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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: "This guy is really a …" 53 comments · Page 2 of 3
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)
guy really worked hard to find negativity yet whites and others themselves claim indians are better people to live with then other ethnicity 😁 .
guy really worked hard to find negativity yet whites and others themselves claim indians are better people to live with then other ethnicity 😁 .
Identity Attack0.40255263
Insult0.15698463
Profanity0.10301965
Threat0.010757755
Severe Toxicity0.015609037
Moderate 0.35186127 Low Con 0.29 Identity_Assertion
Jan 27, 2026 2 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)
"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...
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...
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...
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice …
Tbh its alot more saturated than you would think, I live in B.C and do alot of uber deliveries, 2400 alone last year. Id say 70% of the people in houses, and some really nice houses are Indian. Also most fast food restaurants are run by indian managers and staff, I was in a KFC the other day that had 1 younger white male at the counter, and 5 punjab behind the counter. The workers were all yelling at eachother about orders in their language and the white guy looked so confused. English is the first language in Canada so it should be learned especially when it comes to a business context, does our government care tho? Nope.
Identity Attack0.36702603
Insult0.15485314
Profanity0.18786818
Threat0.013631714
Severe Toxicity0.017997624
Moderate 0.30427247 Constructive 0.753 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Identity Attack0.17226285
Insult0.20668297
Profanity0.02392626
Threat0.010369381
Severe Toxicity0.0064086914
Low Tox 0.28547668 Constructive 0.564 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. I wouldn’t call him racist. He doesn’t recognize Canada anymore.
Identity Attack0.20878418
Insult0.21602537
Profanity0.020373698
Threat0.0076507707
Severe Toxicity0.005722046
Low Tox 0.2854699 Constructive 0.685 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
I resonate with the guy at 10:55. The Hispanics have most of the jobs here in Florida and they all speak Spanish among themselves at work, totally disrespecting you the English speaking American. I think …
I resonate with the guy at 10:55. The Hispanics have most of the jobs here in Florida and they all speak Spanish among themselves at work, totally disrespecting you the English speaking American. I think they intentionally do it with the hopes that employees from other races will quit. It's really, really bad here in Florida.
Identity Attack0.35624164
Insult0.08212569
Profanity0.039407436
Threat0.008285114
Severe Toxicity0.0074386597
Low Tox 0.2820025 Constructive 0.755
Oct 28, 2025 1 likes Why Canadians Are Turning Against …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
What is this guy saying about African 😂 really 🤔
What is this guy saying about African 😂 really 🤔
Identity Attack0.23694818
Insult0.0623257
Profanity0.073529124
Threat0.008945347
Severe Toxicity0.009346008
Low Tox 0.23523538 Low Con 0.229 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
It's a shame that you guys will not talk about the real reason behind this massive increase in low skill immigration....It's a clear DIRECTIVE from the WEF and globalists to increase division, break the economy …
It's a shame that you guys will not talk about the real reason behind this massive increase in low skill immigration....It's a clear DIRECTIVE from the WEF and globalists to increase division, break the economy and provide quick citizenship to increase the voter pool... When the same playbook is happening in all the other western countries, it is not a coincidence but a serious and coordinated global plan. FIND SOME COURAGE to say what really is taking place....but you won't. If you need a quick reminder, take a look at what just happened in Spain - 500,000 new immigrants that will be given quick landed immigrant status allowing them to vote!!!!!
Identity Attack0.040745795
Insult0.15698463
Profanity0.028913507
Threat0.008556974
Severe Toxicity0.005264282
Low Tox 0.23090743 Constructive 0.522 Unverified_Claim
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
Hi so I totally agree with not wanting your country change BC on immigrations and stuff and that this is like wrong but the things some ppl were saying is ACTUALLY really racist especially the …
Hi so I totally agree with not wanting your country change BC on immigrations and stuff and that this is like wrong but the things some ppl were saying is ACTUALLY really racist especially the guy on the cycle like hello are we not gonna acknowledge that??
