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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 #}

Comment Explorer

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Active: "I think what this is …" 951 comments · Page 23 of 39
I clicked on the thumbnail thinking 'wow India is finally developed enough to create its own pleasant suburban towns' but no, they are just leaving in droves and leaching onto other pre developed countries.
I clicked on the thumbnail thinking 'wow India is finally developed enough to create its own pleasant suburban towns' but no, they are just leaving in droves and leaching onto other pre developed countries.
Identity Attack0.22631748
Insult0.07998765
Profanity0.06295506
Threat0.012854968
Severe Toxicity0.0076293945
Low Tox 0.21241048 Moderate Con 0.348
Oct 10, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
The funniest thing I’ve noticed with some Indian immigrants is that they genuinely believe they don’t have an accent when speaking English. In fact, they often think the way they say the words is how …
The funniest thing I’ve noticed with some Indian immigrants is that they genuinely believe they don’t have an accent when speaking English. In fact, they often think the way they say the words is how English is supposed to sound.
Identity Attack0.2795294
Insult0.06459839
Profanity0.056441884
Threat0.007340072
Severe Toxicity0.0061416626
Low Tox 0.21107252 Moderate Con 0.409 Humor_Satire
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
No violent protesters trying to protect the non-citizen criminals from deportation up here? I guess they’re only called in when they think they can impede Trump’s agenda. Selective moral outrage I suppose.
No violent protesters trying to protect the non-citizen criminals from deportation up here? I guess they’re only called in when they think they can impede Trump’s agenda. Selective moral outrage I suppose.
Identity Attack0.052490227
Insult0.15236975
Profanity0.012926984
Threat0.010550622
Severe Toxicity0.0035095215
Low Tox 0.20839658 Moderate Con 0.314 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …
The issue with Canada is that, when Europeans came here, they didn't integrate with native Indians, didn't accept their traditions/lanuages but brought their own European culture/traditions and languages and named it as a Canadian Culture. …
The issue with Canada is that, when Europeans came here, they didn't integrate with native Indians, didn't accept their traditions/lanuages but brought their own European culture/traditions and languages and named it as a Canadian Culture. The reason why Europenas were able to take over the whole Canada and impose English and French language is that European culture was strong, then brown/black/asian people are moved to Canada and they are brought their own culture/languages, but the brown culture really stood up and sustained because their culture was strong like europeans and more of them are still coming. the history is repeating itself because of politicians in power. People on the both sides are not willing to listen the other side, for example, citizens think that international students are creating the a here, doing cash jobs but they don't see that this coutntry that charged them $9k/term tution fees can't even provide them a job forcing them to work illigally and commit crimes, and on the other side Internation students think that citizens hate us because they are brown but big NO citizens are frustrated because they have no jobs and immigrants are not integrating themselves among other communities. Higher unemployment = higher crime = more = higher division among people, ALL THIS IS HAPPENING BECAUSE THE GOVERNMENT IS ALLOWING.
Identity Attack0.2783691
Insult0.0670459
Profanity0.027683776
Threat0.007819066
Severe Toxicity0.0063705444
Low Tox 0.20572066 Constructive 0.74
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I like how you still think America is the greatest country on the planet hahahaha
I like how you still think America is the greatest country on the planet hahahaha
Identity Attack0.078392304
Insult0.06302499
Profanity0.053435806
Threat0.008026198
Severe Toxicity0.0064468384
Low Tox 0.20572066 Low Con 0.238 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
Identity Attack0.2772088
Insult0.04090862
Profanity0.07320584
Threat0.009722093
Severe Toxicity0.008506775
Low Tox 0.2043827 Constructive 0.74 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I dont think deportations are happening. Canadians do not have the resources to track these visa violators.
I dont think deportations are happening. Canadians do not have the resources to track these visa violators.
Identity Attack0.15303208
Insult0.100019015
Profanity0.01579636
Threat0.0097738765
Severe Toxicity0.003967285
Low Tox 0.2043827 Moderate Con 0.355
Dec 29, 2025 Deportations From Canada at Their …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation is fake, and although the guy who invited you DOES HALF OWN the house, but it is HIS BROTHER hosting the party, and your friend, whenever his brother holds a party prints out fake invitations. And then after being told to just STAY PUT, after thinking that you would like to just leave, the guy who explained this comes over to tell you that since your friend IS half owner of the house, that you are ALLOWED TO STAY, but preferably if you could just walk a long narrow hallway in sit in the large roomy storage closet. Maybe then, you think it preferable to just leave, but IT MIGHT BE CONSTRUED that you are making A BIG FUSS about leaving, and this would be BEING RUDE to the people WHO TOOK QUITE A BIT OF TIME to help you sort out YOUR DILEMMA, and IF you DO leave, you might NOT EVER be invited back again, and if you AREN'T invited back, MAYBE someone who saw you AT THE PARTY: LIKES YOU, and will go around LOOKING FOR YOU, even to the points of looking through people's windows to find you, and WHAT IF this would happen at like 3am, and maybe you should JUST TRY TO enjoy your stay in the broom closet BECAUSE someone who DOES LIKE YOU would wait and be able to SPOT YOU and say 'hi' AS YOU EXIT the main entrance, if that is the only exit.
