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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: "The only people you should …" 4,268 comments · Page 52 of 171
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...
9:29 Dude what are you harrassing that guy? Why did you come here ? He didn't come here coz of you. He came here for his reasons okay. That's like me holding up your collar …
9:29 Dude what are you harrassing that guy? Why did you come here ? He didn't come here coz of you. He came here for his reasons okay. That's like me holding up your collar for every crime commited by white people across Americas its like you're trying to provoke people against each other
Identity Attack0.38215697
Insult0.21368977
Profanity0.19278693
Threat0.05721026
Severe Toxicity0.023076924
Moderate 0.42129645 Constructive 0.543
Jan 17, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
We shouldn't have to support an immigrant at all! They shouldn't get one red cent from our government! They are breaking federal law by being here illegally. We're on the verge of becoming a third …
We shouldn't have to support an immigrant at all! They shouldn't get one red cent from our government! They are breaking federal law by being here illegally. We're on the verge of becoming a third world county because we've being flooded with these people.
Identity Attack0.48949075
Insult0.27558193
Profanity0.041912504
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.372
Dec 21, 2023 3 likes How much do refugees and …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting …
Funny ! How this guy is calling it as a " INVASION " when all of these indian people entered canada legally and assimilated into canadian culture . I reguard this vlog as an disgusting attempt to smear and tarnish the reputation of Good honest and hard working south asians .
Identity Attack0.4482637
Insult0.39743927
Profanity0.07708528
Threat0.00933372
Severe Toxicity0.018449519
Moderate 0.41910073 Constructive 0.573 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Id rather accept indien than middle east. Look at europe like sweden. Shooting everyweek and killing. Gang connected with Iran regime support. I love indien people they are respectful
Id rather accept indien than middle east. Look at europe like sweden. Shooting everyweek and killing. Gang connected with Iran regime support. I love indien people they are respectful
Identity Attack0.46028158
Insult0.1711343
Profanity0.16217725
Threat0.44185185
Severe Toxicity0.03590374
Moderate 0.41910073 Constructive 0.512 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton has been Brown Town since the 90s and nothing wrong with that. Same thing happend in Surrey in BC. The mass immigration of Indians lately to these areas is because that's where their beachhead …
Brampton has been Brown Town since the 90s and nothing wrong with that. Same thing happend in Surrey in BC. The mass immigration of Indians lately to these areas is because that's where their beachhead is so to speak. The problem is the low quality of immigrants. For some reason the new influx are like the gypsies of the Indian people. They are scammers and cheaters. Other Indians don't want them around either. Look at the politicians and the government administrators, the college deans that had 9/1 Indian to Canadians. They aren't held accountable. They got promotions.
Identity Attack0.458714
Insult0.4339631
Profanity0.15812257
Threat0.013269233
Severe Toxicity0.023076924
Moderate 0.41910073 Constructive 0.55 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. …
They're living here now,after few years they claim Canada is theirs and even say they founded canada and all indigenous people were indians like they say here in the USA such a 💩jeet history manipulators. Don't underestimate them save your lands from these punjabi invasion will they tolerate if we do the same there?
Identity Attack0.46028158
Insult0.40243408
Profanity0.19893537
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.481 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Canada was built by white people and must stay WHITE !!
Canada was built by white people and must stay WHITE !!
Identity Attack0.49584505
Insult0.1798321
Profanity0.0569429
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.41910073 Low Con 0.183 Identity_Assertion
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Is just like with the immigration with Mexico and everywhere else in the world their own people don't want them in the places that they're being immigrant in their own people don't want them there …
Is just like with the immigration with Mexico and everywhere else in the world their own people don't want them in the places that they're being immigrant in their own people don't want them there they want nothing to do with them because they're bad people
Identity Attack0.46028158
Insult0.35161978
Profanity0.14049543
Threat0.009877442
Severe Toxicity0.021548226
Moderate 0.41910073 Moderate Con 0.415 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic …
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic cleansing that all the parties are on. SAVE US AMERICA OR YOU WILL BE NEXT. The Punjabis already created a Brampton in California - Yuba city outside of Sacramento. Thats where the Punjabi truck driver fled to after killing people in Florida with his illegal u turn. SAVE US.
Identity Attack0.46028158
Insult0.34782293
Profanity0.0838743
Threat0.2836219
Severe Toxicity0.023692908
Moderate 0.41910073 Moderate Con 0.491 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Every time a liberal is asked the question they either lie or they’re too incompetent even have the information. People are voting for them are complicit.
Every time a liberal is asked the question they either lie or they’re too incompetent even have the information. People are voting for them are complicit.
Identity Attack0.10221587
Insult0.48228607
Profanity0.039407436
Threat0.008362788
Severe Toxicity0.008087158
Moderate 0.41910073 Low Con 0.166
Oct 4, 2025 IRCC Names India in Study …
Rape is against are culture do ur research sir before u get to saying anything. And white people hold highest arrest percentage for rape and sexual assault in the U.S.
Rape is against are culture do ur research sir before u get to saying anything. And white people hold highest arrest percentage for rape and sexual assault in the U.S.
Identity Attack0.44690517
Insult0.19734058
Profanity0.18417911
Threat0.1575099
Severe Toxicity0.023076924
Moderate 0.41690505 Moderate Con 0.493 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
White people crying about replacing themselves 😂😂 You did this to yourselves
White people crying about replacing themselves 😂😂 You did this to yourselves
Identity Attack0.458714
Insult0.18852992
Profanity0.13256322
Threat0.019918699
Severe Toxicity0.02296847
Moderate 0.41445592 Low Con 0.221 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and …
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and places to stay" is absurd that's misinformation, they neve get free hotels those are for europe and african refugees the indians temporarily move into overcrowded houses or apartments until they familiarize with the new country so they can minimize sky high rents and find friends and support but eventually move to their own condos as soon as they finish their courses and land jobs. Funniest of all 8:59 He says "they roam naked?" never saw indians naked here the only person naked is you man. Get well soon.
