can't even go to a foodbank for a few basics, without a 3 hour wait from all the recent immigrants that don't speak English, and push their way thru lines
Identity Attack0.39773783
Insult0.16788013
Profanity0.055940874
Threat0.008738215
Severe Toxicity0.012207031
Moderate 0.3281604 Constructive 0.661 Economic_Argument
Aug 28, 2025 Why Canadians Are Turning Against …
I lived in Brampton for 25 years, so I would like to weigh in. We definitely have an extremely large indian population here. There are a lot of upsides and downsides to that. Some of …
I lived in Brampton for 25 years, so I would like to weigh in. We definitely have an extremely large indian population here. There are a lot of upsides and downsides to that. Some of my best friends are Indian immigrants, some of the people I hate the most are also indian immigrants. With any large group of people, you will always have examples of exceptionally nice people, but also horrible people. Something I noticed a lot recently is that newer immigrants are a lot less interested in learning about Canadian culture, norms, and integration. A lot of my longtime indian friends learnt the Canadian culture, Canadian norms, and wish to work with Canadians. They celebrate christmas, are respectful and polite, and are otherwise outstanding Canadian Citizens. A lot of the newer problems in Brampton can make it unattractive for others. Lots of loud music blaring, street racing waking you up at 4am in the morning, fireworks at 3am for no apparent reason, etc.
Identity Attack0.36702603
Insult0.1669316
Profanity0.15812257
Threat0.01254427
Severe Toxicity0.014705247
Low Tox 0.2854903 Constructive 0.842
Nov 5, 2025 223 likes Inside Canada's Indian Metropolis (Brampton)
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 …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on the internet who lose it on me for no reason at all. The most hateful people i have met online have been canadians. I have talked to american gr0ypers online on platforms like discord and omegle etc... and they've been more respectful, polite and friendly than so called "liberal" canadians. Some of them i even befriended. This is sad. What a sorry state it would be to live in one of these canadians mind. Filled with hate against one particular peoples. All of this hate that i have received will only make me definitely avoid to visit canada at all costs!
Identity Attack0.23998553
Insult0.1640896
Profanity0.055940874
Threat0.008272167
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
This is definitely spreading hate through media
This is definitely spreading hate through media
Identity Attack0.052944973
Insult0.04207976
Profanity0.060951006
Threat0.010084574
Severe Toxicity0.0051498413
Low Tox 0.20839658 Moderate Con 0.31 Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after …
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after watching social media and act out that hate.
Identity Attack0.078392304
Insult0.06921569
Profanity0.017026093
Threat0.007961469
Severe Toxicity0.002822876
Low Tox 0.17545098 Constructive 0.628 Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.