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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: "People from India have to …" 595 comments · Page 12 of 24
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick together with their fellow whites So there’s no nationalism in this country Even though you have Canadian citizenship you will only help someone who has same skin colour like you Indian business will only hire Indians , Indian homeowners will only rent out their own Indian people Indians even force other foreigners to speak their language Hindi or punjabi if they want to live with them India itself is very racist country , few years ago group of Nigerians were arrested and handcuffed like criminals they treat black people like criminals
Identity Attack0.3895355
Insult0.23237456
Profanity0.039407436
Threat0.009566744
Severe Toxicity0.014640691
Moderate 0.3389984 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Indians in n India openly talk about owner ngvCabada and getting rid of the ( GORAs) white people they say you will clean thier toilets soon , thier plans for you are domestic servants
Indians in n India openly talk about owner ngvCabada and getting rid of the ( GORAs) white people they say you will clean thier toilets soon , thier plans for you are domestic servants
Identity Attack0.3817989
Insult0.26957804
Profanity0.16450337
Threat0.079364374
Severe Toxicity0.023076924
Moderate 0.3389984 Moderate Con 0.348
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what …
I don't know what these khalistani people want first they have came into Canada illegally for their better life and when they manage to live a good life they claimed that they want khalistan .what Do they think a piece of game . Punjabis have separate state , their own chief minister, own parlament and they have everything of there own . Why do not any punjabi in India ask for khalistani bcz no one want it . Sikhs in canada are doing illegal things and operating via terrorist organisations called khalistan who spread hate against India .
Identity Attack0.39207554
Insult0.24928534
Profanity0.06044999
Threat0.016120117
Severe Toxicity0.016900165
Moderate 0.3389984 Constructive 0.53 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I am from India, and I request Canada authority to act very hard on these people. They only bring shame to India.
I am from India, and I request Canada authority to act very hard on these people. They only bring shame to India.
Identity Attack0.36942887
Insult0.26957804
Profanity0.036401358
Threat0.01750142
Severe Toxicity0.010070801
Moderate 0.3389984 Moderate Con 0.498
Oct 2, 2025 1 likes IRCC Names India in Study …
At 15:01, he talks about food equality, but this man is blind to reality. When he reached India, people were being killed for eating beef, and Christian churches, priests, and mosques were attacked... https://www.youtube.com/watch?v=ZmluOfaiv0A
At 15:01, he talks about food equality, but this man is blind to reality. When he reached India, people were being killed for eating beef, and Christian churches, priests, and mosques were attacked... https://www.youtube.com/watch?v=ZmluOfaiv0A
Identity Attack0.36702603
Insult0.15627414
Profanity0.07047026
Threat0.17964768
Severe Toxicity0.015802706
Moderate 0.3389984 Moderate Con 0.383 Comparative_Framing
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham …
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham schools in India abuse our immigration merit system. What's even worse is that we bring in different groups of people from that region indiscriminately, and they fight each other when they get here too... who would have thought??? Indian people are great, when you actually thoroughly vet them. If you check the numbers given by the Canadian government its insanely disproportionate how many people are immigrating from India relative to other countries.
Identity Attack0.37012735
Insult0.24630153
Profanity0.050429728
Threat0.024580594
Severe Toxicity0.014188796
Moderate 0.3389984 Constructive 0.691 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian I’ll try and put this very politely and everything but I am friends with Indians that immigranted here 20+ years ago and the immigrants back then wanted to be Canadian and actually …
As a Canadian I’ll try and put this very politely and everything but I am friends with Indians that immigranted here 20+ years ago and the immigrants back then wanted to be Canadian and actually wanted to assimilate themselves in our culture the new round of immigration doesn’t do that they want to make Canada the new India they have no respect no care for the others around them and yes! They do smell not all of them but if it’s a smelly person in Canada 9/10 they are Indian that’s what I’ve seen obviously there is more but we just want them to want to be Canadians and not build your stupid praying status sorry I tried to be polite but this is something that has pissed me off more and more and people are finally talking about it
Identity Attack0.3802808
Insult0.2735258
Profanity0.12220735
Threat0.009955117
Severe Toxicity0.018449519
Moderate 0.33836752 Constructive 0.698 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident …
Who does the background checks on people immigrating to Canada. Some of the seem like insurrectionists . Almost like India gathered a lot of their criminal population and sent them here. We had an incident recently filmed a group of 5 or 6 Indian immigrate men shooting up one of our brand trail bridge and shooting shot guns and other long barreled rifes into the air.. then left their garbage and spent shells behind. I'd like to know how non Canadian Citizens get their hands on weapons? Isn't it against the law?
