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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: "People like them who are …" 876 comments · Page 18 of 36
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
Identity Attack0.33352965
Insult0.08212569
Profanity0.12220735
Threat0.013579931
Severe Toxicity0.013672344
Moderate 0.3234372 Constructive 0.642 Policy_Critique
Feb 5, 2026 12 likes Inside Canada's Indian Invasion...
🩸🩸🩸🩸true Most of these not to bring ,unite people Condemn People ,that's not racism People like ALEX the reality and others can see missionary tricks 😅😅😅😅 To promote hate on innocent's just because we don't …
🩸🩸🩸🩸true Most of these not to bring ,unite people Condemn People ,that's not racism People like ALEX the reality and others can see missionary tricks 😅😅😅😅 To promote hate on innocent's just because we don't accept Jesus died for our sins🩸🩸🩸🩸🩸 His face ,Alex ,you sound like .. Leave it to people who has those skills and manners to teach people,who can give proper advice , eductate in a way in gets into our mind ,,you are .....not Those Promote your biz somewhere And I know from where you come and Many of my friends hated others just because don't believe Jesus was hung on cross and sacrificed his blood for our sins 🩸🩸🩸
Identity Attack0.16159154
Insult0.25007802
Profanity0.05393682
Threat0.009437286
Severe Toxicity0.014705247
Moderate 0.3234372 Constructive 0.651
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The Liberals and their woke ideology are ruining Canada. Canada's aging population means we need immigration, but not when things like housing, jobs, and healthcare etc are already beyond maxed out. They've been bringing in …
The Liberals and their woke ideology are ruining Canada. Canada's aging population means we need immigration, but not when things like housing, jobs, and healthcare etc are already beyond maxed out. They've been bringing in too many 'refugees'-unvetted and likely a large portion of which may not actually be refugees, and then there's the ridiculously high number of 'temporary foreign workers' - the majority of these are people with values, hygiene and morals that are not acceptable or cohesive in our country. Unfortunately many are muslim and have beliefs in sharia law which dates back to the 1400's and is primitive and contrary to our Western values and morals. I am hoping Canada is not too far gone to save (although I have my doubts).
Identity Attack0.18705739
Insult0.3388922
Profanity0.051181246
Threat0.008531082
Severe Toxicity0.008201599
Moderate 0.32289913 Constructive 0.572
Aug 25, 2025 Why Canadians Are Turning Against …
Hundreds? More like hundreds of thousands or even millions. Our government is rubber stamping everyone - that even includes people they gave refugee status to, who turned out to be involved in having underage s4x …
Hundreds? More like hundreds of thousands or even millions. Our government is rubber stamping everyone - that even includes people they gave refugee status to, who turned out to be involved in having underage s4x slaves in their home countries. Or people engaged in terrorism. How many girls have been groomed and trafficked in Canada because Liberals and their supporters wanted to false virtual signal? Why do you do an indepth piece on that? The hundreds of thousands of victims of Liberal ideology.
Identity Attack0.17381613
Insult0.24928534
Profanity0.07740857
Threat0.014911477
Severe Toxicity0.01083374
Moderate 0.32236105 Constructive 0.515 Unverified_Claim
Feb 18, 2026 13 likes Canadian immigration officers investigating hundreds …
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect …
im an indian residing in canada and the problem at hand by immigrants from my country is they push their culture into a country thats not home like its so annoying that people cant respect places and customs and the other part of the group who dont contribute to that tomfoolery also get blamed for the actions of the inconsiderate few .PEOPLE, RESPECT THEIR COUNTRY AND THEY WILL RESPECT US its really not that hard
Identity Attack0.2846865
Insult0.24928534
Profanity0.07126612
Threat0.007365964
Severe Toxicity0.0126394415
Moderate 0.32236105 Constructive 0.649
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
It seems the descendants of the Colonizers still have the mentality of a simulation to their ways just like they force, the indigenous people. Now expect everyone else to be the same way. Meanwhile the …
It seems the descendants of the Colonizers still have the mentality of a simulation to their ways just like they force, the indigenous people. Now expect everyone else to be the same way. Meanwhile the white washed system says the Canada is the most multicultural society 🤔 a load of bs. What happened to excepting everyone for the way they are??
Identity Attack0.29035977
Insult0.24928534
Profanity0.10797132
Threat0.007922632
Severe Toxicity0.01302678
Moderate 0.32236105 Moderate Con 0.434
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
There are 54 countries on the continent of Africa to make a statement like that is very disappointing. There are bad people in all ethnicities💁🏽‍♀️
There are 54 countries on the continent of Africa to make a statement like that is very disappointing. There are bad people in all ethnicities💁🏽‍♀️
Identity Attack0.33352965
Insult0.16809943
Profanity0.07967158
Threat0.008246276
Severe Toxicity0.010070801
Moderate 0.32182294 Moderate Con 0.458
Jan 27, 2026 Inside Canada's Indian Invasion...
