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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: "It’s just too much Indians …" 215 comments · Page 3 of 9
Those are Indians not the Mexicans they smuggle a little bit differently the Indians are much safer Mexicans are very intelligent so they're going to yell at you
Those are Indians not the Mexicans they smuggle a little bit differently the Indians are much safer Mexicans are very intelligent so they're going to yell at you
Identity Attack0.5135796
Insult0.34314156
Profanity0.22572558
Threat0.0347677
Severe Toxicity0.023927659
Moderate 0.4575469 Moderate Con 0.375 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Many racist, Islamophobic people Being indian myself i don't like, I was hit read ended Jan 2026 Should stop now too much people who don't deserve to be here Had few accident all not at …
Many racist, Islamophobic people Being indian myself i don't like, I was hit read ended Jan 2026 Should stop now too much people who don't deserve to be here Had few accident all not at fault and hit by indian drivers only
Identity Attack0.48990932
Insult0.38852
Profanity0.124631
Threat0.1284288
Severe Toxicity0.02430326
Moderate 0.45751464 Constructive 0.587 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Identity Attack0.5502601
Insult0.34203702
Profanity0.17241211
Threat0.035458352
Severe Toxicity0.023692908
Moderate 0.4574824 Moderate Con 0.422 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This explains so much! I work at an airport and air Canada always has a crazy amount of Indians flying in and out.
This explains so much! I work at an airport and air Canada always has a crazy amount of Indians flying in and out.
Identity Attack0.49584505
Insult0.43158367
Profanity0.10301965
Threat0.0086087575
Severe Toxicity0.020127986
Moderate 0.4475325 Constructive 0.557
Jan 27, 2026 Inside Canada's Indian Invasion...
Why the h€ll Indians want to go to USA?! Canada is much better.
Why the h€ll Indians want to go to USA?! Canada is much better.
Identity Attack0.5039629
Insult0.40243408
Profanity0.29053202
Threat0.01254427
Severe Toxicity0.045767322
Moderate 0.44573322 Low Con 0.173 Identity Attack Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada please be very careful... with the wave of Indians, especially the privileged-class (aka higher-caste) groups, arriving with their religious and ideological trash baggage. Not only will they destroy communal harmony in your country, they …
Canada please be very careful... with the wave of Indians, especially the privileged-class (aka higher-caste) groups, arriving with their religious and ideological trash baggage. Not only will they destroy communal harmony in your country, they will use the Canadian $$ to economically destabilize the society in the home country. Hope their children get a good and liberal education and are not spoiled by home-grown bigotry, supremacist and caste-ist brainwashing. These double-speaking cohorts operate pretty much as clandestine as communal white racist groups, essentially playing the same game from an older brown playbook. 🙏
Identity Attack0.4887047
Insult0.46327567
Profanity0.08775374
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.463 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Identity Attack0.46028158
Insult0.43296707
Profanity0.22663295
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.43230394 Constructive 0.717 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot …
Canadian here: 10 yrs ago it was rare to hear a Canadian say something derogatory about another ethnicity beyond the basic complaints about the French or Natives. Even that was fairly tame since a lot of Canadians have either French or Indigenous ancestry. I have never heard so much ethnic hostility over the past 5 yrs as people will just openly insult Indians. I have heard professionals say “Never trust an Indian”. Canadians are PISSED with how Indians have exploited Canada
Identity Attack0.4830652
Insult0.36798462
Profanity0.2661772
Threat0.014393489
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.604 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
How did That grown man on a bicycle luggage in the back focus on how much he hates Africans when the topic was Indians 😂 wow the bigotry on low is Canadians is actually more …
How did That grown man on a bicycle luggage in the back focus on how much he hates Africans when the topic was Indians 😂 wow the bigotry on low is Canadians is actually more insulting
Identity Attack0.48915586
Insult0.33964422
Profanity0.054938845
Threat0.009281937
Severe Toxicity0.01935331
Moderate 0.4269174 Moderate Con 0.303 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all …
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all over one of the most beautiful water falls Ive ever seen and the only people I actually saw throwing garbage on the ground while I was there were Indians. At least a dozen seperate times in the 3 days I was there, I saw only Indians throwing their trash on the ground. Im not sh1tting on Indian people because 99% of the ones Ive met in the US were way more polite and hard working than half the Americans Ive ever met, Im just pointing out my genuine observations🤷‍♂️
Identity Attack0.44690517
Insult0.36798462
Profanity0.4044591
Threat0.016638106
Severe Toxicity0.023552058
Moderate 0.4269174 Constructive 0.685 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much …
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much will power it takes for those indians to come to places like north america to earn money and give their family back home the lives they never had. It takes so much to be someone, especially if youre coming from a place where youre just one ordinary human among 1 billion others. People can hate all the want but its a free world. Territories came after humans.
