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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: "When Indian come, all will …" 424 comments · Page 8 of 17
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
South side of Edmonton Alberta is like this too. I hate it how indian ppl say they built Canada but like if they built Canada how come they cant build india better?
Identity Attack0.44690517
Insult0.16883044
Profanity0.08807703
Threat0.008686432
Severe Toxicity0.014188796
Moderate 0.3666224 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Come to Canada plan on a being a Canadian!!!!! If you want to keep your Indian culture than stay in India!!!
Come to Canada plan on a being a Canadian!!!!! If you want to keep your Indian culture than stay in India!!!
Identity Attack0.42615733
Insult0.1505596
Profanity0.022901481
Threat0.008867673
Severe Toxicity0.016900165
Moderate 0.3625127 Low Con 0.282
Dec 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is …
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is easy because if you blame Canadain govt, you will be treated like Truckers..
Identity Attack0.35948995
Insult0.3388922
Profanity0.029186781
Threat0.009463178
Severe Toxicity0.00919342
Moderate 0.36095104 Moderate Con 0.408
Jan 27, 2026 Inside Canada's Indian Invasion...
You Indians will come here as doctors and nurses and vets and if you look at history and how these people treat one another or how they treat animals no wonder why we have what …
You Indians will come here as doctors and nurses and vets and if you look at history and how these people treat one another or how they treat animals no wonder why we have what we have going on. I know Pakistani vets that will put down dogs on purpose but can I do anything about it? Nope. Thanks Trudy and carny
Identity Attack0.39870077
Insult0.24287975
Profanity0.07223598
Threat0.018710058
Severe Toxicity0.02167734
Moderate 0.36095104 Constructive 0.522
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian …
Im tired of being hit almost every day on my ebike every day. Literally got hit on friday by one in edmonton and I have to taxi and we all know taxi drivers are indian and they are some of the worst drivers I dont how they come to canada get there license and how they come to our country and our eay richer than us white people the government helped them way too much while they dont help the people that lived here there whole lives. We got to struggle and watch these people that just move here and way more richer than us and pisses me off. We just keep getting flooded with more and more. I could ramble all day about it but its becoming a joke
Identity Attack0.3817989
Insult0.2659317
Profanity0.12220735
Threat0.13127698
Severe Toxicity0.020386212
Moderate 0.36095104 Constructive 0.563 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
You want an Indian Invasion come to the state of Georgia in the US we got tons of them here now.
You want an Indian Invasion come to the state of Georgia in the US we got tons of them here now.
Identity Attack0.41052565
Insult0.1505596
Profanity0.1067334
Threat0.029587816
Severe Toxicity0.02077355
Moderate 0.36095104 Low Con 0.268 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
Bro come to Cary, North Carolina… Indians are invading as well. They are build a HUGEEE marble temple that will leave you speechless.
Bro come to Cary, North Carolina… Indians are invading as well. They are build a HUGEEE marble temple that will leave you speechless.
Identity Attack0.40447855
Insult0.16831873
Profanity0.0935729
Threat0.020091362
Severe Toxicity0.020515325
Moderate 0.36095104 Moderate Con 0.348 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians …
As an American, I am ignorant about Canada and its immigration policy, and so wonder how much stated in this video are lies due to racism, and how much is true? For example, the Indians who come to the US are vetted, are educated, and work hard. Since the 90s, most of the Indians who come to the US are not Punjabi Sikhs, nor are they Muslim. Punjabis came earlier, but since the tech boom, most who come are Hindus usually from Southern India. About 20% are also Christian. These Hindu and Christian Indians from Southern India are model minorities. Think of these kids who do well in the Spelling Bee. No crime, no trash, just educated hard working folks. Especially here where I am in San Jose, CA. So are these Canadians lying, or are the type of Indians who go to Canada worse? Those with fake diploomas or Sikhs claiming refugee status due to their religion and not being safe in Hindu India? Something is amiss bc how can these Indian immigrants be so different? If Canada is not vettung their immigrants why not? I also know that a coworker of mine who is from Southern India, his niece recently secured a visa to Canada and she is a Radiation Oncologist, an occupation Canada is in need of. So assumed lie the US, Canada is letting in needed skilled workers.
