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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: "Indians are people who you …" 1,087 comments · Page 25 of 44
Being indian, I accept when somebody don't like immigrants. But I want to remind you'll be facing trouble with peaceful community than with people of dharmic religions because we believe in co existence & they …
Being indian, I accept when somebody don't like immigrants. But I want to remind you'll be facing trouble with peaceful community than with people of dharmic religions because we believe in co existence & they don't.
Identity Attack0.44690517
Insult0.107333586
Profanity0.07223598
Threat0.012492486
Severe Toxicity0.015092585
Moderate 0.3308965 Constructive 0.738 Identity_Assertion
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by Indian people in my area alone, the food quality dips, quality in general dips, they're rude, they get mad if THEY mess up at you which is super disrespectful. I come from a Hispanic culture do be respectful to other human beings if you enter another person's country. Your laws no longer apply here and people who are foreign seem to think that is not the case. I hate seeing local grocery stores get bought out because nothing feels the same. Its not a community anymore its an infestation of rude, self centered obnoxious foreigners who treat everyone like crap because they're miserable. Many don't last because American's aren't going to go to a place that isn't really local anymore its not the same faces they're used to its a cheap old Indian man who is too lazy to fix anything and gets mad when you order too much and by too much like 4 things....
Identity Attack0.35948995
Insult0.19734058
Profanity0.16915557
Threat0.018019408
Severe Toxicity0.01825585
Moderate 0.3302291 Constructive 0.729 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada …
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada has to promote immigration in order to avoid depopulation which may harm the economy. 4. Since immigration is promoted, it has opened door for Indians, arabs, chinese. 5. Canada is changing because whites did forgot that they are required to bear enough children to preserve their identify and race. 6. Whites can change this trend if they decide. How? Every whiteman should mary and have enough kids (two kids and above).
Identity Attack0.40351558
Insult0.15698463
Profanity0.041912504
Threat0.011042561
Severe Toxicity0.012574885
Moderate 0.3286776 Moderate Con 0.304 Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Identity Attack0.3043136
Insult0.16758773
Profanity0.021466793
Threat0.0072106146
Severe Toxicity0.008926392
Moderate 0.3286776 Low Con 0.171 Economic_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
indian people are either the nicest people you meet or the most annoying.
indian people are either the nicest people you meet or the most annoying.
Identity Attack0.36733335
Insult0.17486192
Profanity0.1184936
Threat0.00756015
Severe Toxicity0.0128976675
Moderate 0.3281604 Moderate Con 0.354 Identity_Assertion
Jan 27, 2026 5 likes Inside Canada's Indian Metropolis (Brampton)
What value are these Indians bringing to Canada? What is Canada trying to prove by allowing these people into the country? Can someone throw light on this please?
What value are these Indians bringing to Canada? What is Canada trying to prove by allowing these people into the country? Can someone throw light on this please?
Identity Attack0.4006267
Insult0.13607834
Profanity0.023174755
Threat0.009281937
Severe Toxicity0.012833111
Moderate 0.3281604 Low Con 0.263 Question
Aug 30, 2025 Why Canadians Are Turning Against …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples and also they export that culture across the globe.
Identity Attack0.36733335
Insult0.2679134
Profanity0.10735235
Threat0.023371955
Severe Toxicity0.019095084
Moderate 0.3281604 Constructive 0.504 Personal_Narrative
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...
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one …
I don't understand what makes them think they can come to a White country, on Christian land, seriously. Their food? Why would you eat that witchcraft food anyway. Unless it's coming from a Christian, one that actually follows Jesus Christ you shouldn't be eating it. American Indians confirm Vikings were there the same time they were, but the fact is, Vikings travelled everywhere they just didn't settle everywhere and they actually came long before the American Indians saw them, as in Vikings were actually in America first. What is it with brown people, seriously. You know why they have low iq? It really and seriously is about who you worship, you worship Jesus Christ he naturally has you eat certain foods that you are missing the vitamins and minerals which if you don't have enough of will lower your iq level. Seriously, satan doesn't care about making you smart clearly he wants every nigger raping and pillaging because it's not about making you well, it's about making you sick and everyone around you. Indians are known to be disgusting and unhygenic, they are majority a muslim and hindu nation, they will shit on their beaches it is part of their culture, utterly almost all disgusting people.
Identity Attack0.37432748
Insult0.16780703
Profanity0.16636424
Threat0.013269233
Severe Toxicity0.017287504
Moderate 0.32764325 Moderate Con 0.455 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
8:55 these people don’t work??? Are you kidding me? I don’t know a single Indian who doesn’t work.
