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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: "I like this guy now" 257 comments · Page 6 of 11
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
That one white guy went OFF on Africans, like some of the things he said I haven't heard before but it's pretty interesting
That one white guy went OFF on Africans, like some of the things he said I haven't heard before but it's pretty interesting
Identity Attack0.4453683
Insult0.13969865
Profanity0.15724123
Threat0.05268431
Severe Toxicity0.02077355
Moderate 0.36867723 Moderate Con 0.389 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
14:50 This guy is just like Muhammad: Islam started with 360 IDOL Gods in the Kaaba, before he copied and stole monotheism from Jews, and got rid 359 of them --- keeping only Ala the …
14:50 This guy is just like Muhammad: Islam started with 360 IDOL Gods in the Kaaba, before he copied and stole monotheism from Jews, and got rid 359 of them --- keeping only Ala the Moon God.
Identity Attack0.3908055
Insult0.1669316
Profanity0.124631
Threat0.051067904
Severe Toxicity0.023076924
Moderate 0.3666224 Low Con 0.246
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is great, Indian/pakistani community is wonderful. You really shouldn't platform hate without checks and balances, makes it seem like you support them. That polish guy just sounds like a hater.
Brampton is great, Indian/pakistani community is wonderful. You really shouldn't platform hate without checks and balances, makes it seem like you support them. That polish guy just sounds like a hater.
Identity Attack0.34324843
Insult0.28791866
Profanity0.0913099
Threat0.008556974
Severe Toxicity0.01083374
Moderate 0.36095104 Constructive 0.695
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Why are people acting like the guy in the bike is some sort of genius? Or comedian. I mean fro starters, the dude thinks all africans are mentally challenged, that's just statistically wrong
Why are people acting like the guy in the bike is some sort of genius? Or comedian. I mean fro starters, the dude thinks all africans are mentally challenged, that's just statistically wrong
Identity Attack0.3817989
Insult0.2469859
Profanity0.16496858
Threat0.010395273
Severe Toxicity0.016319158
Moderate 0.34328604 Moderate Con 0.32 Moral_Argument
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
I have no words to describe the immigration lawyer guy. I'll let others do that. Canada owes these people nothing. They are here on a temporary basis and now must leave. I suspect some will …
I have no words to describe the immigration lawyer guy. I'll let others do that. Canada owes these people nothing. They are here on a temporary basis and now must leave. I suspect some will try to stay but most will go. Their options are miserable and likely far worse then in their home countries.
Identity Attack0.23163283
Insult0.34548226
Profanity0.027273865
Threat0.007857903
Severe Toxicity0.006790161
Moderate 0.3389984 Constructive 0.533 Policy_Critique
Jan 19, 2026 2 likes 2.9 million Canadian temporary visas …
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Sounds like canada wants to follow the big bad Trump and America lol i thought we were the bad guys and yall love illegals
Identity Attack0.33352965
Insult0.2679134
Profanity0.040409464
Threat0.007534259
Severe Toxicity0.009689331
Moderate 0.3389984 Low Con 0.222 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
Identity Attack0.3758158
Insult0.1342682
Profanity0.094219476
Threat0.020091362
Severe Toxicity0.018836858
Moderate 0.3389984 Constructive 0.585 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did …
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did not use representative samples. For example, he famously assigned Equatorial Guinea an average IQ of 59 based on a group of children in a Spanish home for the developmentally disabled, then claimed that score represented the entire country. Peer-reviewed studies by researchers like Jelte Wicherts proved that Lynn systematically ignored higher-scoring African studies (some in the 80s and 90s) to keep his "averages" artificially low. If you judge a country’s intelligence by testing its hospitals and orphanages, you aren't a scientist—you're a fraud. 2. Nutrition is the "Hardware" of the Brain Intelligence cannot develop without biological fuel. As of 2026, roughly 30% of children in Sub-Saharan Africa suffer from stunting due to chronic malnutrition. Science proves that iodine and iron deficiencies alone can drop a population's IQ by 10–15 points. You aren't measuring "race"; you are measuring starvation. 3. The Education Gap (Abstract Reasoning) IQ tests do not measure "raw brain power." They measure Western-style schooling. Studies show that for every single year of formal education, a person’s IQ score increases by 1 to 5 points. Comparing the scores of people in countries with 30% literacy rates to people with PhDs in the West is like comparing the "athletic ability" of a runner to someone who has never been given shoes. 4. The "Age and War" Factor The median age in many African nations is under 20, compared to over 40 in Europe. These tests are often administered to children and adolescents in areas plagued by toxic stress from war and displacement. Peer-reviewed research confirms that trauma and PTSD physically impair the parts of the brain responsible for the logic puzzles found on IQ tests. 5. The Flynn Effect (The Death of the Racial Argument) If IQ were "innate" and "racial," it would never change. However, as nutrition and education improved in the West over the last 100 years, average IQ scores jumped by nearly 30 points. This is called the Flynn Effect. African scores are currently rising at the same rate as they develop. The "gap" is a development gap, not a genetic one. Conclusion: Using Richard Lynn’s data doesn't make you a "truth-teller"; it means you fell for a man so biased that his own university revoked his emeritus status for scientific or incompetence and racism. You are confusing privilege—access to food, safety, and a classroom—with innate ability.
Identity Attack0.27914262
Insult0.25404143
Profanity0.16357292
Threat0.025098583
Severe Toxicity0.018836858
Moderate 0.33836752 Constructive 0.527 Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
2:30 , this guy shows worst streets of India even tho Punjab is not like this only specific places are like this. Soon Karma will hit hard wait for time.
