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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: "As Indian I will say …" 378 comments · Page 9 of 16
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian …
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian kids
Identity Attack0.40447855
Insult0.14331897
Profanity0.17864552
Threat0.010110466
Severe Toxicity0.018707745
Moderate 0.3389984 Constructive 0.545 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
The man says Indians abuse every system this country offers them. In Australia and In America the White Australian Building Engineers and Building Certifiers make up false pass Building Passes and about 50% of the …
The man says Indians abuse every system this country offers them. In Australia and In America the White Australian Building Engineers and Building Certifiers make up false pass Building Passes and about 50% of the Domestic housing apartment and houses have mild and severe building faults, so isn't that ABUSE by White Fellars and there's nothing the home owner can do because legal and Court costs are so so expensive
Identity Attack0.3958119
Insult0.19500497
Profanity0.07126612
Threat0.010369381
Severe Toxicity0.015415368
Moderate 0.3389984 Constructive 0.572 Unverified_Claim
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick together with their fellow whites So there’s no nationalism in this country Even though you have Canadian citizenship you will only help someone who has same skin colour like you Indian business will only hire Indians , Indian homeowners will only rent out their own Indian people Indians even force other foreigners to speak their language Hindi or punjabi if they want to live with them India itself is very racist country , few years ago group of Nigerians were arrested and handcuffed like criminals they treat black people like criminals
Identity Attack0.3895355
Insult0.23237456
Profanity0.039407436
Threat0.009566744
Severe Toxicity0.014640691
Moderate 0.3389984 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I live in canada and in my apartment building a bunch of Indians live there and what they do is literally throw their own trash out of the balcony ruining the grass, everywhere you look …
I live in canada and in my apartment building a bunch of Indians live there and what they do is literally throw their own trash out of the balcony ruining the grass, everywhere you look there will be trash, it gotten so bad the owner of the building put a note on all floors saying if you litter or don’t throw out your trash your being recorded and will get fined.
Identity Attack0.36702603
Insult0.26395
Profanity0.057944927
Threat0.010084574
Severe Toxicity0.012435913
Moderate 0.3389984 Constructive 0.575
Jan 27, 2026 Inside Canada's Indian Invasion...
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all …
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all big white countries they just wanna turn people against because there’s a growth in their people
Identity Attack0.3817989
Insult0.083359696
Profanity0.12220735
Threat0.019573374
Severe Toxicity0.019095084
Moderate 0.3389984 Moderate Con 0.358 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
My husband is a half-Indian native of Toronto and he says the most racist stuff against Indians I have ever heard.
My husband is a half-Indian native of Toronto and he says the most racist stuff against Indians I have ever heard.
Identity Attack0.39334553
Insult0.16337912
Profanity0.059447967
Threat0.011560392
Severe Toxicity0.01159668
Moderate 0.3389984 Constructive 0.571 Personal_Narrative
Jan 29, 2026 19 likes Inside Canada's Indian Invasion...
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay …
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay tax...i agree that there are people comeing who dont know english and the quality has gone down but its wrong to say no indian in homeless shelter and we dont pay tax....
Identity Attack0.36598656
Insult0.16766082
Profanity0.052183274
Threat0.010783645
Severe Toxicity0.015931819
Moderate 0.33836752 Constructive 0.654
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
just want to say tyler u smiling when the guy on the bike was openly racist is not chill......For indians: aaie ham sab is chainal ko unsubscribe karen.
Identity Attack0.29951343
Insult0.25800487
Profanity0.16217725
Threat0.08856395
Severe Toxicity0.023076924
Moderate 0.33836752 Moderate Con 0.318 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
ur country u protect! step out and say No to some immigrants who is not assimilated. banned the Indian culture. it is unsuitable for this country. I'm not Canadian, so I can speak free, but …
ur country u protect! step out and say No to some immigrants who is not assimilated. banned the Indian culture. it is unsuitable for this country. I'm not Canadian, so I can speak free, but u can't. why? you are losing your culture.
Identity Attack0.38185352
Insult0.16809943
Profanity0.019485557
Threat0.008556974
Severe Toxicity0.012130737
Moderate 0.3375374 Constructive 0.534 Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
Bruh that panel says it all bunch of Indians !!!!
Bruh that panel says it all bunch of Indians !!!!
Identity Attack0.37292135
Insult0.15627414
Profanity0.10116278
Threat0.010835429
Severe Toxicity0.017933069
Moderate 0.33421695 Low Con 0.188 Identity_Assertion
Nov 9, 2025 IRCC Names India in Study …
They knew whereabouts of these missing Indian Students .All are involved, by saying" MISSING" THEY dont dont want to take responsible. You have every record filed or saved since 10 yrs in other countries,why not.Canada …
They knew whereabouts of these missing Indian Students .All are involved, by saying" MISSING" THEY dont dont want to take responsible. You have every record filed or saved since 10 yrs in other countries,why not.Canada would have missjng students name and their record from 2020- 2024. They are Lying.
