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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

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Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

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Active: "I am Indian from India. …" 760 comments · Page 20 of 31
Yaaaaaa. That restaurant look REALLY busy. Indian restaurants open up in any available location in Brampton, which now has Indian people in Brampton questioning, "How many different ways can you possibly cook Indian food?" A …
Yaaaaaa. That restaurant look REALLY busy. Indian restaurants open up in any available location in Brampton, which now has Indian people in Brampton questioning, "How many different ways can you possibly cook Indian food?" A petition went out online in 2023, in Brampton, that McDonalds wasn't catering to the "Indian Culture". It's a simple fact that the 10% of the "privileged culture" that are coming over to Canada are completely destroying the reputations of the Indians that came here and worked for their futures, to now being classified as the ignorance being brought to Canada for India
Identity Attack0.33352965
Insult0.11172232
Profanity0.04792466
Threat0.0100069
Severe Toxicity0.010299683
Low Tox 0.2854699 Constructive 0.661 Identity_Assertion
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The indians come her and then take the money they make back to india. They don't support canada and our laws.
The indians come her and then take the money they make back to india. They don't support canada and our laws.
Identity Attack0.37730414
Insult0.0813853
Profanity0.020646973
Threat0.007547205
Severe Toxicity0.0073242188
Low Tox 0.28425202 Moderate Con 0.343
Aug 26, 2025 Why Canadians Are Turning Against …
Are we in India? No!!! But there are to many Indians in, our!! Country
Are we in India? No!!! But there are to many Indians in, our!! Country
Identity Attack0.32476485
Insult0.06953252
Profanity0.06546012
Threat0.010032792
Severe Toxicity0.014576134
Low Tox 0.2820025 Low Con 0.296 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It's funny how history changes British did this more than 100yrs. Invasion to India. Indians hated that, suffered and fought for freedom It's reverse now. Indians are taking over western countries
It's funny how history changes British did this more than 100yrs. Invasion to India. Indians hated that, suffered and fought for freedom It's reverse now. Indians are taking over western countries
Identity Attack0.33352965
Insult0.0813853
Profanity0.06395709
Threat0.01238892
Severe Toxicity0.009613037
Low Tox 0.28087774 Constructive 0.548 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Metropolis (Brampton)
Canada is truly becoming India. I am from the states and just visited Toronto during a work trip. Starting from airport, most people working there are INDIANS, then got to the city center. Oh boy, …
Canada is truly becoming India. I am from the states and just visited Toronto during a work trip. Starting from airport, most people working there are INDIANS, then got to the city center. Oh boy, It was an Indian CITY.
Identity Attack0.36702603
Insult0.08582769
Profanity0.025634222
Threat0.0071588317
Severe Toxicity0.010070801
Low Tox 0.27975297 Constructive 0.591
Oct 10, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
There's no one more nationalistic than an Indian that is not living in India..
There's no one more nationalistic than an Indian that is not living in India..
Identity Attack0.30256465
Insult0.0777699
Profanity0.031140719
Threat0.008919456
Severe Toxicity0.009384155
Low Tox 0.27975297 Moderate Con 0.308 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
i live in bolton, have for 35 years .im pretty much next to brampton, which was always very indian, and that was fine. but its drastically changed in the past 10 years for the very …
i live in bolton, have for 35 years .im pretty much next to brampton, which was always very indian, and that was fine. but its drastically changed in the past 10 years for the very very worst. were still sort of ok in bolton right now but it's happening fast. edit: brampton used to be full of indians that wanted to be canadian, now its just disrespectful ones that want brampton to be india
Identity Attack0.33675182
Insult0.12521741
Profanity0.06044999
Threat0.008492245
Severe Toxicity0.008277893
Low Tox 0.2786282 Constructive 0.579
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
They call themselves PUNJABI and not Indians, then why are you dragging Indians in this. Canadian government allowed them, so PUNJABI SIKHS are your issue and not India's, they're a very small minority in india …
They call themselves PUNJABI and not Indians, then why are you dragging Indians in this. Canadian government allowed them, so PUNJABI SIKHS are your issue and not India's, they're a very small minority in india and they don't even represent Indians.
Identity Attack0.37082586
Insult0.08410009
Profanity0.01982715
Threat0.008841781
Severe Toxicity0.0076675415
Low Tox 0.2763787 Moderate Con 0.364 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false documents and Canada not only made them welcome but also let them enter politics, police, government positions many with just PR and not even citizenship holders. How can an India citizen with Canadian Residency work as a customs officer or police with no Canadian citizenship?
Identity Attack0.28622448
Insult0.1640896
Profanity0.02119352
Threat0.0074306927
Severe Toxicity0.0064086914
Low Tox 0.27525392 Constructive 0.726 Policy_Critique
Jan 27, 2026 160 likes Inside Canada's Indian Invasion...
Bro as an Indian living in india I am just feeling ashamed
Bro as an Indian living in india I am just feeling ashamed
Identity Attack0.2795294
Insult0.083112895
Profanity0.08290444
Threat0.010239923
Severe Toxicity0.010299683
Low Tox 0.27412915 Moderate Con 0.481 Personal_Narrative
Feb 14, 2026 Inside Canada's Indian Invasion...