Identity Attack0.17614605
Insult0.15982662
Profanity0.110447146
Threat0.029933142
Severe Toxicity0.015802706
Moderate 0.33255672 Moderate Con 0.315 Comparative_Framing
Feb 13, 2026 7 likes Inside Canada's Indian Invasion...
7:51 LOL THE ZOOM IN ON THE SLIPPERS SO REAL THOUGH IT WAS LIKE -20 OR SOMETHING AND WE SAW SOME PUNJABI GUY WEARING SLIPPERS LIKE ITS NOTHING
7:51 LOL THE ZOOM IN ON THE SLIPPERS SO REAL THOUGH IT WAS LIKE -20 OR SOMETHING AND WE SAW SOME PUNJABI GUY WEARING SLIPPERS LIKE ITS NOTHING
Identity Attack0.2331515
Insult0.100019015
Profanity0.17055123
Threat0.026652548
Severe Toxicity0.023076924
Moderate 0.32971194 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The …
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The violent crime has been skyrocketing. Guns are becoming more common. Sexual Assaults are increasing.. It's a lot of third-world violence and ideals being brought here.
Identity Attack0.3043136
Insult0.1711343
Profanity0.044417568
Threat0.04029291
Severe Toxicity0.01412424
Moderate 0.32919475 Constructive 0.705 Fear_Threat
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
These guys said no to me for working... like the amount of nos cause I was white. Ya. Ok. In my own country. It hard to get work!
These guys said no to me for working... like the amount of nos cause I was white. Ya. Ok. In my own country. It hard to get work!
Identity Attack0.37953663
Insult0.123407245
Profanity0.096482486
Threat0.010731863
Severe Toxicity0.013607788
Moderate 0.3281604 Constructive 0.521 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i liked the white guy on the bicycle. i agree with all of his opinions
i liked the white guy on the bicycle. i agree with all of his opinions
Identity Attack0.36702603
Insult0.082372494
Profanity0.08613731
Threat0.060443077
Severe Toxicity0.02116089
Moderate 0.3281604 Moderate Con 0.408 Meta_Commentary
Feb 14, 2026 Inside Canada's Indian Invasion...
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how our lovely country is going down hill because of the mistakes of our government not screening the immigrants coming to this country. We’re sick and tired of the mess this has done to our country. My son is almost 40, born in Canada and is facing the sane dilemma as our fellow Canadians. We must do some reform with our immigration.
Identity Attack0.27991617
Insult0.24928534
Profanity0.035649836
Threat0.009747985
Severe Toxicity0.011367798
Moderate 0.31132057 Constructive 0.597 Identity_Assertion
Sep 15, 2025 Why Canadians Are Turning Against …
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...
Booked a hostel in Montreal for a last minute weekend trip - it was just like the safe house - figured it out after I arrives. There were 3 illegal African guys "staying' in the …
Booked a hostel in Montreal for a last minute weekend trip - it was just like the safe house - figured it out after I arrives. There were 3 illegal African guys "staying' in the house. It was super sketchy. I did not sleep that night. It was terrifying. I had my kid with me. Never stay in a 'hostel' in Montreal!
Identity Attack0.37082586
Insult0.15236975
Profanity0.026863953
Threat0.008194493
Severe Toxicity0.009422302
Moderate 0.3048984 Constructive 0.633 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the …
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the 410, and that was like 15 years ago.
Identity Attack0.32768643
Insult0.15485314
Profanity0.09292633
Threat0.014048163
Severe Toxicity0.013091337
Moderate 0.30464804 Constructive 0.653 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
At the end of the day, I don’t think people should be projecting their anger at immigrants and the only reason they should project their anger immigrant is if they’re bringing a nuisance and not …
At the end of the day, I don’t think people should be projecting their anger at immigrants and the only reason they should project their anger immigrant is if they’re bringing a nuisance and not follow the lawBut for being in Canada, that’s the government’s fault. The government kind of screwed everybody here, the immigrants, and the citizens of this country.. by bringing so many people into Canada these guys are also struggling. I almost think I wonder if there was some kind of like an underpayment that government officials got from these universities because a lot of of the people that come to the country as students they have to take some kind of a course and pay twice or three times as much as Canadian do.
Identity Attack0.22458547
Insult0.24835461
Profanity0.2258264
Threat0.011638066
Severe Toxicity0.013091337
Moderate 0.30319387 Constructive 0.683 Moral_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
I like the how the shirtless guy is complaining about his neighbors walking around naked in their house. Lead by example and put on a shirt.
I like the how the shirtless guy is complaining about his neighbors walking around naked in their house. Lead by example and put on a shirt.
Identity Attack0.019877186
Insult0.15769513
Profanity0.098377466
Threat0.011741633
Severe Toxicity0.008354187
Low Tox 0.29953843 Moderate Con 0.435 Humor_Satire
Sep 19, 2025 406 likes Inside Canada's Indian Metropolis (Brampton)
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab …
Lol ik you're mad my guy and i am from India the people attacking you were most likely bought and paid for people by the current government or some bots. Plus I assure you Punjab and Sikhs had nothing to do with any hate you got.
Identity Attack0.11512129
Insult0.24424846
Profanity0.13785136
Threat0.011327368
Severe Toxicity0.014705247
Low Tox 0.29405528 Constructive 0.522 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...

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.