Identity Attack0.3825363
Insult0.35677677
Profanity0.2268346
Threat0.023026628
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.631 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Right. Christians in western countries, trying to be cool, rejecting the church. Outsiders come in take over empty churches to make mosques, and temples. Now they cry over it. White people don't make babies, create …
Right. Christians in western countries, trying to be cool, rejecting the church. Outsiders come in take over empty churches to make mosques, and temples. Now they cry over it. White people don't make babies, create labor shortage. Immigrants come to fill the gap. White people cry even more. White people don't go to schools to learn, earn useful degrees in Stem, medical etc. Immigrants come to replace. White people say its "great replacement". LOL See what I'm saying. THAT'S WHY. I HAVE THE ANSWER.
Identity Attack0.49032792
Insult0.26957804
Profanity0.14754629
Threat0.018537397
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.539 Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these …
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these people that are not Canadian, not born here, migrated here, and are doing so many sickening illegal things to OUR PEOPLE. Kidnappings. Abductions. Stalking single women. Stealing. Squatting in homes and properties. All that with no consequences. Zero. None. And yet they receive all the jobs. All the income. All the amenities that natural born true Canadians should receive and very well deserve. I have never understood why these immigrants all of a sudden bombarded our small towns and cities like swarms of rodents or insects and expect to be welcomed with open arms. It seemed like it happened overnight! I remember seeing a few immigrants wearing their traditional towel wrap things on their heads in a mall one day and I was okay with it. Figured they were tourists or something and then BAM there are THOUSANDS of them moving in our towns and act like they own the place. Trying to intimidate US! In our OWN COUNTRY! It really angers me from within but at the same time I don’t want to come off as a racist or a hater or wtv. I’m not a racist by any means, but I am a very protective Canadian and I love my people and my country and I will help do whatever it takes to protect my country from immigrants and them thinking that they can push us around, intimidate us and try to act superior when they are the ones pretty much INVADING our beautiful, peaceful country. I am a PROUD CANADIAN SON. Pardon my long rant. Love, Peace and Unity 👊🏽 #nativecanadianpride
Identity Attack0.46028158
Insult0.38406035
Profanity0.07255927
Threat0.13262562
Severe Toxicity0.023411209
Moderate 0.41168427 Constructive 0.713 Fear_Threat
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
All of these immigrants should stop fleeing their country and revolt like Black Americans did so they can be in the United States. Black Americans built this country and all these people would not be …
All of these immigrants should stop fleeing their country and revolt like Black Americans did so they can be in the United States. Black Americans built this country and all these people would not be here if it wasn't for our civil rights movement✊🏽 we built the country and everybody thrives off the fruits of our labor😏
Identity Attack0.50515443
Insult0.24928534
Profanity0.08613731
Threat0.012440704
Severe Toxicity0.023076924
Moderate 0.41168427 Constructive 0.576 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Mostly white people abuse the system. Even Charlie Kirk as said Chinese and Indians work harder in our great country USA USA USA
Mostly white people abuse the system. Even Charlie Kirk as said Chinese and Indians work harder in our great country USA USA USA
Identity Attack0.49855098
Insult0.24561718
Profanity0.104876526
Threat0.009696201
Severe Toxicity0.018578632
Moderate 0.41168427 Moderate Con 0.45
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
People in india are dishonest and do lot of farud, i always think why they abuse system, i found that lack of resources and opportunites make them to do so. And the only reason is …
People in india are dishonest and do lot of farud, i always think why they abuse system, i found that lack of resources and opportunites make them to do so. And the only reason is Over population.
Identity Attack0.46028158
Insult0.38852
Profanity0.18294942
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.41168427 Constructive 0.532 Identity_Assertion
Sep 28, 2025 IRCC Names India in Study …
50% of East Indians are Muslims my problem is not with people its with religions and not just 1
50% of East Indians are Muslims my problem is not with people its with religions and not just 1
Identity Attack0.5135796
Insult0.19500497
Profanity0.12903778
Threat0.013372798
Severe Toxicity0.023129508
Moderate 0.41168427 Moderate Con 0.441 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate …
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate violence against women. Indians are fine. I used to hang out with the Hare Krishnas and they were very nice people. Bonus: most Indians are vegetarian. 🙂
Identity Attack0.49855098
Insult0.24928534
Profanity0.08840031
Threat0.043955702
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.709 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport all illegal fraud people in the name of student shame on them
Deport all illegal fraud people in the name of student shame on them
Identity Attack0.38318536
Insult0.36537176
Profanity0.10425757
Threat0.13815513
Severe Toxicity0.022452017
Moderate 0.41168427 Low Con 0.18 Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
Time stamp: 2:25-2:29 you two gentlemen and myself "men of no color" are the minority. Buddy white IS a COLOR. Why do y'all continue saying that?. As IF white isn't a color. You should just …
Time stamp: 2:25-2:29 you two gentlemen and myself "men of no color" are the minority. Buddy white IS a COLOR. Why do y'all continue saying that?. As IF white isn't a color. You should just have said us White people are the minority in our own country. 😂😂😂
Identity Attack0.48915586
Insult0.23237456
Profanity0.097129054
Threat0.011741633
Severe Toxicity0.02296847
Moderate 0.41168427 Moderate Con 0.483 Meta_Commentary
Sep 20, 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.