My neighbourhood is primarily made of immigrants. I see a lot of elderly people brought to Canada by their adult kids. I see a huge number of single swarthy complexioned looking single males. Males who …
My neighbourhood is primarily made of immigrants. I see a lot of elderly people brought to Canada by their adult kids. I see a huge number of single swarthy complexioned looking single males. Males who sit in malls, stand at streetcorners, wander and sleep in our parks. I no longer feel safe walking my dog. I am told to take my fnnn dog off the road. It's their road. Like he!!. My family came here as immigrants, paid their own way, bought real estate and never ever asked anyone for help. We even had to pay for our own healthcare before the NDP eventually intoduced national healthcare. And don't kid yourself, the refugee you find to get freebees off the Canadian taxpayers are not always poor. They keep their investments in Swiss, German, UK and US banks. Canadians are way too laid back and let this happen.
Identity Attack0.34324843
Insult0.24561718
Profanity0.10240069
Threat0.009955117
Severe Toxicity0.017287504
Moderate 0.32182294 Constructive 0.629 Personal_Narrative
Aug 26, 2025 Why Canadians Are Turning Against …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
The sudden wave of immigrants coming to Canada was too much all at once. Them not respecting the Canadian ways doesn't help the fact that they are taking over our country. If they respected public …
The sudden wave of immigrants coming to Canada was too much all at once. Them not respecting the Canadian ways doesn't help the fact that they are taking over our country. If they respected public places and spoke English like everyone else (or at least tries their darnest) maybe people who were born and raised in Canada wouldn't have this collective thoughts on them.
Identity Attack0.25986546
Insult0.24928534
Profanity0.174273
Threat0.007935578
Severe Toxicity0.010681152
Moderate 0.32020867 Constructive 0.627 Identity_Assertion
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture …
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture is a idk maybe little less would be good. but overall good people.
Identity Attack0.3758158
Insult0.15485314
Profanity0.16078159
Threat0.012492486
Severe Toxicity0.020257099
Moderate 0.31963667 Constructive 0.671
Jan 27, 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)
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change …
The biggest problem is they come to our home to escape a hell in their own country. But then they try to turn our country into the one they ran from. They try to change the ways we who were born and raised here are aloud to live our lives as we always have. My first job ever was tim hortons. Now im watching teens unable to gain independence unless their parents i Know someoneone who can hire them meanwhile no one can understand the person taking their order at tim hortons...Canada is to expensive now and we dont have the means to support these people anymore. Its costing us more with what they have done to our economy . Some of these people have zero care for human life ether they drive like A holes and cause accidents that cost lives. Canada is no longer a welcoming happy country. We are exhausted from busting our ass to keep a roof over our head leaving us unable to afford other things even food. Its not that they are all awful people (some are) but we CANT support them anymore we need to be able to support ourselves again !! The last 2 prime ministers are also to blame in reality. As an albertan i dont even care about anyone east of manitoba because they chose to vote this reality to life. I wanna see western canadas money stay on the west end of this country. There is a canadian divide and its time to seperate so not every canadian has to suffer for the stupidity out that way
Identity Attack0.25647953
Insult0.24928534
Profanity0.16264248
Threat0.011508608
Severe Toxicity0.015221698
Moderate 0.31825066 Constructive 0.665 Economic_Argument
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
These kind of videos are great for teaching white people what colonialism was like
These kind of videos are great for teaching white people what colonialism was like
Identity Attack0.36702603
Insult0.07333439
Profanity0.1067334
Threat0.018019408
Severe Toxicity0.015544481
Moderate 0.31825066 Moderate Con 0.411 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
very ironic, "We need to reconcile with indigenous people! We were so racist! We learned from our mistakes!"- Canadians it's also very ironic when racists complain about assimilation because; what indians are doing is the …
very ironic, "We need to reconcile with indigenous people! We were so racist! We learned from our mistakes!"- Canadians it's also very ironic when racists complain about assimilation because; what indians are doing is the most canadian thing they could do, show up assert their culture spread politics from their own country and be polite. Just like with indigenous people
Identity Attack0.36598656
Insult0.1798321
Profanity0.02023706
Threat0.0066086366
Severe Toxicity0.007247925
Moderate 0.30993456 Constructive 0.584 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of …
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of the people you see are legal immigrants , the government gives half a million PRs every year.
Identity Attack0.3802808
Insult0.11616662
Profanity0.022013342
Threat0.006686311
Severe Toxicity0.008049011
Moderate 0.30716252 Constructive 0.517
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern …
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern in my classes in school. To the point where u cant get a job cant rent a place because they cater to their own race. Allot are decent people but when your told u have to speak hindi to get a job. Its discriminatory and biased. They're racist towards anyone from a diffrent race period, i watched the city fall into an ethnoburb and i refuse to feel like a minority in my own home town.
Identity Attack0.33060804
Insult0.17486192
Profanity0.1184936
Threat0.01254427
Severe Toxicity0.014640691
Moderate 0.30716252 Constructive 0.702 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
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...
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
"Racism" is the LEAST of our worries with people like this invading the west.
"Racism" is the LEAST of our worries with people like this invading the west.
Identity Attack0.2795294
Insult0.15769513
Profanity0.036401358
Threat0.013165667
Severe Toxicity0.011062622
Moderate 0.3047732 Low Con 0.292 Fear_Threat
Jan 28, 2026 1 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.