Identity Attack0.11744241
Insult0.0777699
Profanity0.029888187
Threat0.0072235605
Severe Toxicity0.005569458
Low Tox 0.22311419 Constructive 0.629 Moral_Argument
Jan 29, 2026 6 likes Inside Canada's Indian Invasion...
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they …
As an Indian who's living in india never went to Canada even once this should be the responsibility of the government don't promote mass immigration govt should take a stand against these people if they are not paying taxes not working properly not following rules etc it's your govt and Canadian people's responsibility but in the recent Times I've never seen the worst canadian govt till date its really bad you guys should do something about your govt they are not in good trade relations with anyone around the world recent example usa
Identity Attack0.10221587
Insult0.107333586
Profanity0.029460056
Threat0.008686432
Severe Toxicity0.005493164
Low Tox 0.20102765 Constructive 0.595 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI …
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI to prove we had never been to North America and the process lasted almost a year and a half. No money was given to our family, my dad was working our step mother was working; but now all these immigrants get in quick and free. I have a friend that works for a bank and he tells me people who can't even speak English or French show up and deposit government cheques for 30 or 40 thousand dollars. What about Canadians born and raised here, some need help, they don't get big cheques. There has to be a stop to all this influx of people coming from other countries who have it really easy once they're here, thanks to the government. I'm not anti-immigration, as I'm an immigrant myself, but this BS has to stop.
Identity Attack0.1007269
Insult0.06477321
Profanity0.027000591
Threat0.0082074385
Severe Toxicity0.0038146973
Low Tox 0.1460314 Constructive 0.823 Personal_Narrative
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond Hill with Iranians, Markham with Chinese, Etobicoke with Ukrainians. Brampton has Punjabis. Brampton is probably the most successful out of all of them, prosperous, growing rapidly and it has a low crime rate.
Identity Attack0.10293542
Insult0.023608726
Profanity0.029186781
Threat0.008815889
Severe Toxicity0.0039100647
Low Tox 0.11150667 Constructive 0.744 Personal_Narrative
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
Identity Attack0.09410924
Insult0.025284592
Profanity0.014703264
Threat0.0077025536
Severe Toxicity0.0028800964
Low Tox 0.10783285 Constructive 0.503 Identity_Assertion
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
Lol only 296 really it's alot more how the century plan working out for you guys
Lol only 296 really it's alot more how the century plan working out for you guys
Identity Attack0.0074365693
Insult0.0233509
Profanity0.035649836
Threat0.009023022
Severe Toxicity0.0031089783
Low Tox 0.08320791 Low Con 0.285 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Seriously? Interviewing a guy who lives in a shelter, asking him about iq and job opportunities? Really dude? Just cuz you have a platform, we can take everyone’s views as truth. Go find better people …
Seriously? Interviewing a guy who lives in a shelter, asking him about iq and job opportunities? Really dude? Just cuz you have a platform, we can take everyone’s views as truth. Go find better people to interview.
Identity Attack0.002034882
Insult0.030375287
Profanity0.015454767
Threat0.006576272
Severe Toxicity0.0011491776
Low Tox 0.08083374 Low Con 0.262 Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Please, Bike Guy, tell us what you _really_ think!
Please, Bike Guy, tell us what you _really_ think!
Identity Attack0.0032743104
Insult0.019419061
Profanity0.016616182
Threat0.006835188
Severe Toxicity0.0012779236
Low Tox 0.039226998 Low Con 0.27 Meta_Commentary
Feb 16, 2026 Inside Canada's Indian Invasion...
the guy on the bike really expressed himself
the guy on the bike really expressed himself
Identity Attack0.0042547537
Insult0.014238917
Profanity0.016752819
Threat0.008285114
Severe Toxicity0.0015830994
Low Tox 0.036162965 Moderate Con 0.392 Meta_Commentary
Jan 27, 2026 1,550 likes Inside Canada's Indian Invasion...
That guy with the bike and helmet on is based af really...... love it.
That guy with the bike and helmet on is based af really...... love it.
Identity Attack0.0045322375
Insult0.015796926
Profanity0.016616182
Threat0.009074804
Severe Toxicity0.0019359589
Low Tox 0.035691574 Moderate Con 0.396 Humor_Satire
Jan 28, 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.