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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 #}

Comment Explorer

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Active: "I am from India but …" 2,270 comments · Page 33 of 91
the west stole over trillions from India, theyre in the west to collect the money back. Indians are the highest earners in the west. Dont be mad that Indians are better than you😂!
the west stole over trillions from India, theyre in the west to collect the money back. Indians are the highest earners in the west. Dont be mad that Indians are better than you😂!
Identity Attack0.40255263
Insult0.2838064
Profanity0.10982819
Threat0.011974656
Severe Toxicity0.019095084
Moderate 0.37955463 Low Con 0.275 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indians love India so much that the first thing do is leave and Invade other countries '' nice ''
Indians love India so much that the first thing do is leave and Invade other countries '' nice ''
Identity Attack0.43256098
Insult0.16846494
Profanity0.13608865
Threat0.091630474
Severe Toxicity0.023246882
Moderate 0.37955463 Low Con 0.225 Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. …
if you see Indian in your country just remember.. 99% indians in Canada, UK US Europe Aus NZ belongs to Upper Caste.. They don't have the right to talk about Racism.. just search Manipur Violence.. Daily Thousands of incidents,atrocities are happening on Christians, Backward Castes Scheduled Castes, Tribes in India..
Identity Attack0.46028158
Insult0.24561718
Profanity0.043916557
Threat0.04363242
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.47 Identity_Assertion
Oct 2, 2025 1 likes IRCC Names India in Study …
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Identity Attack0.48915586
Insult0.21602537
Profanity0.040409464
Threat0.01101667
Severe Toxicity0.01683561
Moderate 0.37795907 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Huge majority of those 'students' from India are exactly like Harjit Singh Nijjar. Fraudulently entered, pro-khalistan activists with murky backgrounds.
Huge majority of those 'students' from India are exactly like Harjit Singh Nijjar. Fraudulently entered, pro-khalistan activists with murky backgrounds.
Identity Attack0.37361985
Insult0.40243408
Profanity0.06596114
Threat0.012958534
Severe Toxicity0.01573815
Moderate 0.37795907 Low Con 0.274
Sep 30, 2025 IRCC Names India in Study …
I hope one day a new government with an actual spine drops the hammer on all these people. You find one trace of Coming here illegally through scamming and lying, immediately deported. Canada is not …
I hope one day a new government with an actual spine drops the hammer on all these people. You find one trace of Coming here illegally through scamming and lying, immediately deported. Canada is not India, go home.
Identity Attack0.30256465
Insult0.36365277
Profanity0.04065997
Threat0.058826666
Severe Toxicity0.015479924
Moderate 0.37795907 Moderate Con 0.392
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries …
Indian community, especially Hindus, who are deeply engrossed in superstitions and their religion are known for destroying the native cultures. Even many Indians who are other than Hindus, know their secret agenda but western countries remain completely ignorant and oblivion to Hindu style of working. In India also, they deliberately assigned Hinduism to every tribes, although truth is that many tribes (well known tribe is Jatt/Jat) in India have their own culture and they do not belong to Hinduism or any other known religions of Hindu, Muslim, and Christians. Hinduism is just construction of sanghi brahamins, who destroyed India oldest known dhamm budhism. Intially these so called Hindus show kindness and courtesy to the culture of foreign countries they go. Once they get settled there, starts spreading hate against other relgions and cultures. One day, I am sure that these people make western countries's societies worst than India. You will see the big heaps of garbage and polluted rivers in west. Westerners are destined to be destroyed because of lack of understanding about these people.
Identity Attack0.46028158
Insult0.34314156
Profanity0.16589902
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.37795907 Moderate Con 0.479 Identity_Assertion
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Identity Attack0.3817989
Insult0.16551061
Profanity0.13697
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.211 Unverified_Claim
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people …
It’s not Tim Horton’s anymore. It’s Sigh Horton’s. There’s problem with Human trafficking and student visas expiring. India is so great but why are they coming here. Send them all back. If the brown people are saying there’s too much brown people it’s too much.
Identity Attack0.46028158
Insult0.19500497
Profanity0.08904689
Threat0.027688526
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.384 Policy_Critique
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
Canada has become indias doormat
Canada has become indias doormat
Identity Attack0.4139151
Insult0.37506318
Profanity0.17926037
Threat0.009929225
Severe Toxicity0.02411546
Moderate 0.37751234 Low Con 0.196 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why don't you talk about England's invasion in India for 200 years? They stole everything, committed crimes...talk about them.
Why don't you talk about England's invasion in India for 200 years? They stole everything, committed crimes...talk about them.
Identity Attack0.38445538
Insult0.31740165
Profanity0.044167064
Threat0.025098583
Severe Toxicity0.01806218
Moderate 0.37751234 Low Con 0.267 Call_To_Action
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You Canadian is to be blame. Canada is India now. Singapore belong to India. Australia and New Zealand the same.
