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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "But will you call an …" 741 comments · Page 10 of 30
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the bus, or it's just so crowded and smells so horrible they get on and then walk right off again. I've seen people in tears over it. Increasing taxes to pay for the things this school has abused is a load of BS....and worse, They're spreading like a virus. Situated themselves into Guelph - plans for Milton. And they want to flood each city with immigrants and call themselves a school. It's fraud. greed. and corruption. Go there. you'll see.
Identity Attack0.2127345
Insult0.41530323
Profanity0.16915557
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.3974717 Constructive 0.52
Oct 10, 2025 IRCC Names India in Study …
3:47This happens because you guys are lazy and dont want to work and Indians work in your place you people have a problem with that too and Indians are 1000 times more hardworking than Canadians …
3:47This happens because you guys are lazy and dont want to work and Indians work in your place you people have a problem with that too and Indians are 1000 times more hardworking than Canadians Canada is 159 years old as if the land wasn’t already home to Indigenous peoples for thousands of years before you politely showed up and called it a country. Now teaching the world manners -- classic😂
Identity Attack0.32768643
Insult0.40243408
Profanity0.06044999
Threat0.0077802283
Severe Toxicity0.014898917
Moderate 0.3972142 Moderate Con 0.414 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
In India, caste atrocities show that the so-called “Savarna” identity is nothing but Hindu apartheid, as brutal as white supremacy in America. When a Dalit child in Rajasthan is beaten to death for touching a …
In India, caste atrocities show that the so-called “Savarna” identity is nothing but Hindu apartheid, as brutal as white supremacy in America. When a Dalit child in Rajasthan is beaten to death for touching a water pot (2023), when a young woman in Hathras is raped and cremated in secrecy (2020), when Dalits in Gujarat are flogged for skinning a dead cow (2016), or when a man in Madhya Pradesh is forced to drink urine (2021), it is the same logic as lynching of Black people in the U.S. during Jim Crow. NCRB records 50,000+ caste crimes every year, with conviction rates under 30%, proving that the system protects the oppressor. Just as white supremacists called themselves “pure whites,” Indian upper castes glorify the label “Savarna,” hiding behind a false purity that is built on humiliation, violence, and exclusion of the majority.
Identity Attack0.4774257
Insult0.36798462
Profanity0.257327
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.3969567 Constructive 0.513 Comparative_Framing
Sep 14, 2025 Why Canadians Are Turning Against …
0 white people in almost every tim hortons, our government has made me hate my own country. Foreigners are above Canadians in the governments eyes. But I guarantee you I'd be called racist for even …
0 white people in almost every tim hortons, our government has made me hate my own country. Foreigners are above Canadians in the governments eyes. But I guarantee you I'd be called racist for even saying this. It's so sad, I'm okay with equality but it's quite obvious that we are being neglected. The amount of people that joke saying it's the new India is unbelievable, I'm ashamed of our country
Identity Attack0.44690517
Insult0.25800487
Profanity0.077731855
Threat0.010472948
Severe Toxicity0.017674843
Moderate 0.3969567 Constructive 0.656 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
People will call you racist and a MAGA if you speak up against illegal immigrants commiting crimes.
People will call you racist and a MAGA if you speak up against illegal immigrants commiting crimes.
Identity Attack0.44690517
Insult0.33964422
Profanity0.039407436
Threat0.009981008
Severe Toxicity0.013866014
Moderate 0.39669925 Low Con 0.286 Fear_Threat
Feb 21, 2026 Canadian immigration officers investigating hundreds …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense in a lot of their comments…FYI i am a white person living in Brampton. Just calling balls and strikes, no agenda for me.
Identity Attack0.3817989
Insult0.22770336
Profanity0.29456177
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.39669925 Constructive 0.723
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
And if you go to ask them, they all will not like you be called “Indians”. They’re Khalist*nis. One who betrayed their own country and messing up the other. As an Indian, we’re happy that …
And if you go to ask them, they all will not like you be called “Indians”. They’re Khalist*nis. One who betrayed their own country and messing up the other. As an Indian, we’re happy that the load has shifted. Because they don’t have basic civil sense.