Identity Attack0.34974504
Insult0.3388922
Profanity0.20016506
Threat0.030278467
Severe Toxicity0.023317307
Moderate 0.42568782 Constructive 0.637 Solidarity
Feb 17, 2026 Inside Canada's Indian Invasion...
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job …
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job in your own country or soo busy in just hating black people/white people (in short racism) Today we are capable enough to take over any job in any country that's the reason of all this hate coming towards us 😂 And I know there are some people who lack civic sense in general but come on have you seen your people? It is common everywhere but you guys are soo jealous of Indians that you are just ready to target us
Identity Attack0.44690517
Insult0.3388922
Profanity0.25915453
Threat0.038911607
Severe Toxicity0.023927659
Moderate 0.42568782 Constructive 0.56 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate …
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate violence against women. Indians are fine. I used to hang out with the Hare Krishnas and they were very nice people. Bonus: most Indians are vegetarian. 🙂
Identity Attack0.49855098
Insult0.24928534
Profanity0.08840031
Threat0.043955702
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.709 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I love indian food as much as I love aids.
I love indian food as much as I love aids.
Identity Attack0.34649673
Insult0.14874944
Profanity0.2268346
Threat0.09009721
Severe Toxicity0.02439716
Moderate 0.4014846 Moderate Con 0.419 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Identity Attack0.3758158
Insult0.40243408
Profanity0.098377466
Threat0.017156094
Severe Toxicity0.016383713
Moderate 0.4013387 Constructive 0.626 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
They dont want to assimilate into our culture, and there are A LOT of Indians here, and I NEVER see indians hanging out with white or black people, i only see them with other indians. …
They dont want to assimilate into our culture, and there are A LOT of Indians here, and I NEVER see indians hanging out with white or black people, i only see them with other indians. If u like india so much, why spend all your money to come here? It's true doe!
Identity Attack0.49584505
Insult0.18604483
Profanity0.12158839
Threat0.0130621
Severe Toxicity0.023076924
Moderate 0.39987978 Constructive 0.578 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Hey Taylor I know your trying to save your country s culture way of living and so much good things but you don't have right to misinformation about Indian what we do with you we …
Hey Taylor I know your trying to save your country s culture way of living and so much good things but you don't have right to misinformation about Indian what we do with you we are hard working not to capture your country on more thing in your video some scenes about khalistani terrorist 😮 1:21 1:21
Identity Attack0.381025
Insult0.24171697
Profanity0.11725569
Threat0.05171447
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.674 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian and a follower for years of you Tyler, thank you so much for covering this. We have absolutely been invaded and every time you try to say anything, Indians and white Canadians …
As a Canadian and a follower for years of you Tyler, thank you so much for covering this. We have absolutely been invaded and every time you try to say anything, Indians and white Canadians scream racism.
Identity Attack0.4830652
Insult0.24928534
Profanity0.03389629
Threat0.009437286
Severe Toxicity0.015157142
Moderate 0.3969567 Constructive 0.651 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I 100% take any Indians as long as they aren't practicing Muslims. They are so much friendlier and here in the Americas they dont dare ask you to redeem.
I 100% take any Indians as long as they aren't practicing Muslims. They are so much friendlier and here in the Americas they dont dare ask you to redeem.
Identity Attack0.49032792
Insult0.16883044
Profanity0.11354194
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.39441586 Constructive 0.657 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any job in Canada than in India. India work market is saturated because of the population and wages are low. The Canadian government use them because they pay triple for schooling that's it. These Indians are racist and don't accept other cultures. They stick to themselves and are on video calls with each other every second of the day including while they're driving and working. Its creating a huge problem in the job market especially getting any minimum wage job. I hope they would go back because they're doing so much damage
Identity Attack0.46028158
Insult0.34237885
Profanity0.07514556
Threat0.00967031
Severe Toxicity0.01825585
Moderate 0.38811707 Constructive 0.617 Personal_Narrative
Feb 7, 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.