Identity Attack0.37361985
Insult0.3126888
Profanity0.06395709
Threat0.0076507707
Severe Toxicity0.0127685545
Moderate 0.36095104 Constructive 0.813
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
@9:50 Indian guy: Acctuly India is better for us White guy: Why did you come Indian guy: For better future xDDDDDD
@9:50 Indian guy: Acctuly India is better for us White guy: Why did you come Indian guy: For better future xDDDDDD
Identity Attack0.38246045
Insult0.09416737
Profanity0.1352073
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.36095104 Moderate Con 0.336 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If indian come don't do like india
If indian come don't do like india
Identity Attack0.44690517
Insult0.12883772
Profanity0.09775851
Threat0.013321015
Severe Toxicity0.019740647
Moderate 0.36043653 Low Con 0.229 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
As a nigerian canadian i agree i love canada but the immigrants specifically indians who come are not changing at all there not even respecting the rules my family moved to canada to escpae poverty …
As a nigerian canadian i agree i love canada but the immigrants specifically indians who come are not changing at all there not even respecting the rules my family moved to canada to escpae poverty and corrupt government not bring that onto canada
Identity Attack0.38215697
Insult0.27558193
Profanity0.036401358
Threat0.007340072
Severe Toxicity0.011291504
Moderate 0.35186127 Constructive 0.629
Nov 6, 2025 1 likes Why Canadians Are Turning Against …
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed …
More like Khalistanis rather than Indians most people who are qualified only takes up Canada if they don't get their first choice ( US ) but Canada under Trudeau in the name of diversity allowed people with questionable background without any checks and they mostly come from one region , to generalise this goof up by canadian govt for monies from international students to subsidise education to Canadian citizens is just mind boggling to start with :) As we know Canadians enjoy their company with Khalistanis , we don't need them here , keep them close to you
Identity Attack0.2949366
Insult0.34626248
Profanity0.11477985
Threat0.00814271
Severe Toxicity0.013801457
Moderate 0.35186127 Constructive 0.523
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Identity Attack0.23467018
Insult0.35677677
Profanity0.24341469
Threat0.013372798
Severe Toxicity0.01825585
Moderate 0.34757367 Moderate Con 0.434 Policy_Critique
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Jst tell your family members overseas to change their names to SINGH and BHUPINDER and you can come to canada im so ashamed to be a Canadian,in the 90’s and early 2000’s how hard it …
Jst tell your family members overseas to change their names to SINGH and BHUPINDER and you can come to canada im so ashamed to be a Canadian,in the 90’s and early 2000’s how hard it was to come into this lovely country but now Indians with all these fake abandoned mall colleges and truck driving schools bring everyone from Mumbai and Punjabi province
Identity Attack0.3817989
Insult0.2679134
Profanity0.02973333
Threat0.008686432
Severe Toxicity0.015802706
Moderate 0.3389984 Moderate Con 0.448
Sep 30, 2025 1 likes IRCC Names India in Study …
Indians have been flooding Canada since Trudope began deliberate, widespread gerrymandering. Literally millions have come, some legal, some not. The liberals don’t care, as their woke BS policies aim to eventually legalise the illegals anyway. …
Indians have been flooding Canada since Trudope began deliberate, widespread gerrymandering. Literally millions have come, some legal, some not. The liberals don’t care, as their woke BS policies aim to eventually legalise the illegals anyway. Generations of true Canadians worked, struggled, settled, overcame even died just to hand the country over to heterogeneous minorities with nothing in common with nor loyalty to Canada or its people. All so the liberals could steal power and turn Canada in to a 1 party nation. Disgusting…
Identity Attack0.35624164
Insult0.27558193
Profanity0.09551262
Threat0.0130621
Severe Toxicity0.015157142
Moderate 0.3389984 Moderate Con 0.377 Unverified_Claim
Jan 2, 2026 IRCC Names India in Study …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's …
What problem do you have with Indians living there? You guys are from Europe yourself. White people, and people from all over the world are coming to Canada because Canada was a vacant lot. It's not anyone's land. There are no native inhabitants there. Understand?😮😮😮😮😮😮😮
Identity Attack0.38215697
Insult0.12521741
Profanity0.035148825
Threat0.007068211
Severe Toxicity0.011672974
Moderate 0.3389984 Moderate Con 0.378 Moral_Argument
Mar 3, 2026 1 likes Inside Canada's Indian Invasion...
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay …
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay tax...i agree that there are people comeing who dont know english and the quality has gone down but its wrong to say no indian in homeless shelter and we dont pay tax....
Identity Attack0.36598656
Insult0.16766082
Profanity0.052183274
Threat0.010783645
Severe Toxicity0.015931819
Moderate 0.33836752 Constructive 0.654
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
walmat, tim hortons, mcdonals, gsa stations every where indian. how come. war related effected innocent people are refugees. there is no war india. how come so many indians. 😢😮
walmat, tim hortons, mcdonals, gsa stations every where indian. how come. war related effected innocent people are refugees. there is no war india. how come so many indians. 😢😮
Identity Attack0.3825363
Insult0.1505596
Profanity0.033645786
Threat0.02924249
Severe Toxicity0.017222947
Moderate 0.3375374 Moderate Con 0.478
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Canadians don't want to work so Indians come here to work.
Canadians don't want to work so Indians come here to work.
Identity Attack0.42615733
Insult0.1087965
Profanity0.026727317
Threat0.0064727063
Severe Toxicity0.009841919
Moderate 0.33504707 Low Con 0.257 Economic_Argument
Feb 3, 2026 5 likes Inside Canada's Indian Invasion...
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
Jan 27, 2026 Inside Canada's Indian Invasion...
If they committed fraud, take away all the programs and stop more Indian immigrants from coming until time passes and immigration policies improve.
If they committed fraud, take away all the programs and stop more Indian immigrants from coming until time passes and immigration policies improve.
Identity Attack0.39334553
Insult0.1640896
Profanity0.03715288
Threat0.019228047
Severe Toxicity0.012574885
Moderate 0.33421695 Low Con 0.2
Oct 2, 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...

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.