Identity Attack0.30256465
Insult0.26957804
Profanity0.045419596
Threat0.13464862
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.533
Aug 27, 2025 Why Canadians Are Turning Against …
you have to understand one thing, the Sikhs are a minority in there own country...India. we are being killed in mass numbers by our own "people", having genocides committed against us. there is alot of …
you have to understand one thing, the Sikhs are a minority in there own country...India. we are being killed in mass numbers by our own "people", having genocides committed against us. there is alot of politics involved between the Sikhs and India, we want our own country and they want to keep us oppressed.
Identity Attack0.38185352
Insult0.14874944
Profanity0.07676199
Threat0.16383497
Severe Toxicity0.02077355
Moderate 0.3317266 Constructive 0.653 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Rip canada. Now canada is khalistan.😂😂😂 You imported problem of india to your own country.😂😂😂 Every country have good and bad people but canada choose to import bad people. America choose to import good people.
Rip canada. Now canada is khalistan.😂😂😂 You imported problem of india to your own country.😂😂😂 Every country have good and bad people but canada choose to import bad people. America choose to import good people.
Identity Attack0.37292135
Insult0.19225755
Profanity0.025087673
Threat0.008336896
Severe Toxicity0.012359619
Moderate 0.3308965 Low Con 0.145 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I am from Edmonton and we have a high rate of people from India, the only thing that bothers me is if an immigrant comes here learn how to be Canadian. Which is helping the …
I am from Edmonton and we have a high rate of people from India, the only thing that bothers me is if an immigrant comes here learn how to be Canadian. Which is helping the elderly, giving your seat up on a bus, not taking proper drivers training. They have been taking a lot of trucker jobs and there is barely one Tim Hortons in Canada that will hire a white person.
Identity Attack0.40351558
Insult0.13607834
Profanity0.03239325
Threat0.008867673
Severe Toxicity0.011520386
Moderate 0.3308965 Constructive 0.702 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Most numbers are from India...MOST MONEY BROUGHT IN FROM INDIA...MOST non compliant also will be from INDIA... STOP SENSATIONALIZING and turning people against us
Most numbers are from India...MOST MONEY BROUGHT IN FROM INDIA...MOST non compliant also will be from INDIA... STOP SENSATIONALIZING and turning people against us
Identity Attack0.34000012
Insult0.15982662
Profanity0.047173142
Threat0.011327368
Severe Toxicity0.016964722
Moderate 0.3302291 Moderate Con 0.348 Unverified_Claim
Sep 27, 2025 5 likes IRCC Names India in Study …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The immigration system focused on highly educated people with skill set. The English test requirements was setup for much higher score then what they have now. The people they bring from Punjab are not verified …
The immigration system focused on highly educated people with skill set. The English test requirements was setup for much higher score then what they have now. The people they bring from Punjab are not verified and many are just rich and criminals in India. Some are involved in drug traffic also. It is madness
Identity Attack0.34974504
Insult0.26196828
Profanity0.073529124
Threat0.01052473
Severe Toxicity0.0126394415
Moderate 0.32919475 Moderate Con 0.446 Policy_Critique
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That cop inside the house never passed his physical test period end of story, stop hiring these people they are not loyal to Canadians only to India and Pakistan and yes this has to be …
That cop inside the house never passed his physical test period end of story, stop hiring these people they are not loyal to Canadians only to India and Pakistan and yes this has to be looked at as this creates moles inside the Police and Government positions for these Criminal gangs from India and Pakistan to operate freely here.
Identity Attack0.36942887
Insult0.26196828
Profanity0.026727317
Threat0.011430934
Severe Toxicity0.0119018555
Moderate 0.3281604 Moderate Con 0.38 Fear_Threat
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
India could dump 2.5 million people on every country on earth and still have a billion Indians in their country.
India could dump 2.5 million people on every country on earth and still have a billion Indians in their country.
Identity Attack0.37953663
Insult0.08508729
Profanity0.07805514
Threat0.13815513
Severe Toxicity0.02077355
Moderate 0.3266089 Low Con 0.128 Unverified_Claim
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Identity Attack0.3758158
Insult0.16053712
Profanity0.15107171
Threat0.030623792
Severe Toxicity0.018449519
Moderate 0.3245134 Moderate Con 0.462 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
"People don't understand that many Arab or Pakistani people look Indian. They do these things, but all the blame comes to India."
Identity Attack0.4139151
Insult0.12702756
Profanity0.057443913
Threat0.010421164
Severe Toxicity0.0125103295
Moderate 0.32397532 Constructive 0.508 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration officers in India should be immediately called back & replaced by some mature, experienced people who know the games played by that country to fool us.
Immigration officers in India should be immediately called back & replaced by some mature, experienced people who know the games played by that country to fool us.
Identity Attack0.32476485
Insult0.24424846
Profanity0.0569429
Threat0.021645326
Severe Toxicity0.010528564
Moderate 0.32397532 Low Con 0.279
Oct 1, 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.