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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: "Who is here in india" 2,270 comments · Page 20 of 91
India is the top country for fraud...that's not a surprise by any means
India is the top country for fraud...that's not a surprise by any means
Identity Attack0.5135796
Insult0.4339631
Profanity0.18663849
Threat0.015947454
Severe Toxicity0.043077253
Moderate 0.47622904 Low Con 0.225 Identity Attack
Sep 28, 2025 409 likes IRCC Names India in Study …
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Identity Attack0.2808415
Insult0.48569724
Profanity0.1654338
Threat0.015947454
Severe Toxicity0.023152983
Moderate 0.47622904 Low Con 0.184 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Whole brampton needs to be deported to india or pakistan
Whole brampton needs to be deported to india or pakistan
Identity Attack0.5485698
Insult0.40243408
Profanity0.22673377
Threat0.34804323
Severe Toxicity0.18232453
Moderate 0.47473195 Low Con 0.145 Identity Attack
Dec 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to …
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to claims of "racism" just for calling out issues created and perpetuated by Indian colleagues. How many scam calls are we all getting now, how many jobs are we losing to them now, how many incentives are companies exploiting by hiring them just to drive profits now? I have a university degree and cannot get a job after such terrible experiences with these people in the workplace so I am going back to school in order to enter a type of industry they have not 'yet' taken over. Boomer thinking, their voting of Liberals and media brainwashing of "cultural diversity" has brought these issues to the boiling point. Enough is enough! Go back to India!
Identity Attack0.4911651
Insult0.48627716
Profanity0.08678388
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.635
Jul 23, 2025 1 likes How Canada broke its immigration …
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day …
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day you non-brownnies will be the minority and the majority will be...guess who? And one day there will be a name change from canada to new india! Now you know how the Indigenous felt when you took over their lands, now the other indians are taking over! This is not being racist but a fact!
Identity Attack0.49032792
Insult0.48627716
Profanity0.14930901
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47323486 Constructive 0.512
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to …
Immigration is a privilege, NOT a right !! WHY do these people seem to have so many rights. People who want to immigrate to Canada need to be vetted and bring something of substance to the country. The rest of Canada NEEDS to WAKE UP and follow suit. Hell, Canada looks way too much like India. Enough!!
Identity Attack0.46028158
Insult0.38852
Profanity0.3778404
Threat0.018710058
Severe Toxicity0.024819711
Moderate 0.47323486 Moderate Con 0.453 Identity_Assertion
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
Nuke india
Nuke india
Identity Attack0.48915586
Insult0.3486032
Profanity0.26631543
Threat0.52547425
Severe Toxicity0.44787344
Moderate 0.47323486 Moderate Con 0.388 Threat
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul …
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul harssment, poop in beach, niagara falls new Ganges, and much much more. Indians: no pros..just cons
Identity Attack0.5039629
Insult0.5129801
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.47173777 Low Con 0.157 Identity Attack Insult Unverified_Claim
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Should be zero immigrants from India and the middle east
Should be zero immigrants from India and the middle east
Identity Attack0.5698139
Insult0.16751462
Profanity0.124631
Threat0.07246469
Severe Toxicity0.03321367
Moderate 0.47173777 Low Con 0.112 Identity Attack Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
Top five cities in India has all the facilities any major metro can offer … I don’t know why wud anyone go abroad… to do dumb jobs when u can do so much here
Top five cities in India has all the facilities any major metro can offer … I don’t know why wud anyone go abroad… to do dumb jobs when u can do so much here
Identity Attack0.10757765
Insult0.5130944
Profanity0.22429734
Threat0.006977591
Severe Toxicity0.013995127
Moderate 0.47173777 Moderate Con 0.471 Insult
Dec 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks liberals for destroying my country. Now the descendants of the people that actually built and fought for this country have a life that of a peasant from India. They are turning in their graves. …
Thanks liberals for destroying my country. Now the descendants of the people that actually built and fought for this country have a life that of a peasant from India. They are turning in their graves. Shame on you
Identity Attack0.43256098
Insult0.4339631
Profanity0.094219476
Threat0.058503386
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.308
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Show me a place that was improved by foreigners from India? Thanks alot Trudeau you Fing Goof!
Show me a place that was improved by foreigners from India? Thanks alot Trudeau you Fing Goof!