8:55 these people don’t work??? Are you kidding me? I don’t know a single Indian who doesn’t work.
Identity Attack0.33060804
Insult0.083112895
Profanity0.09260304
Threat0.0091524795
Severe Toxicity0.012962224
Moderate 0.32712606 Moderate Con 0.403 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs are actually nice people. Every single person has some or other compulsions. Nobody moves to another country for fun, they migrate for better lifestyle, healthcare, benefits, income etc. Stop demonizing these people just because …
Sikhs are actually nice people. Every single person has some or other compulsions. Nobody moves to another country for fun, they migrate for better lifestyle, healthcare, benefits, income etc. Stop demonizing these people just because they're in Canada and not being white. Perhaps, ask yourself what your ancestors as whites did in the past to Indians, sidelined with Britishers & looted our wealth for 200 years and made us a 3rd world country.
Identity Attack0.3857254
Insult0.16337912
Profanity0.032142747
Threat0.009048914
Severe Toxicity0.011291504
Moderate 0.32712606 Constructive 0.734 Moral_Argument
Mar 1, 2026 Inside Canada's Indian Invasion...
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)
India could dump 2.5 million people on every country on earth and still have a billion Indians in their country.
India could dump 2.5 million people on every country on earth and still have a billion Indians in their country.
Identity Attack0.37953663
Insult0.08508729
Profanity0.07805514
Threat0.13815513
Severe Toxicity0.02077355
Moderate 0.3266089 Low Con 0.128 Unverified_Claim
Oct 6, 2025 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)
Just think about it. They have like 1.5 billion people. How glad we are not be born there. Not being a Indian might be a flex at this point
Just think about it. They have like 1.5 billion people. How glad we are not be born there. Not being a Indian might be a flex at this point
Identity Attack0.3895355
Insult0.08558089
Profanity0.07740857
Threat0.021127338
Severe Toxicity0.018191293
Moderate 0.3260917 Moderate Con 0.388
Jan 27, 2026 96 likes Inside Canada's Indian Invasion...
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and become canadian.. It’s why there is 1000% a massive divide in the mentality.. you can tell indian canadians from those using canada .. and tis really fustrating and its becoming a problem because they are making life for those Canadians to separate themeslves from the leeches and those messing up the area.. You could say the same issues are in the asian diaspora.. but not as much.. so you have to really ask.. why is this being allowed..
Identity Attack0.31307843
Insult0.2817503
Profanity0.072882555
Threat0.008466354
Severe Toxicity0.01159668
Moderate 0.3260917 Constructive 0.616 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Identity Attack0.3758158
Insult0.16053712
Profanity0.15107171
Threat0.030623792
Severe Toxicity0.018449519
Moderate 0.3245134 Moderate Con 0.462 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol , this dude travelled to spread some hatred and all he got in return is loads of food and nice treatment and left him wondering why his own people don't look after each other …
Lol , this dude travelled to spread some hatred and all he got in return is loads of food and nice treatment and left him wondering why his own people don't look after each other and Indians do! The white europeans went there and built all those churches and spread their culture, now can't stand watching someone else do that.
Identity Attack0.33352965
Insult0.15414265
Profanity0.089693464
Threat0.009903334
Severe Toxicity0.011749268
Moderate 0.3245134 Moderate Con 0.402 Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Well white people don't belong in Canada anyway. You belong in Europe so why target only Indians for coming to Canada?
Well white people don't belong in Canada anyway. You belong in Europe so why target only Indians for coming to Canada?
Identity Attack0.39207554
Insult0.08484049
Profanity0.02836696
Threat0.0078449575
Severe Toxicity0.00957489
Moderate 0.3245134 Low Con 0.26 Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally …
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally not able to be found, as the government is very corrupt and hides the data officially. The upcoming census 2026 is going to be DISGUSTING. 2021 and beyond the rate of forced migration was south asians taking up 60 percent of the immigrants, how is that reasonable, nor racist, and how can we even vet these people properly to have quality assimilants?
Identity Attack0.2839175
Insult0.26957804
Profanity0.064458095
Threat0.010110466
Severe Toxicity0.010757446
Moderate 0.32397532 Constructive 0.553 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
Identity Attack0.4139151
Insult0.12702756
Profanity0.057443913
Threat0.010421164
Severe Toxicity0.0125103295
Moderate 0.32397532 Constructive 0.508 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific …
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific group of people, and in the intro alone had actual honest opinions from indian people about what's going on then in the 2 jew videos combined
Identity Attack0.37222284
Insult0.10148193
Profanity0.10611444
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.3234372 Moderate Con 0.385 Identity_Assertion
Feb 24, 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.