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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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Active: "Its not the people who …" 4,268 comments · Page 84 of 171
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I …
HALT! This is as far as you go, buddy! Ahead of you lies the great kingdom of Canada! It is accessible only to the most noble and valiant of people. Oh no you don't! I can see that you are not Canadian. And there is only one way a non-Canadian can ever hope to enter the gates of our country. You must go back to your land and return here with... A passport. Ah, I see you have a passport! All right, hand it over.
Identity Attack0.28034934
Insult0.16795322
Profanity0.032643758
Threat0.013528148
Severe Toxicity0.014188796
Moderate 0.30716252 Moderate Con 0.346 Humor_Satire
Dec 6, 2025 Why Canadians Are Turning Against …
I went to Halifax for appointments and went into a restaurant while I was there. an Indian with a huge curved knife came in. Perfectly legal for them all because "it's a part of their …
I went to Halifax for appointments and went into a restaurant while I was there. an Indian with a huge curved knife came in. Perfectly legal for them all because "it's a part of their culture" While other people can't even carry pepper spray. Unacceptable.
Identity Attack0.36942887
Insult0.12883772
Profanity0.035399333
Threat0.035113025
Severe Toxicity0.013607788
Moderate 0.30716252 Constructive 0.735 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern …
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern in my classes in school. To the point where u cant get a job cant rent a place because they cater to their own race. Allot are decent people but when your told u have to speak hindi to get a job. Its discriminatory and biased. They're racist towards anyone from a diffrent race period, i watched the city fall into an ethnoburb and i refuse to feel like a minority in my own home town.
Identity Attack0.33060804
Insult0.17486192
Profanity0.1184936
Threat0.01254427
Severe Toxicity0.014640691
Moderate 0.30716252 Constructive 0.702 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of …
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of the people you see are legal immigrants , the government gives half a million PRs every year.
Identity Attack0.3802808
Insult0.11616662
Profanity0.022013342
Threat0.006686311
Severe Toxicity0.008049011
Moderate 0.30716252 Constructive 0.517
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm Canadian, and this is so true, but we have to take some accountability and start having having families again. White people in this country aren't making babies🤷‍♀️ unfortunately, this is the consequence. Also, the …
I'm Canadian, and this is so true, but we have to take some accountability and start having having families again. White people in this country aren't making babies🤷‍♀️ unfortunately, this is the consequence. Also, the guy on the bike is based lol
Identity Attack0.37082586
Insult0.123407245
Profanity0.06145202
Threat0.008556974
Severe Toxicity0.01083374
Moderate 0.30716252 Constructive 0.664 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
why you only talking with people who don't speak English properly, stop showing all bad stuff and eating the views on Indians.
why you only talking with people who don't speak English properly, stop showing all bad stuff and eating the views on Indians.
Identity Attack0.28034934
Insult0.16195811
Profanity0.06345607
Threat0.010395273
Severe Toxicity0.00869751
Moderate 0.3057765 Low Con 0.3 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
That "basement" you went into in the start of the video is a literally meth lab. All the drug addicts hang out there, most of these "homeless" people do not want to work. They've ruined …
That "basement" you went into in the start of the video is a literally meth lab. All the drug addicts hang out there, most of these "homeless" people do not want to work. They've ruined Brampton downtown
Identity Attack0.027815815
Insult0.26196828
Profanity0.041661996
Threat0.010576514
Severe Toxicity0.007133484
Moderate 0.3057765 Moderate Con 0.477 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
And the British occupied , lived and sucked every drop of blood from India for 190 years? How about that? How about being reminded that Canada was formed by wiping out Bethouks, many other indigenous …
And the British occupied , lived and sucked every drop of blood from India for 190 years? How about that? How about being reminded that Canada was formed by wiping out Bethouks, many other indigenous peoples?
Identity Attack0.2331515
Insult0.191015
Profanity0.16078159
Threat0.032695748
Severe Toxicity0.016125489
Moderate 0.3057765 Moderate Con 0.422
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
what does this video have to do with african people 😢
what does this video have to do with african people 😢
Identity Attack0.31307843
Insult0.0573046
Profanity0.07643871
Threat0.011430934
Severe Toxicity0.013091337
Moderate 0.3057765 Low Con 0.268 Question
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of …
Trudeau ruined Canada….drugs, crime, now shootings in schools, lack of mental health care. NDP taxing the working class in BC….where did BC money go?? Crime at its worst….Pollution on hwy, back roads, speeding out of hand, dirty outhouses for tourists to gag at…..damaged trails not repaired…..BC housing to expensive for younger generations, lack of good paying jobs. NDP re elected….our budget received a “D”….funny how we ignore people living on streets or in tents “full of garbage”….theft issues with businesses even broken windows, fire issues. …..sad how BC is….born in BC 65 soon and this is not the BC I grew up in. Last 11 years deaths from drugs, has been excepted as a society…..no jail time for hard core criminals…..this is the reality behind the areas that are kept nice or had money invested into…..small towns were ignored…..little growth…or expansion ….list goes on ….so keep it real BC…why do we accept this as the “new normal”….? Where did our money go to…if you make over 50k…you’re being taxed more!! Yet food , and being taxed on every move we make down to water…..now more off working class people.