Identity Attack0.1714862
Insult0.34782293
Profanity0.021398475
Threat0.007353018
Severe Toxicity0.005607605
Moderate 0.33338684 Moderate Con 0.464
Oct 7, 2025 1 likes IRCC Names India in Study …
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last …
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last largely assimilate even if their yards don't say it! Not to mention do this same interview in a largely Muslim area and see how the people react if you don't have a body guard!
Identity Attack0.40713623
Insult0.11464815
Profanity0.08549073
Threat0.043309137
Severe Toxicity0.018320406
Moderate 0.33255672 Constructive 0.763 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Even Indian Canadians that were born here don't want these immigrants. When people from their own ethnicity don't want them here, that says a lot. As someone who spent years working in public maintenance and …
Even Indian Canadians that were born here don't want these immigrants. When people from their own ethnicity don't want them here, that says a lot. As someone who spent years working in public maintenance and sanitation, I know first-hand who the least hygienic people are, and there is no contest. Indians are at the top of that list. Remember that the next time you see them handling your food.
Identity Attack0.39870077
Insult0.16124763
Profanity0.020851927
Threat0.009100696
Severe Toxicity0.011444092
Moderate 0.3308965 Constructive 0.668 Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Exactly as an Indian I'd say these Indian excluding the southern and North Eastern part of the integral India, Pakistani and bangladeshi immigrants although not all but majority are littering abroad and have been truly …
Exactly as an Indian I'd say these Indian excluding the southern and North Eastern part of the integral India, Pakistani and bangladeshi immigrants although not all but majority are littering abroad and have been truly bringing nothing but disgrace back home. They are invading the surreal ambience of The West which is certainly not fair. And This is infact not their fault entirely ; they are shown dreams of a Utopian World brimming with opportunities they are assured they'd only get in the English speaking nations or other Western nations .
Identity Attack0.3825363
Insult0.24928534
Profanity0.11663672
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.3302291 Constructive 0.643 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian from London Ontario, can confirm. We are cooked. But I’m racist for saying anything about the Indian takeover
As a Canadian from London Ontario, can confirm. We are cooked. But I’m racist for saying anything about the Indian takeover
Identity Attack0.37361985
Insult0.15982662
Profanity0.08128801
Threat0.010343489
Severe Toxicity0.012962224
Moderate 0.32971194 Moderate Con 0.474 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The …
the old indian guy saying newcomers should assimilate is so true. Like it's genuinely scary. Of course canada is not like the US and we don't have ICE (thank god) but it's still scary. The violent crime has been skyrocketing. Guns are becoming more common. Sexual Assaults are increasing.. It's a lot of third-world violence and ideals being brought here.
Identity Attack0.3043136
Insult0.1711343
Profanity0.044417568
Threat0.04029291
Severe Toxicity0.01412424
Moderate 0.32919475 Constructive 0.705 Fear_Threat
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Maximum are khalistani who don't even consider them as Indians but say it loud when confronted
Maximum are khalistani who don't even consider them as Indians but say it loud when confronted
Identity Attack0.3817989
Insult0.24903896
Profanity0.119731516
Threat0.019228047
Severe Toxicity0.020127986
Moderate 0.32919475 Low Con 0.208 Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
When a INDIAN says ther is too MAnY INDIAN IN CANADA that means it really is to much indian in CANADADA😅☠️
Identity Attack0.38230872
Insult0.14331897
Profanity0.047674157
Threat0.007547205
Severe Toxicity0.014382465
Moderate 0.32919475 Low Con 0.252 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I love watching the Indians laugh and say everyone's driving is bad, not knowing they themselves are the problem 😂
I love watching the Indians laugh and say everyone's driving is bad, not knowing they themselves are the problem 😂
Identity Attack0.37082586
Insult0.1469393
Profanity0.089370176
Threat0.013631714
Severe Toxicity0.015609037
Moderate 0.3281604 Low Con 0.297 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the …
Let's cut the BS and say what's really happening. A massive amount of scammers from India were making bogus refugee claims, and they're getting rejected. Mark Carney should be sending a massive bill to the Indian government for being forced to deal with all these fraudulent claims.
Identity Attack0.2854555
Insult0.26957804
Profanity0.14930901
Threat0.013476364
Severe Toxicity0.012207031
Moderate 0.32712606 Moderate Con 0.455
Dec 24, 2025 Deportations From Canada at Their …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
I wanna tell you this folks , the reason we Indians get jobs ( which you racist people dont like ) is not because our people are there and they hire us , its because …
I wanna tell you this folks , the reason we Indians get jobs ( which you racist people dont like ) is not because our people are there and they hire us , its because we work hard we do extra shifts , we have skills which employers are looking for . Moreover , the companies which hire Indians are owned and operated by no other then Canadians or i should say white canadians itself. So instead of blaming one community for your every problem , work hard , learn skills which will make your life more easy .
Identity Attack0.36702603
Insult0.24767025
Profanity0.06395709
Threat0.009048914
Severe Toxicity0.012435913
Moderate 0.3266089 Constructive 0.583
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)

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.