Identity Attack0.46028158
Insult0.34782293
Profanity0.11601777
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.39644176 Moderate Con 0.4 Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Name calling is the left calling card ! Call me racist , fascist, i DO NOT CARE , all what i see is a rapid decline of a proud country that i emigrated to over …
Name calling is the left calling card ! Call me racist , fascist, i DO NOT CARE , all what i see is a rapid decline of a proud country that i emigrated to over 40 years ago and worked hard and happily to belong to.
Identity Attack0.25817248
Insult0.36537176
Profanity0.07191269
Threat0.009281937
Severe Toxicity0.017481172
Moderate 0.39441586 Moderate Con 0.454 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
They were alive during colonialism. You all killed the physical body, but their souls live forever and reincarnate and remember you, who also were there at the same time and died. This is what you …
They were alive during colonialism. You all killed the physical body, but their souls live forever and reincarnate and remember you, who also were there at the same time and died. This is what you all call in the spiritual world, Christian world calls it spiritual warfare, fighting demons and devils. Smh! Crazy work.
Identity Attack0.3072352
Insult0.3416952
Profanity0.14930901
Threat0.100830056
Severe Toxicity0.019095084
Moderate 0.39441586 Moderate Con 0.417 Moral_Argument
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
Identity Attack0.44690517
Insult0.21836096
Profanity0.19155724
Threat0.038220957
Severe Toxicity0.02383376
Moderate 0.39231625 Low Con 0.274 Fear_Threat
Sep 29, 2025 2 likes IRCC Names India in Study …
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the …
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the entire country just wants the South Asians out. You will not hold a single one of your kind responsible for what is predominantly a white political and bureaucratic body. And then you wonder why you're being called racists. You people ARE. It's so much easier to direct your anger towards the brown guy than the white guy isn't it? Because then you'd have to admit that the white guy is the one holding the gun and the brown guy is the one whose shoulder is being used to rest the gun on. Good luck fixing the roots of your problems Canadians. You just carry on shouting at the symptoms.
Identity Attack0.4508763
Insult0.3388922
Profanity0.06345607
Threat0.011974656
Severe Toxicity0.017158391
Moderate 0.39021665 Constructive 0.506
Sep 28, 2025 IRCC Names India in Study …
Wow everybody calling other races dirty 😂 I'm ☠️
Wow everybody calling other races dirty 😂 I'm ☠️
Identity Attack0.36702603
Insult0.24928534
Profanity0.2376073
Threat0.010654188
Severe Toxicity0.02167734
Moderate 0.39021665 Moderate Con 0.358 Humor_Satire
Feb 25, 2026 Inside Canada's Indian Invasion...
This country has become a JOKE. Scared to be called racist, scared to be called transphobic, scared to be called Islamophobic, scared to be Canadian, if that even means anything anymore. We know it doesnt. …
This country has become a JOKE. Scared to be called racist, scared to be called transphobic, scared to be called Islamophobic, scared to be Canadian, if that even means anything anymore. We know it doesnt. Over a decade of liberal leadership has canada looking like a 3rd world country in decline. 🤢🤮 if they want it some much, let them have it. They will have to do it with out lands custodians that made it possible. Let them lay railways in their sandals in the snow for 100 years.
Identity Attack0.37152436
Insult0.36798462
Profanity0.04592061
Threat0.010369381
Severe Toxicity0.018320406
Moderate 0.38811707 Moderate Con 0.359 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any job in Canada than in India. India work market is saturated because of the population and wages are low. The Canadian government use them because they pay triple for schooling that's it. These Indians are racist and don't accept other cultures. They stick to themselves and are on video calls with each other every second of the day including while they're driving and working. Its creating a huge problem in the job market especially getting any minimum wage job. I hope they would go back because they're doing so much damage
Identity Attack0.46028158
Insult0.34237885
Profanity0.07514556
Threat0.00967031
Severe Toxicity0.01825585
Moderate 0.38811707 Constructive 0.617 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Identity Attack0.35948995
Insult0.24767025
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.023645958
Moderate 0.38601747 Constructive 0.575 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Far as I am concerned I don't get free eye glasses or dental or hearing aids. I am a Senior and as far as I am concerned illegal and asylum immigrants should not receive free …
Far as I am concerned I don't get free eye glasses or dental or hearing aids. I am a Senior and as far as I am concerned illegal and asylum immigrants should not receive free health care in Canada call me racist I don't care.
