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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: "The Indians are going to …" 482 comments · Page 4 of 20
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign born.... No wonder everyone's leaving to go to the US
Identity Attack0.5039629
Insult0.40243408
Profanity0.5711371
Threat0.012130005
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.59 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson …
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson look at them in their eyes 👀 they only after money and too greedy people go look at the history most world countries kicked them out from their country weak up Canada 🇨🇦 it’s almost to late know I will feel it soon already 😮
Identity Attack0.55044734
Insult0.6099415
Profanity0.18663849
Threat0.0347677
Severe Toxicity0.052044146
Moderate 0.5885171 Low Con 0.298 Identity Attack Insult Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again
Identity Attack0.6220118
Insult0.48399165
Profanity0.35848376
Threat0.049128212
Severe Toxicity0.16960317
Moderate 0.584095 Constructive 0.559 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
FYI, The worst class of Indians are going to Canada btw, my reply to that racist guy.
FYI, The worst class of Indians are going to Canada btw, my reply to that racist guy.
Identity Attack0.55044734
Insult0.5130944
Profanity0.11539881
Threat0.0103175985
Severe Toxicity0.023076924
Moderate 0.5779532 Low Con 0.276 Identity Attack Insult Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I …
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I didn't speak Indian!!! I'm not working another second until every Indian is deported. I am not training a terrorist to be a normal citizen. They're all saboting scumbags too. Especially the gen z Indians! They are the worst. Lazy, entitled, always on their phones and constantly wonders why white ppl work so hard. Yknow if you work hard your day will go by quicker.
Identity Attack0.5516043
Insult0.5678696
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.562 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Not a single Indian in Canada should be running as a politician the place would go to hell.
Not a single Indian in Canada should be running as a politician the place would go to hell.
Identity Attack0.55044734
Insult0.45758462
Profanity0.3866461
Threat0.10236332
Severe Toxicity0.06225512
Moderate 0.5721988 Low Con 0.209 Identity Attack Identity_Assertion
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, rude, and dirty. Would not go back.
Identity Attack0.5203519
Insult0.5739874
Profanity0.1067334
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.5721988 Constructive 0.538 Identity Attack Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Our family came from a pacific Island back in 74....we applied the honest way and parents had an interview and medical exam, and criminal check and then we were approved to come to Canada. We …
Our family came from a pacific Island back in 74....we applied the honest way and parents had an interview and medical exam, and criminal check and then we were approved to come to Canada. We came and worked hard to be an asset to this country....not to leach from it. These Indians coming from India come to rape our land , use or medical system, create gangs.........they need to go back home. But the useless Liberals wont let this happen, as they need their votes.
Identity Attack0.55044734
Insult0.5678696
Profanity0.17008601
Threat0.05688698
Severe Toxicity0.038593806
Moderate 0.568186 Constructive 0.601 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
Identity Attack0.5612457
Insult0.48627716
Profanity0.32299677
Threat0.012699619
Severe Toxicity0.13599765
Moderate 0.568186 Moderate Con 0.398 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
When the gov is filled with the same scammers, of course it's going to continue happening. Never vote for these scammers in office. They will bring their corrupt indian culture to your country.
When the gov is filled with the same scammers, of course it's going to continue happening. Never vote for these scammers in office. They will bring their corrupt indian culture to your country.
Identity Attack0.5516043
Insult0.54471385
Profanity0.19893537
Threat0.029933142
Severe Toxicity0.02514347
Moderate 0.56269526 Low Con 0.284 Identity Attack Insult Identity_Assertion
Feb 11, 2026 Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
All Indians should go back to their country, the time for returning home has come.
All Indians should go back to their country, the time for returning home has come.
Identity Attack0.6007182
Insult0.36709076
Profanity0.15019037
Threat0.11616269
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.253 Identity Attack Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where …
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where going to board the Sky Wheel there was a huge stench of weed in the air.... I have been around weed a lot but nothing compared to this... A big group of Indians where sitting in a circle and passing blunts to each other. It felt like a free for all do what the F*** you like. It sucked and they where super rude and cutting in the lines... I love Indians but come on man, have some manners.
Identity Attack0.46028158
Insult0.4794537
Profanity0.57488567
Threat0.03718498
Severe Toxicity0.23223256
Moderate 0.5559701 Constructive 0.595
Jan 27, 2026 Inside Canada's Indian Invasion...
These Indians need to go back to their own country
These Indians need to go back to their own country
Identity Attack0.6007182
Insult0.35505778
Profanity0.17148167
Threat0.07093142
Severe Toxicity0.104393706
Moderate 0.54823303 Low Con 0.194 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you …
Boy I was working with so many Indian guy I’m going to be honest with you they are lazy when you tell them do to one thing all of a sudden they can’t understand you that why I always say I love working with white peoples n other races people but not with Indian people here in Canada what I mean Indian people I mean from Asia I hate them so bad they need to go please they are ruined Canada 🇨🇦
Identity Attack0.57150364
Insult0.46476576
Profanity0.22552395
Threat0.06238277
Severe Toxicity0.15443328
Moderate 0.54823303 Moderate Con 0.491 Identity Attack Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
In the past 10 years brought with student visa must be deported. No PR no nothing. Go home. This is absolutely ridiculous because they are hiding and working with cash because managers are Indians.
In the past 10 years brought with student visa must be deported. No PR no nothing. Go home. This is absolutely ridiculous because they are hiding and working with cash because managers are Indians.
Identity Attack0.5135796
Insult0.5130944
Profanity0.17803068
Threat0.017156094
Severe Toxicity0.023076924
Moderate 0.54823303 Moderate Con 0.306 Identity Attack Insult Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
These Indians need to go back to their country.🇨🇦
These Indians need to go back to their country.🇨🇦
Identity Attack0.5913144
Insult0.36193377
Profanity0.16403814
Threat0.06432246
Severe Toxicity0.12019568
Moderate 0.52811706 Low Con 0.178 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
You are in an Indian city but you hate Africans 😂 go watch ispeed travel history about Africa 🌍
You are in an Indian city but you hate Africans 😂 go watch ispeed travel history about Africa 🌍
Identity Attack0.55044734
Insult0.3388922
Profanity0.20262444
Threat0.02181799
Severe Toxicity0.043077253
Moderate 0.52272606 Low Con 0.165 Identity Attack Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your …
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your idea more and then they f-king follow you to whatever country you go... I left USA to get away from commie patriots who think they are capitalist, now the Alt-left who identifies as right-wing is here too... might move to India once all the Indians left. 🤣
Identity Attack0.55044734
Insult0.47787863
Profanity0.43554106
Threat0.023026628
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.364 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I think Indians should come back to India and Muslims should go there, then everything will be fine.
I think Indians should come back to India and Muslims should go there, then everything will be fine.
Identity Attack0.5983441
Insult0.3388922
Profanity0.18233459
Threat0.06820184
Severe Toxicity0.16960317
Moderate 0.52007306 Low Con 0.293 Identity Attack
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
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.