Identity Attack0.36702603
Insult0.5130944
Profanity0.17752954
Threat0.008090926
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.183 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
WTF happened to Canada? New India. lol.
WTF happened to Canada? New India. lol.
Identity Attack0.26155844
Insult0.2659317
Profanity0.4840093
Threat0.011172019
Severe Toxicity0.023974609
Moderate 0.47119883 Low Con 0.195
Dec 28, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology …
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology witn extreme castiesm Thats why theh both control the most of the place, Because castiesm is one of tge dangerous ideology world didn't experience except hindu 🕉️ hindians As they are every parts of the world now people realise and see its effects and though not surprising for good few 🇮🇳s, it has destroyed community, spread hatred, thats the ideology these RSS wants , casteism brings extreme selfishness, corruption and its affects are seen all around the world , in canada🇨🇦 Do anything for money why care about others, no rules, upper caste are chosen by God, most hindu hindian follow these and even if they are not from upper caste. Extreme pride, attitude, show off, tired of it sick🤢🤢🤢🤢🤢 sickening
Identity Attack0.54151535
Insult0.45758462
Profanity0.32658687
Threat0.16067244
Severe Toxicity0.35368225
Moderate 0.47119883 Constructive 0.51 Identity Attack Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian Hindus gen-ocid-es lot's of Christian in india even they des-troy-ed lot's of church too
Indian Hindus gen-ocid-es lot's of Christian in india even they des-troy-ed lot's of church too
Identity Attack0.5135796
Insult0.40243408
Profanity0.2687007
Threat0.34804323
Severe Toxicity0.25624833
Moderate 0.47119883 Moderate Con 0.331 Identity Attack
Sep 30, 2025 IRCC Names India in Study …
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're …
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're gonna move to canada, you have assimilate and accept canadian culture and respect it cause you can treat it the same as you're country, it's a bloody different country, stop trying to make it india if you wanna live there.
Identity Attack0.4887047
Insult0.46923602
Profanity0.18786818
Threat0.010990778
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.535 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Nuke India rn
Nuke India rn
Identity Attack0.49584505
Insult0.40420914
Profanity0.29209393
Threat0.52547425
Severe Toxicity0.45895407
Moderate 0.47119883 Low Con 0.285 Threat Fear_Threat
Feb 5, 2026 3 likes Inside Canada's Indian Invasion...
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault …
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault for not being able to run as fast as Bolt, its not his fault for being DENSE(not in the physical sense of course, for he is NOT physically dense, for his mass/volume ratio is low-just like his iq)
Identity Attack0.46028158
Insult0.4534306
Profanity0.2659699
Threat0.032005094
Severe Toxicity0.026936848
Moderate 0.47119883 Constructive 0.527 Humor_Satire
Feb 19, 2026 Inside Canada's Indian Invasion...
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Identity Attack0.5135796
Insult0.40975618
Profanity0.12991914
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.472 Identity Attack Humor_Satire
Jan 27, 2026 2,126 likes Inside Canada's Indian Invasion...
It's ironic Indians praise India as the best country, and none of them wants to live there while living in the West. All Indians need to be deported out of Canada and USA.
It's ironic Indians praise India as the best country, and none of them wants to live there while living in the West. All Indians need to be deported out of Canada and USA.
Identity Attack0.55803186
Insult0.26957804
Profanity0.08225787
Threat0.12076248
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.316 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
India has thousands of places. Only a literal handful are filthy. Which is still sad. But
India has thousands of places. Only a literal handful are filthy. Which is still sad. But
Identity Attack0.45348886
Insult0.47787863
Profanity0.2661081
Threat0.011741633
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.316 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Which is better Canada or India? Indians: INDIA! Canadians: Then f'n go back! What pisses me off is these people came here as supposedly rich foreign students only to turn around and drain our food …
Which is better Canada or India? Indians: INDIA! Canadians: Then f'n go back! What pisses me off is these people came here as supposedly rich foreign students only to turn around and drain our food banks while they still had money and claim asylum as soon as their student visa runs out.
Identity Attack0.46028158
Insult0.40420914
Profanity0.3938786
Threat0.012854968
Severe Toxicity0.038593806
Moderate 0.47119883 Moderate Con 0.424 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 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.