Identity Attack0.04538634
Insult0.26957804
Profanity0.026863953
Threat0.035458352
Severe Toxicity0.011444092
Moderate 0.3057765 Constructive 0.642
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Brampton has 52% indian people, and there are a lot of other cities where white people are the minority, makes canaduh the largest 3rd world country on the planet
Brampton has 52% indian people, and there are a lot of other cities where white people are the minority, makes canaduh the largest 3rd world country on the planet
Identity Attack0.38176915
Insult0.086852804
Profanity0.038906425
Threat0.0076507707
Severe Toxicity0.00957489
Moderate 0.30539915 Moderate Con 0.305
Sep 27, 2025 2 likes Why Canadians Are Turning Against …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
We need more illegals deported Thè problem is we don't enough people checking them.out before they come to Canada
We need more illegals deported Thè problem is we don't enough people checking them.out before they come to Canada
Identity Attack0.35624164
Insult0.11464815
Profanity0.020510335
Threat0.04233929
Severe Toxicity0.012703998
Moderate 0.30539915 Moderate Con 0.363 Policy_Critique
Dec 27, 2025 Deportations From Canada at Their …
The liberal party seem to be ANTI Canadian . Send these people home to apply from there.
The liberal party seem to be ANTI Canadian . Send these people home to apply from there.
Identity Attack0.2846865
Insult0.19500497
Profanity0.018734055
Threat0.010395273
Severe Toxicity0.007858276
Moderate 0.30539915 Low Con 0.156 Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
2:01 THE INDIAN GUY IS SPEAKING FACTS ITS NOT HARD TO UNDERSTAND <3 people act like they do not understand but really they just don't like it. People don't like it because it is unfamiliar, …
2:01 THE INDIAN GUY IS SPEAKING FACTS ITS NOT HARD TO UNDERSTAND <3 people act like they do not understand but really they just don't like it. People don't like it because it is unfamiliar, which is uncomfortable but it doesn't last long.
Identity Attack0.22063516
Insult0.082619295
Profanity0.10549548
Threat0.012026439
Severe Toxicity0.017029278
Moderate 0.30527395 Moderate Con 0.492
Jan 27, 2026 Inside Canada's Indian Invasion...
The more chaos you have the more the government benefits, and politicians are not looking after the peoples best interest they’re looking at they’re looking after their own bloodlines best interest, and enriching themselves in …
The more chaos you have the more the government benefits, and politicians are not looking after the peoples best interest they’re looking at they’re looking after their own bloodlines best interest, and enriching themselves in building their own family wealth with our money instead of actually being a public servant. That is the problem. This is why you need a big revolution around the world to kill off all these people that have their bloodline in the system for a very long time and these politicians are not anyone new. These are all from the same bloodline that are still in the system, just look at the United States almost 90% of everyone in politics in our country is a former slave owner‘s bloodline. How did that happen for 250 years they’ve been in the same position that needs to change these people need to be killed off. They need to be gone down.
Identity Attack0.1064171
Insult0.16766082
Profanity0.09001675
Threat0.34804323
Severe Toxicity0.018126737
Moderate 0.30527395 Moderate Con 0.419 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian people should blame their govt
Canadian people should blame their govt
Identity Attack0.36702603
Insult0.082372494
Profanity0.04792466
Threat0.013372798
Severe Toxicity0.008811951
Moderate 0.30527395 Low Con 0.249
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be …
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be the next Nas Daily soon.
Identity Attack0.019575719
Insult0.26395
Profanity0.04892669
Threat0.0076507707
Severe Toxicity0.0064468384
Moderate 0.30514878 Low Con 0.253 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
the mudsl!de people aren't meant to be near us W's we are superior and that has been proven time and time and time again by they themselves.
the mudsl!de people aren't meant to be near us W's we are superior and that has been proven time and time and time again by they themselves.
Identity Attack0.10221587
Insult0.21602537
Profanity0.22542313
Threat0.011327368
Severe Toxicity0.01483436
Moderate 0.30514878 Low Con 0.284
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. …
The next hail in Calgary that damagea cars and people's houses will in some way shape or form be an indians fault. So you lot are the developed country, you have the systems in place. You lot claim no corruption and the superior moral ground yet a villager from a 3rd world country is able to scam your system. Only Canadians can support this logic.
Identity Attack0.33060804
Insult0.18107465
Profanity0.022628209
Threat0.010938995
Severe Toxicity0.0090408325
Moderate 0.30502358 Moderate Con 0.333 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …

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.