Adding to my previous comment, I see Indian / Pakistani workers in all the supermarkets, speaking Hindi Urdu amongst themselves, we order home delivery and they get our orders wrong...mate, I like a multicoloured society, …
Adding to my previous comment, I see Indian / Pakistani workers in all the supermarkets, speaking Hindi Urdu amongst themselves, we order home delivery and they get our orders wrong...mate, I like a multicoloured society, not a BTEC version of India FFS.
Identity Attack0.31015682
Insult0.09270445
Profanity0.06796519
Threat0.011146127
Severe Toxicity0.012435913
Low Tox 0.27412915 Constructive 0.724 Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Metropolis (Brampton)
My friend from india moved to my town in BC because she said Ontario had too many indians 😂
My friend from india moved to my town in BC because she said Ontario had too many indians 😂
Identity Attack0.36702603
Insult0.076819435
Profanity0.05017922
Threat0.008298059
Severe Toxicity0.008392334
Low Tox 0.27412915 Moderate Con 0.485 Humor_Satire
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
They are all Punjabis and they don't want to call them as an Indian so don't blame India.
They are all Punjabis and they don't want to call them as an Indian so don't blame India.
Identity Attack0.36702603
Insult0.08533409
Profanity0.0741757
Threat0.0091524795
Severe Toxicity0.0104522705
Low Tox 0.27236435 Moderate Con 0.414 Identity_Assertion
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
It's cool to have East Indians here in Canada... but for Christ sake, they better assimilate to the Canadian way, speak English or French and respect the indigenous culture. 🤦 If they left India, then …
It's cool to have East Indians here in Canada... but for Christ sake, they better assimilate to the Canadian way, speak English or French and respect the indigenous culture. 🤦 If they left India, then they should leave their past behind. 🤦
Identity Attack0.33060804
Insult0.07808672
Profanity0.027683776
Threat0.0078449575
Severe Toxicity0.0073623657
Low Tox 0.27047762 Moderate Con 0.456
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf …
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf or get married so they dont have to go back to India, in fact half of them are weird to girls for some reason. I am so done with this.
Identity Attack0.2795294
Insult0.15414265
Profanity0.0913099
Threat0.00866054
Severe Toxicity0.00919342
Low Tox 0.26859093 Constructive 0.516 Personal_Narrative
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India. Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia) The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan. Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Identity Attack0.27875587
Insult0.1711343
Profanity0.04742365
Threat0.019055385
Severe Toxicity0.012962224
Low Tox 0.26859093 Constructive 0.524 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there …
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there are poor and rich here both suffer with this country. but the rich understand and are are very well educated to understand the locals and support their country. but idk what's wrong with Canada that they leave the north Indian's ( basically 90% people of this part of region are not very friendly and are very badly educated about things only the top 10% of this region really understand things and even they suffer with this and the allegations some of them for just being the same religion ) and because of them the other people of India who were going to America/Canada for better meant of the country they go to , get with this and get rejected. its just my opinion and the things I have seen going around me.
Identity Attack0.2781757
Insult0.08831572
Profanity0.077731855
Threat0.012440704
Severe Toxicity0.014188796
Low Tox 0.2667042 Constructive 0.774 Personal_Narrative
Feb 18, 2026 Inside Canada's Indian Invasion...
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
Indians help only Indians. I spoke with a professor from an American university in the Midwest, and he stated that the faculty is complaining about too many Indians at the university, including faculty from India.
Indians help only Indians. I spoke with a professor from an American university in the Midwest, and he stated that the faculty is complaining about too many Indians at the university, including faculty from India.
Identity Attack0.36702603
Insult0.06757036
Profanity0.023516348
Threat0.0076637166
Severe Toxicity0.0060272217
Low Tox 0.2667042 Constructive 0.613 Unverified_Claim
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank-you so much for this video. I am a 54 year old, white Canadian woman. I have lived in Ontario my entire life, but I don't recognize it anymore, and, if I had the money, …
Thank-you so much for this video. I am a 54 year old, white Canadian woman. I have lived in Ontario my entire life, but I don't recognize it anymore, and, if I had the money, I would leave. We are being taken over by immigrants, and we aren't allowed to say anything about it, or we are called racists. It's so unfair! How is it OK, that we are forced to remain silent as we watch our country be taken over? Our housing, our jobs, our culture; it's all being handed over to immigrants, mainly from East India and Arab countries. Even my kid's school population has become 95% East Indians and Arabs. The remaining 5% are a mix of whites, blacks, and a couple of kids from the Philippines. There is no diversity. It's just so unfair!
Identity Attack0.28034934
Insult0.12159709
Profanity0.036401358
Threat0.00951496
Severe Toxicity0.008888245
Low Tox 0.26293078 Constructive 0.754
Aug 28, 2025 7 likes Why Canadians Are Turning Against …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Identity Attack0.316
Insult0.07523532
Profanity0.023994578
Threat0.010628296
Severe Toxicity0.0075912476
Low Tox 0.26293078 Constructive 0.598 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian living in India. I think NRIs should be more accommodating to Canadians as someday if they are thrown out like TRUMP is doing it would be terrible.
Indian living in India. I think NRIs should be more accommodating to Canadians as someday if they are thrown out like TRUMP is doing it would be terrible.
Identity Attack0.27340925
Insult0.09416737
Profanity0.021125201
Threat0.017328756
Severe Toxicity0.007286072
Low Tox 0.26293078 Constructive 0.651
Sep 19, 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.