You Canadian is to be blame. Canada is India now. Singapore belong to India. Australia and New Zealand the same.
Identity Attack0.46028158
Insult0.22770336
Profanity0.03489832
Threat0.012026439
Severe Toxicity0.01754573
Moderate 0.37751234 Low Con 0.179
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are …
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are WAY WAY WAY TOO MANY!!!!!! We seriously need Trump here to shut down the borders because our soft government won't.😡😡😡👳👳👳
Identity Attack0.43256098
Insult0.23237456
Profanity0.05543986
Threat0.020609349
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.516 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It's true. I was in Toronto Pearson airport to catch a flight back to Montreal. All the CATSA members there are 80% Hindus! Passengers Hindus. Security Hindus. Everywhere you see Hindus. Canada has become the …
It's true. I was in Toronto Pearson airport to catch a flight back to Montreal. All the CATSA members there are 80% Hindus! Passengers Hindus. Security Hindus. Everywhere you see Hindus. Canada has become the 36th State of India! Edit: Oh and BTW I got some scam calls with Hindu accent, some claiming to be from CRA(Canada Revenue Agency). Ask if they can speak French, if they cannot, they are scammers, cause real CRA agents HAVE to speak both French and English!
Identity Attack0.40351558
Insult0.3470427
Profanity0.06646215
Threat0.008556974
Severe Toxicity0.015544481
Moderate 0.37751234 Constructive 0.622
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
India population is 1.4 billions and it's increasing day by day like rabbits but the problem is they are sending them to America Canada Australia Europe to make all world a mess
India population is 1.4 billions and it's increasing day by day like rabbits but the problem is they are sending them to America Canada Australia Europe to make all world a mess
Identity Attack0.40883094
Insult0.33154017
Profanity0.09292633
Threat0.012130005
Severe Toxicity0.021290002
Moderate 0.37751234 Moderate Con 0.306 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the …
Even as an Indian, I do not want to go to Canada, I mean, what's the point if I am surrounded by the same people with 0 civic sense, trashing everything, and they have the same culture as India. I always believe when in Rome, be a Roman. So, you Canadians really need to do something about this
Identity Attack0.44690517
Insult0.2817503
Profanity0.079025
Threat0.008945347
Severe Toxicity0.01644827
Moderate 0.37751234 Constructive 0.516
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
Identity Attack0.3817989
Insult0.17361937
Profanity0.08710717
Threat0.025961896
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.397 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Indians abuse all systems available to them across the world. They try to change the new country that they are in back into the old country that they left, namely India.
Indians abuse all systems available to them across the world. They try to change the new country that they are in back into the old country that they left, namely India.
Identity Attack0.46028158
Insult0.22770336
Profanity0.0961592
Threat0.013372798
Severe Toxicity0.02077355
Moderate 0.37751234 Moderate Con 0.328 Unverified_Claim
Oct 6, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the …
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the problem for these white people
Identity Attack0.4508763
Insult0.20434737
Profanity0.15371579
Threat0.1368402
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.39 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
Hmmm, turns out in India, 100s of thousands of Churches are not a problem, but a single temple could be a issue in western world. Hyporcisy at it's peak, learn some secularism pals
Hmmm, turns out in India, 100s of thousands of Churches are not a problem, but a single temple could be a issue in western world. Hyporcisy at it's peak, learn some secularism pals
Identity Attack0.27798235
Insult0.37846634
Profanity0.040910475
Threat0.007883795
Severe Toxicity0.0074386597
Moderate 0.37751234 Low Con 0.242 Comparative_Framing
Dec 17, 2025 Inside Canada's Indian Metropolis (Brampton)
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. …
BC and Ontario Creating mess in Canada with International students then them parents visitor visas Spouse and kids Uncle Aunt Cousin Whole Package for PGWP Students from India and Mass amount of Temp Status Holder. Quebec must Protect them self. From Canadian Crazy Immigration IRCC.
Identity Attack0.28034934
Insult0.39743927
Profanity0.029596692
Threat0.007598988
Severe Toxicity0.009841919
Moderate 0.37751234 Moderate Con 0.481 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
when they are in INDIA they hate every other community and the lower casts in their own community.........IN CANADA THEY SPEAK DIFFERENTLY.
when they are in INDIA they hate every other community and the lower casts in their own community.........IN CANADA THEY SPEAK DIFFERENTLY.
Identity Attack0.44690517
Insult0.20901857
Profanity0.038655918
Threat0.008181547
Severe Toxicity0.016319158
Moderate 0.37751234 Moderate Con 0.328 Unverified_Claim
Oct 26, 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.