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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: "Indian are like this is …" 766 comments · Page 17 of 31
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
every where i go in my city is Indians with all the jobs i can't get a new job here at all can't even get any calls. my old job i was Team Leader at …
every where i go in my city is Indians with all the jobs i can't get a new job here at all can't even get any calls. my old job i was Team Leader at a Dollarama, with almost 3 years of experience and can't even get a job doing same stuff that i have alot of experience with. that Dollarama is right next to my house, i go there to get stuff all the time and guess what that entire staff is Indian. there is like 5 or 6 of them and 3 none Indians who are old co workers of mine. the Manager is Indian too and all i see when it's new hires is yup you guessed it a new Indian hire.
Identity Attack0.38826546
Insult0.17361937
Profanity0.18417911
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.3375374 Constructive 0.667
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Amazing that in a city like Toronto with every different race, only Indian people are working behind every single store counter.
Amazing that in a city like Toronto with every different race, only Indian people are working behind every single store counter.
Identity Attack0.43896464
Insult0.13064787
Profanity0.03189224
Threat0.007974415
Severe Toxicity0.0126394415
Moderate 0.3375374 Moderate Con 0.445
Sep 30, 2025 IRCC Names India in Study …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog and Indian are not allowed that is the racist is and when the people come from China and India, they charge tax And the other people coming from Europe they can come anytime why thats racist
Identity Attack0.293411
Insult0.25998658
Profanity0.0913099
Threat0.0097738765
Severe Toxicity0.015802706
Moderate 0.3375374 Constructive 0.559 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Andrew Callahan would’ve edited this video to make it seem like the Indians are amazing citizens and just got lost in the woods and ended up in America.
Andrew Callahan would’ve edited this video to make it seem like the Indians are amazing citizens and just got lost in the woods and ended up in America.
Identity Attack0.37082586
Insult0.16124763
Profanity0.10735235
Threat0.07399795
Severe Toxicity0.020257099
Moderate 0.3367073 Low Con 0.244 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I had a co-worker who applied for PR and keeps waiting and waiting, one co-worker from India said to him.. “Dude! Just get marry with someone who has a citizenship and you will get a …
I had a co-worker who applied for PR and keeps waiting and waiting, one co-worker from India said to him.. “Dude! Just get marry with someone who has a citizenship and you will get a spousal visa so easy, quick! That’s how all my indian friends got it. It’s like a contract.” I told her “Hey that’s illegal!” And that Indian girl laughed and said “Who cares!” They are ruining the entire immigration system in Canada.
Identity Attack0.3857254
Insult0.16751462
Profanity0.08775374
Threat0.011042561
Severe Toxicity0.013866014
Moderate 0.33587718 Constructive 0.643
Oct 12, 2025 IRCC Names India in Study …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to making it like their home country
Identity Attack0.3908055
Insult0.1342682
Profanity0.11663672
Threat0.011172019
Severe Toxicity0.016577384
Moderate 0.33421695 Moderate Con 0.472 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Dude even indians that came here decades ago don't even like the new indians
Dude even indians that came here decades ago don't even like the new indians
Identity Attack0.38318536
Insult0.113185234
Profanity0.1308005
Threat0.011456826
Severe Toxicity0.016964722
Moderate 0.33421695 Low Con 0.292 Identity_Assertion
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident …
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident recently filmed a group of 5 or 6 Indian immigrate men shooting up one of our brand trail bridge and shooting shot guns and other long barreled rifes into the air.. then left their garbage and spent shells behind. I'd like to know how non Canadian Citizens get their hands on weapons? Isn't it against the law?
Identity Attack0.30256465
Insult0.26957804
Profanity0.045419596
Threat0.13464862
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.533
Aug 27, 2025 Why Canadians Are Turning Against …
Like father like son, Uk let’s in too many Pakistanis and Canada let’s in too many Indians.
Like father like son, Uk let’s in too many Pakistanis and Canada let’s in too many Indians.
Identity Attack0.38826546
Insult0.12883772
Profanity0.038154904
Threat0.05042134
Severe Toxicity0.01935331
Moderate 0.33338684 Low Con 0.203 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I saw Attenborough do a program about indian nature , he showed the population explosion over 40 years . 400 m to 1.2 billion . They've literally outgrown the country like a disease
I saw Attenborough do a program about indian nature , he showed the population explosion over 40 years . 400 m to 1.2 billion . They've literally outgrown the country like a disease
Identity Attack0.27991617
Insult0.26957804
Profanity0.096805766
Threat0.012337137
Severe Toxicity0.013478675
Moderate 0.33255672 Constructive 0.593 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
OK, I do like Indians more than Somalis or Pakistanis. Maybe it's the culture and intelligence and beliefs that are mostly for peace and less harmful.
