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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: "India 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮" 2,270 comments · Page 34 of 91
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
@00:00:42 what is the monkey man?? is he like superman of india??
@00:00:42 what is the monkey man?? is he like superman of india??
Identity Attack0.20878418
Insult0.3388922
Profanity0.22572558
Threat0.011275585
Severe Toxicity0.02296847
Moderate 0.37751234 Low Con 0.227 Meta_Commentary
Aug 25, 2025 Why Canadians Are Turning Against …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 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...
Go to india and check out the burger joint by the us consulate. Buch of whites there. Thats not whites taking over the country. Truth is canadian government trying to get rich with cheep labor.
Go to india and check out the burger joint by the us consulate. Buch of whites there. Thats not whites taking over the country. Truth is canadian government trying to get rich with cheep labor.
Identity Attack0.44690517
Insult0.23704576
Profanity0.048175167
Threat0.009540852
Severe Toxicity0.01302678
Moderate 0.37751234 Moderate Con 0.317 Economic_Argument
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
Identity Attack0.41052565
Insult0.18977246
Profanity0.16636424
Threat0.022335978
Severe Toxicity0.020515325
Moderate 0.37751234 Constructive 0.533 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing …
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing is , treat human as human being. See history , when Indians initially landed there , they were not treated at par but we did not asked for HINDU SIKH or JAIN laws................We try to build ourselves with hardwork and keeping family roots intact. This is the reason Indians are successful migrants. Even in India , they stay in close family relations and financial transactions are done only in community to ensure that money flows within community. This is not crime but way of gaining wealth for longer properity and existence.
Identity Attack0.46028158
Insult0.24493282
Profanity0.10178173
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.73
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
Lol. "Im as racist as the next guy" Bro confused Africa with India.
Lol. "Im as racist as the next guy" Bro confused Africa with India.
Identity Attack0.38699543
Insult0.24928534
Profanity0.09324962
Threat0.011922873
Severe Toxicity0.01935331
Moderate 0.37751234 Low Con 0.212 Humor_Satire
Jan 27, 2026 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)
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)
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...
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just …
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just put them in the middle of nowhere and killed their kids in schools centuries ago. Canadians let them get addicted to drugs and let their communities crumble. Now when a community shows up with a harder WORK ETHIC than the locals, THERE IS A PROBLEM???? Its called Getting on the GRIND. But @6:40 Not all the Kids... but a good portion are TAKING AWAY OUR IDENTITY. I work with some amazing humble guys from India... but the same does not go for the rest.
Identity Attack0.27701542
Insult0.30797598
Profanity0.06395709
Threat0.12536226
Severe Toxicity0.02296847
Moderate 0.37751234 Constructive 0.718 Personal_Narrative
Sep 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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)
They want make Canada to India...😂😂these people are not want to integrate ..they want dominate..but its Canadas fault,to let this happends......wokeness crazyness..same you see in the UK..🤔🇨🇦🇬🇧
They want make Canada to India...😂😂these people are not want to integrate ..they want dominate..but its Canadas fault,to let this happends......wokeness crazyness..same you see in the UK..🤔🇨🇦🇬🇧
Identity Attack0.2839175
Insult0.38406035
Profanity0.038154904
Threat0.009126588
Severe Toxicity0.012054443
Moderate 0.37751234 Low Con 0.215
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road in VIetnam and its 1000's of videos of the chaos, its not normal, its not a system its just low IQ as the white dude said
Identity Attack0.39773783
Insult0.24928534
Profanity0.18356428
Threat0.02181799
Severe Toxicity0.020902663
Moderate 0.37751234 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
Identity Attack0.39334553
Insult0.35016364
Profanity0.040409464
Threat0.0084793
Severe Toxicity0.012435913
Moderate 0.37751234 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Just so you know Khalistanis are recognised terrorist by Govt of INDIA which CANADA has given safe haven
Just so you know Khalistanis are recognised terrorist by Govt of INDIA which CANADA has given safe haven
Identity Attack0.41975367
Insult0.31740165
Profanity0.025087673
Threat0.011793415
Severe Toxicity0.018578632
Moderate 0.37751234 Low Con 0.28 Fear_Threat
Feb 13, 2026 Inside Canada's Indian Invasion...
hopefully, Canada has closed this program. No more people from India.
hopefully, Canada has closed this program. No more people from India.
Identity Attack0.48915586
Insult0.15698463
Profanity0.02392626
Threat0.017328756
Severe Toxicity0.018449519
Moderate 0.37751234 Low Con 0.287 Identity_Assertion
Oct 13, 2025 IRCC Names India in Study …
Liberal fraud letting India frauds get through the back door by the tens of thousands
Liberal fraud letting India frauds get through the back door by the tens of thousands
Identity Attack0.36702603
Insult0.36537176
Profanity0.14666493
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.125
Sep 30, 2025 IRCC Names India in Study …
Come to Canada to become Canadian. Come to Canada to remain and turn the area into India - GO HOME!!!!
Come to Canada to become Canadian. Come to Canada to remain and turn the area into India - GO HOME!!!!
Identity Attack0.41975367
Insult0.18604483
Profanity0.028776871
Threat0.012906751
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.152 Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
I bet many of them are Pakiatanis hiding in the garb of Indian, and Khalistanis not loyal to India.
I bet many of them are Pakiatanis hiding in the garb of Indian, and Khalistanis not loyal to India.
Identity Attack0.46028158
Insult0.25800487
Profanity0.0935729
Threat0.018019408
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.347 Unverified_Claim
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
We all whites should go to india africa and all the musliam countries and make them better again becaue all those people are takeing tax payers money to not work or to set there familys …
We all whites should go to india africa and all the musliam countries and make them better again becaue all those people are takeing tax payers money to not work or to set there familys up for free
Identity Attack0.44690517
Insult0.123407245
Profanity0.09551262
Threat0.015774792
Severe Toxicity0.020515325
Moderate 0.37751234 Low Con 0.218 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when …
Please mention as North Indians we South Indians are not frauds we are well educated and hold good positions.. even my husband came to Canada in student visa i came there on dependent visa… when the visa expired we returned back to India… stop telling on the whole…. Mention as North Indians, actually these hindi speaking people are frauds even in India. If India seperates as north and south I will support…. These North Indians are bringing down the country’s name….
Identity Attack0.45610145
Insult0.3388922
Profanity0.03489832
Threat0.008764107
Severe Toxicity0.015673593
Moderate 0.37751234 Constructive 0.638
Sep 29, 2025 IRCC Names India in Study …

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.