Identity Attack0.014249804
Insult0.0816321
Profanity0.10982819
Threat0.011767523
Severe Toxicity0.008277893
Low Tox 0.20335422 Constructive 0.667 Humor_Satire
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Liberals dont care what you think. They are in it for power. Liberals have zero accountability and are above the law. Proof was when the courts decide they violated the constitution when they froze thebank …
Liberals dont care what you think. They are in it for power. Liberals have zero accountability and are above the law. Proof was when the courts decide they violated the constitution when they froze thebank avvounts of peaceful trucker protest. Zero repercussions no one held accountable. Liberals do not care. Zero accountability
Identity Attack0.09080041
Insult0.09855611
Profanity0.020578653
Threat0.007586042
Severe Toxicity0.003452301
Low Tox 0.20335422 Moderate Con 0.339 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I am also an immigrant, I came here from Guyana (I am Indian) in 1986 when I was 13 years old, so I grew up here and me and my family adapted to the Canadian …
I am also an immigrant, I came here from Guyana (I am Indian) in 1986 when I was 13 years old, so I grew up here and me and my family adapted to the Canadian culture and love it. I've called this country my home for the last 40yrs and wouldn't want to live anywhere else. We live by the rules and laws of this Country as all other immigrant SHOULD. I hated it just as much when new immigrants come and try to impose their culture and way of life on us then complain when they meet resistance. It's simple, if you are planning to go live in a foreign country and you don't like or think you can handle the culture, then you shouldn't move there.
Identity Attack0.1808059
Insult0.0838533
Profanity0.03339528
Threat0.009230154
Severe Toxicity0.006713867
Low Tox 0.20265625 Constructive 0.857 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Using Canada to get into "The greatest country on earth." WOW. Open your eyes man, you're delusional if you think America is the greatest country on earth. Maybe it used to be, but it's been …
Using Canada to get into "The greatest country on earth." WOW. Open your eyes man, you're delusional if you think America is the greatest country on earth. Maybe it used to be, but it's been far away from that for decades, now especially with current events.
Identity Attack0.0775651
Insult0.11797678
Profanity0.018255826
Threat0.006861079
Severe Toxicity0.0036621094
Low Tox 0.20219094 Low Con 0.263 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Blame the liberals. Bad people will do bad thinks. It is our leader's responsibility to protect Canadians.
Blame the liberals. Bad people will do bad thinks. It is our leader's responsibility to protect Canadians.
Identity Attack0.116281845
Insult0.0836065
Profanity0.014805742
Threat0.012233571
Severe Toxicity0.0040626526
Low Tox 0.20149297 Moderate Con 0.323 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions …
it is so disturbing how people are being brought in to be exploited for labour, legally and fraudulently, and also simply refusing to leave on temporary visas. or even buying their way in. living conditions cramped, bad pay, buying their way. LMIA scams. meanwhile quality of life for all goes down. we need healthcare and hospitals and education and jobs. basic infrastructure is crumbling. can we fix this before we keep bringing in more and more people in to a country that is in a polycrisis please? if you are thinking of coming to Canada right now please spread the word, resources are spread thin here.
Identity Attack0.021585498
Insult0.12159709
Profanity0.04642162
Threat0.008466354
Severe Toxicity0.0050354004
Low Tox 0.20126031 Constructive 0.754 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
they are giving free food but the homeless don't go ask for food there because they think racially? if food is what they want im sure they will be fed, if its money for whatever …
they are giving free food but the homeless don't go ask for food there because they think racially? if food is what they want im sure they will be fed, if its money for whatever else they want prolly wont get any! Canada just needs to enforce stricter rules and deport illegals and students who can't pay for a year upfront, and fraudulent people/companies etc! Immigrants are good but the scale is not and reverse needs to be done for a while!