Identity Attack0.41052565
Insult0.33154017
Profanity0.045419596
Threat0.011353259
Severe Toxicity0.017481172
Moderate 0.38434127 Constructive 0.564 Economic_Argument
Feb 26, 2026 136 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I also watched a Pakistani man steal from WALLMART and I called him out for it ,,, the 2 Pakistani women working the self check out watched him do it , and then said Nooooo …
I also watched a Pakistani man steal from WALLMART and I called him out for it ,,, the 2 Pakistani women working the self check out watched him do it , and then said Nooooo he did not steal anything , I said how do you k ow you NEVER ✅his bag ,,, THEY ARE WORKING IN TANDEM TOGETHER ,,, TRUST ME
Identity Attack0.38223284
Insult0.16266862
Profanity0.14049543
Threat0.03304107
Severe Toxicity0.023076924
Moderate 0.38434127 Constructive 0.559
Aug 25, 2025 Why Canadians Are Turning Against …
These turban dudes don't even consider themselves Indian. Apparently, they come from a place called Sikhistan.
These turban dudes don't even consider themselves Indian. Apparently, they come from a place called Sikhistan.
Identity Attack0.458714
Insult0.2735258
Profanity0.14930901
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.3811502 Low Con 0.182 Identity_Assertion
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
8:06 as soon as the money drys up , goverment indebted , they will leave the counrty and call it trash in the meantime
8:06 as soon as the money drys up , goverment indebted , they will leave the counrty and call it trash in the meantime
Identity Attack0.036105253
Insult0.34237885
Profanity0.19770569
Threat0.009851551
Severe Toxicity0.011444092
Moderate 0.3811502 Low Con 0.145
Jan 27, 2026 Inside Canada's Indian Invasion...
Hahahhaha....i remember when i was still in canada ( illegal ) ...hearing a psycho called sheila frazer ? Saying something like ...: there are 10,000 illegals in canada ..go ahead and find them! 😂 Nininini …
Hahahhaha....i remember when i was still in canada ( illegal ) ...hearing a psycho called sheila frazer ? Saying something like ...: there are 10,000 illegals in canada ..go ahead and find them! 😂 Nininini catch me if you can .. hehe free pizzas
Identity Attack0.29188538
Insult0.40243408
Profanity0.03915693
Threat0.0086087575
Severe Toxicity0.01121521
Moderate 0.3811502 Moderate Con 0.46
Nov 6, 2025 IRCC Names India in Study …
Diab is a so called lawyer just like chipmunk cheeks. Between the 2 their IQ's are a total of 80.
Diab is a so called lawyer just like chipmunk cheeks. Between the 2 their IQ's are a total of 80.
Identity Attack0.02821777
Insult0.41530323
Profanity0.12035047
Threat0.009074804
Severe Toxicity0.013414118
Moderate 0.37795907 Low Con 0.16 Meta_Commentary
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The NDP is the perfect Petri dishe Singh was called out years in advance for putting his pension ahead of his NDP brethren. "parasite on society" And was willing to lie cheat and steal. No …
The NDP is the perfect Petri dishe Singh was called out years in advance for putting his pension ahead of his NDP brethren. "parasite on society" And was willing to lie cheat and steal. No sense of Urgency Singh could have pulled Off the biggest win in for the NDP but Greed got in Singh way 100 % From Hero with Jack Layton to Zero !! "lost Liberal decade" Pierre Marcel Poilievre for PM asap
Identity Attack0.020882076
Insult0.4596616
Profanity0.07514556
Threat0.009023022
Severe Toxicity0.01083374
Moderate 0.37795907 Moderate Con 0.405 Call_To_Action
Feb 17, 2026 48 likes LILLEY UNLEASHED: The fall of …
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)
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Call it what it is, it's not immigrants. It's Indian people period. They are everywhere dumping their 1.5 billion people around the world.
Identity Attack0.458714
Insult0.21135417
Profanity0.07126612
Threat0.014048163
Severe Toxicity0.019095084
Moderate 0.37751234 Low Con 0.246
Sep 21, 2025 24 likes 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.