OK, I do like Indians more than Somalis or Pakistanis. Maybe it's the culture and intelligence and beliefs that are mostly for peace and less harmful.
Identity Attack0.40158966
Insult0.16831873
Profanity0.06946823
Threat0.009929225
Severe Toxicity0.016190045
Moderate 0.3317266 Constructive 0.648 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
Most likely Punjabi invaders,cuz they are not indian , it's obvious they r different species then other Indian which I have seen the most
Most likely Punjabi invaders,cuz they are not indian , it's obvious they r different species then other Indian which I have seen the most
Identity Attack0.38826546
Insult0.1935001
Profanity0.14754629
Threat0.04098356
Severe Toxicity0.023076924
Moderate 0.3308965 Moderate Con 0.331 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The majority are Sikh. Almost no problem with them. Sikh are not like your average rural Indian and have been fighting against aggressive Muslims for centuries.
The majority are Sikh. Almost no problem with them. Sikh are not like your average rural Indian and have been fighting against aggressive Muslims for centuries.
Identity Attack0.4139151
Insult0.16337912
Profanity0.0569429
Threat0.019746035
Severe Toxicity0.013995127
Moderate 0.3302291 Moderate Con 0.44 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Indian population is about 1/3 in the UAE, but why you don't see these problems there? I would like to see what the UAE government do if these Indian try to push their Indian culture …
Indian population is about 1/3 in the UAE, but why you don't see these problems there? I would like to see what the UAE government do if these Indian try to push their Indian culture there. Lol... jail or sent home. We need real laws.
Identity Attack0.3817989
Insult0.15769513
Profanity0.06395709
Threat0.04686524
Severe Toxicity0.015867263
Moderate 0.32971194 Constructive 0.546
Sep 6, 2025 2 likes Why Canadians Are Turning Against …
It just looks like the Canadian homeless are just shooting themselves in the foot by not utilising these, communities and their free food and stuff. Ofc these all might just be for the cam and …
It just looks like the Canadian homeless are just shooting themselves in the foot by not utilising these, communities and their free food and stuff. Ofc these all might just be for the cam and they discriminate non Indians who try to enter Hindu or Sikh temples, Idk .
Identity Attack0.38223284
Insult0.097093195
Profanity0.04291453
Threat0.2330281
Severe Toxicity0.017610285
Moderate 0.32919475 Constructive 0.513
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
My daughter who is born Canada cannot finda job in Mcdonald because most of this fast food restaurant hire Indians. Any store I go like walnart, a&w tim hortons. You only see Indian workers.
My daughter who is born Canada cannot finda job in Mcdonald because most of this fast food restaurant hire Indians. Any store I go like walnart, a&w tim hortons. You only see Indian workers.
Identity Attack0.41052565
Insult0.12521741
Profanity0.027820412
Threat0.007586042
Severe Toxicity0.010070801
Moderate 0.32919475 Constructive 0.589 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
when u are in rome u, need to act like one, if u go to another country and want to be a citizen be a part of that country or else dont go and destroy …
when u are in rome u, need to act like one, if u go to another country and want to be a citizen be a part of that country or else dont go and destroy their peace by bringing ur baggage and chaos there. really i feel sick how cannada being turned completely into india. indians im not against u but if u go to another country and want to be a part of it dont destroy their own culture and rules for ur own comfort, if not just go to ur hometowns as its not diversification or growth it looks awful how peaceful communities are being turn into something else. india is india dont turn cannada into one
Identity Attack0.29951343
Insult0.27146968
Profanity0.058946952
Threat0.01187109
Severe Toxicity0.012207031
Moderate 0.3286776 Constructive 0.633
Nov 23, 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 …
Never had an issue with Indians until COVID. Now they're openly hated by everyone, especially by other Indians. They don't like this either
Never had an issue with Indians until COVID. Now they're openly hated by everyone, especially by other Indians. They don't like this either
Identity Attack0.3802808
Insult0.1469393
Profanity0.114160895
Threat0.011638066
Severe Toxicity0.017803956
Moderate 0.3281604 Moderate Con 0.445 Personal_Narrative
Jan 27, 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...

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.