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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: "Go Canada! From this dude …" 16 comments
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives …
😢Dude, you might be the worst "journalist" ever Like bro, go back to making Mr Beast videos But srsly, way to just piggyback off nick shirley in attempt that you can use your xenophobic/racist narratives to bait views "Inside Canada's Indian invasion", it's one fucking town in Canada.. Hate to break it to you there's thousands of towns across the world that have large ethnic communities Just shut your channel down, or go back to making more brain rot 🤦you're the problem in this world
Identity Attack0.38185352
Insult0.65129566
Profanity0.541926
Threat0.18597278
Severe Toxicity0.45895407
Toxic 0.82048255 Moderate Con 0.407 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the …
This s*** is why Americans and America are treating us so piss poorly our government was told to secure our border and what does our government do? it ignores the ever-living s*** out of the issue. Now we've got hey dude video taping himself being smuggled into the US. And then moron Canadians go on and say well the tariffs are this the tariffs are that, the tariffs wouldn't have happened if our government had done its damned job. What's happening right now between Canada and the US has everything to do with our governments incompetency and moronism and absolutely nothing to do with the Americans trying to take over or do some other evil bulshit.... And all of it could have been avoided if our government had actually listened to the US and secured our f****** borders
Identity Attack0.5135796
Insult0.6370372
Profanity0.68353343
Threat0.03856628
Severe Toxicity0.35368225
Toxic 0.7675452 Moderate Con 0.371 Identity Attack Insult Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I always find it absolutely nuts and hilarious that people with ethnic names like OLIVEIRA try to call out others that "shouldn't be here" LIKE DUDE YOU GO HOME TOO! 😂 I CAN'T BE TOLD …
I always find it absolutely nuts and hilarious that people with ethnic names like OLIVEIRA try to call out others that "shouldn't be here" LIKE DUDE YOU GO HOME TOO! 😂 I CAN'T BE TOLD TO (Go back where you came from) AS I AM FBA FAMILY BEEN IN AMERICA SINCE THE 1720'S! HOW ABOUT Y'ALL FAMILIES?!?!? Many whites didn't come to America until they saw the BLACK STATUE OF LIBERTY IN THE LATE 1900's (that's how many Europeans got their citizenship) Lastly, these countries like the US, Canada, and the EU fucks around all in these countries business, overthrow their leaders, destabilizes those countries and then WONDER WHY THERE'S SO MANY IMMIGRANTS COMING! LIKE COME ON AND GET A CLUE, STOP MESSING AROUND WITH THEIR POLITICS AND MAYBE THEY'LL STAY IN THEIR HOME COUNTRIES
Identity Attack0.44690517
Insult0.41530323
Profanity0.18663849
Threat0.018710058
Severe Toxicity0.023599008
Moderate 0.4402136 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. …
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. So then those same Indians grouped together and created their business for their own and now you complain we do not assimilate. Dude clean your own backyard before complaining about others. If they do not work why there are no Indian homeless. They worked hard, harder your 5 generations combined thats why they were able to build houses. Their bathrooms are bigger then your bedrooms. If now have something to complain you are free to leave the country. so at 3:00 he is saying, it does not cost illegals a penny to go to hospital. How many illegals has he smuggled into Canada. Any person in Canada without the provincial insurance has to pay everything out of pocket. I just got my dads blood work done today and he is on a visitor visa. It costed me $750 dollars, and before that just a walk in visit costed me $$175 dollars. And about paying taxes, I garuntee you a single houshold of Indians pay more in Taxes than a whole street of these white shit heads. The amount of myths they have created around immigrants is astonishing. There is is a reason conservatives loves the poor and the uneducated. You can clearly see the stark difference between how a Canadian born and raised person is speaking about other and how an immigrant is speaking about others and distributing free food and serving the society. THe people who have never tried to help anyone will always be jealous of those who help and prosper. We did not came from broken country, we just came here for a little better life which we have gotten with our hardwork and we owe nothing to these half ass naked shit rags complaining about immigrants when they themselves are either one or descendants of immigrants.
Identity Attack0.46028158
Insult0.33998606
Profanity0.08290444
Threat0.011974656
Severe Toxicity0.02116089
Moderate 0.3974717 Constructive 0.587
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
Identity Attack0.46028158
Insult0.2735258
Profanity0.075792134
Threat0.008582866
Severe Toxicity0.01935331
Moderate 0.37955463 Low Con 0.299 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
Identity Attack0.458714
Insult0.27146968
Profanity0.07482228
Threat0.008492245
Severe Toxicity0.01896597
Moderate 0.37795907 Low Con 0.299 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Identity Attack0.25140062
Insult0.2469859
Profanity0.024199532
Threat0.007353018
Severe Toxicity0.008087158
Moderate 0.32020867 Constructive 0.567 Meta_Commentary
Feb 19, 2026 Inside Canada's Indian Invasion...
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in …
15:58 Yeah should be happy its Indians honestly. And I cant fualt that community for not having homless, they probably take care of their own. But is at fualt for this, is the level in which the people coming sometimes do know the fruad going on through the government and seem to tihnk they are entitled. But not their fualt at the end of the day.. And the only thing I would be angry about is, one if I was already living there and there wasnt some vote to let it happen. And in that case, if there was, then its really on the community for not saying no. But no, the trouble is when we hear and they pay no taxes, but this 3 times disabled dude whos worked 20 years already and paid, doesnt get any help. Yeah, thats appearantly here in America and Canada. Is their a reason our governments cannot do this proper and with class?
Identity Attack0.28034934
Insult0.10148193
Profanity0.16078159
Threat0.031314444
Severe Toxicity0.014511578
Low Tox 0.27525392 Constructive 0.832 Policy_Critique
Dec 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you …
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you came as a international student and knowingly u cant afford the tuition. Its clearly u didnt care about going to school and used it as a gate way to canada. You dont go aboard studying for a better life in that country. U study abroad to either bring back new knowledge to your country or to full fill a requirements for a job back home.. The most common one is the opportunity to have a degree from a well known school for family braging rights and take over family bussiness. Which bring us back to, studying aboard is strictly for wealthy families no matter where u live . Imagine a candian going to london or europe we would pay just as much plus conversion rate. So for indians like him self, studying aboard paying 8 k cad per course shojdl be impossible. Only a super wealthy family can afford that in india or canada .
Identity Attack0.055673428
Insult0.15982662
Profanity0.12096943
Threat0.0077672824
Severe Toxicity0.008811951
Low Tox 0.25084448 Moderate Con 0.49 Unverified_Claim
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but …
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but he would have sold everything in his homeland to come and settle in Canada, and he will start with a visit visa for one months, lol. Slowly breaking into settling down here. Most of these statue lovers, talk about love for their homeland, but they all want to leave their homeland and want to come settle in one of these Western, Christian countries. If you are patriotic , why do you even want to come and settle in Western Christian countries? because deep within they know Christian countries are blessed. I have heard, when they go visit their homeland, they feel so proud telling their locals that they are settled in one of these Western countries and are not locals like them. Double standards of patriotism.
Identity Attack0.03894114
Insult0.07840354
Profanity0.041912504
Threat0.008181547
Severe Toxicity0.004558563
Low Tox 0.16331999 Moderate Con 0.496 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Dude, go look at Canada's immigration website. Canada is actively recruiting immigrants.
Identity Attack0.02037963
Insult0.013516913
Profanity0.010740792
Threat0.006356194
Severe Toxicity0.0011110306
Low Tox 0.037105743 Low Con 0.203 Policy_Critique
Jan 28, 2026 2 likes 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.