Identity Attack0.17303948
Insult0.076185785
Profanity0.0147374235
Threat0.009230154
Severe Toxicity0.0050354004
Low Tox 0.20102765 Constructive 0.614 Policy_Critique
Feb 8, 2026 Inside Canada's Indian Metropolis (Brampton)
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
Identity Attack0.008213525
Insult0.1505596
Profanity0.062454045
Threat0.010705971
Severe Toxicity0.004386902
Low Tox 0.19986437 Constructive 0.641 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
Identity Attack0.18705739
Insult0.054962315
Profanity0.058445938
Threat0.016292779
Severe Toxicity0.00705719
Low Tox 0.19986437 Moderate Con 0.463 Comparative_Framing
Oct 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Trying to be PC here but there is a socio-economic and possible hygíene difference I believe between Sikh and Hindu Indians. A least thinking of the ones here in California the Sikhs tend to be …
Trying to be PC here but there is a socio-economic and possible hygíene difference I believe between Sikh and Hindu Indians. A least thinking of the ones here in California the Sikhs tend to be upper middle class, the other are often the sc@mmers ... But it seems like they all own rundown hotels and motels...and mini marts
Identity Attack0.25478655
Insult0.06652143
Profanity0.04667213
Threat0.008414571
Severe Toxicity0.007019043
Low Tox 0.19986437 Constructive 0.689 Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
3:02 I think 90% of what this dude said is so horribly off the mark but even I have to agree with this. If immigrants could successfully assimilate before, why not now? I remember in …
3:02 I think 90% of what this dude said is so horribly off the mark but even I have to agree with this. If immigrants could successfully assimilate before, why not now? I remember in the 2010s hearing about immigrants/refugees not assimilating in Europe and constantly just thought "well why don't they just do immigration with strong assimilation like we do here in Canada?", and now we had 4 years of sloppy immigration give or take, unfortunate. At least the straight up policies that led to this influx of poorly managed immigration is removed, but the same leaders and cabinet members and the like of the liberal government are present. Oh and did I mention they keep privatizing things, throwing money at mining industries without any seeing of the benefit to working Canadians realistically, and planning to build a pipeline by like 2035 towards east Asia which will likely be majority renewable energy by then, without actually trying to address the issues now present from the 4 years of sloppy immigration policy?
Identity Attack0.10221587
Insult0.08508729
Profanity0.05543986
Threat0.008246276
Severe Toxicity0.0051498413
Low Tox 0.1996317 Constructive 0.765 Policy_Critique
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians commit no crime, keep to themselves, and don’t damage public spaces. They’re an ideal immigrant group and for whatever reason people hate them more than groups that do all of those things listed above. …
Indians commit no crime, keep to themselves, and don’t damage public spaces. They’re an ideal immigrant group and for whatever reason people hate them more than groups that do all of those things listed above. I think it’s jealousy because they earn more money than the natives. Harder working people of similar or higher intelligence.
Identity Attack0.20878418
Insult0.071750276
Profanity0.03239325
Threat0.008129764
Severe Toxicity0.005493164
Low Tox 0.1996317 Constructive 0.579 Economic_Argument
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
1:52 I think you need to clarify some of the claims people are making in your interviews. As much as people don’t like their hometowns changing like that, it’s unfair to say the immigrants come …
1:52 I think you need to clarify some of the claims people are making in your interviews. As much as people don’t like their hometowns changing like that, it’s unfair to say the immigrants come by jumping borders and by applying asylum. That must be less than 1% of the total immigrant population. Please don’t make this channel a tool for hatred and division.
Identity Attack0.089973204
Insult0.062150877
Profanity0.035900343
Threat0.009204263
Severe Toxicity0.0043678284
Low Tox 0.1991664 Constructive 0.723
Oct 3, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
Whenever I hear Americans or Canadians complain about immigration, I think of the Gangs of New York scene where Daniel Day-Lewis' character spits on the newcomers coming off the boats...
Whenever I hear Americans or Canadians complain about immigration, I think of the Gangs of New York scene where Daniel Day-Lewis' character spits on the newcomers coming off the boats...
Identity Attack0.15303208
Insult0.06302499
Profanity0.02932342
Threat0.030623792
Severe Toxicity0.005683899
Low Tox 0.1991664 Moderate Con 0.426
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike man is just saying what we all think. Third worlders do not belong in the west, expect for a rare few.
Bike man is just saying what we all think. Third worlders do not belong in the west, expect for a rare few.
Identity Attack0.18002926
Insult0.06634661
Profanity0.023106437
Threat0.008556974
Severe Toxicity0.005302429
Low Tox 0.19870108 Moderate Con 0.338 Identity_Assertion
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.