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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: "I have been living in …" 1,641 comments · Page 26 of 66
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)
Horrible that all these "right" inmigrants throw under the bus to the new inmigrants. Everybody has the right to dream and better their lives, not just the "correct" inmigrants
Horrible that all these "right" inmigrants throw under the bus to the new inmigrants. Everybody has the right to dream and better their lives, not just the "correct" inmigrants
Identity Attack0.36273825
Insult0.24630153
Profanity0.035399333
Threat0.009903334
Severe Toxicity0.009460449
Moderate 0.32971194 Moderate Con 0.434 Moral_Argument
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Stop spreading hate and Canadians people live with indian tax payers money 😂😂😂😂😂😂😂
Identity Attack0.3043136
Insult0.16758773
Profanity0.021466793
Threat0.0072106146
Severe Toxicity0.008926392
Moderate 0.3286776 Low Con 0.171 Economic_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the …
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the corruption from their own chiefs, theyll fight each other and one day 'new canadian' (once a minority cultural decent) will flood the country and then they can fight it out with natives. 'white' people cant afford to sustain natives and immigrant hand outs. both out populate 'white' canadians who pay the most taxes and have become the most discriminated. they wonder why existing canadian citizens birth numbers are down? high taxes, no assistance, high cost of living. we cant afford to raise big families. when they try bring in sharia law and christians become a minority, we will see another crusade
Identity Attack0.3817989
Insult0.21368977
Profanity0.041160982
Threat0.013579931
Severe Toxicity0.0125103295
Moderate 0.3281604 Constructive 0.557 Identity_Assertion
Dec 20, 2025 Why Canadians Are Turning Against …
I have lived in Brampton for 9 months the stories ive heard since 2008 is unethical they bring there past drama from there home countries to Canada people have killed each other over there goats …
I have lived in Brampton for 9 months the stories ive heard since 2008 is unethical they bring there past drama from there home countries to Canada people have killed each other over there goats 3 years ago back home
Identity Attack0.11280017
Insult0.24903896
Profanity0.108590275
Threat0.18597278
Severe Toxicity0.01644827
Moderate 0.3281604 Constructive 0.599
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian love India but they do not want to live there and always try to go another country to turn that country into India 😂
Indian love India but they do not want to live there and always try to go another country to turn that country into India 😂
Identity Attack0.3817989
Insult0.11172232
Profanity0.09001675
Threat0.01187109
Severe Toxicity0.019095084
Moderate 0.32764325 Low Con 0.202 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
sell amongst themselves, live amongst themselves...PUNJABIS!
sell amongst themselves, live amongst themselves...PUNJABIS!
Identity Attack0.37507164
Insult0.24928534
Profanity0.10363861
Threat0.058503386
Severe Toxicity0.023505108
Moderate 0.32764325 Low Con 0.12 Identity_Assertion
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
ITS EVERYWHERE HERE MAN, IM FROM A SMALL TOWN OF 32,000 - 1 HOUR NORTH OF TORONTO, NOW I LIVE IN THE GREATER TORONTO AREA, IN OSHAWA.. INSANE MAN. CAN'T WAIT UNTIL I CAN MOVE …
ITS EVERYWHERE HERE MAN, IM FROM A SMALL TOWN OF 32,000 - 1 HOUR NORTH OF TORONTO, NOW I LIVE IN THE GREATER TORONTO AREA, IN OSHAWA.. INSANE MAN. CAN'T WAIT UNTIL I CAN MOVE TO TEXAS OR FLORIDA
Identity Attack0.04641757
Insult0.29855028
Profanity0.08581402
Threat0.008103873
Severe Toxicity0.008659363
Moderate 0.32712606 Moderate Con 0.42 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I used to live there in 1993 it was all white but my friends would complain that after 10 years not a single white kid on the school bus
I used to live there in 1993 it was all white but my friends would complain that after 10 years not a single white kid on the school bus
Identity Attack0.38826546
Insult0.082619295
Profanity0.09324962
Threat0.012803185
Severe Toxicity0.01393057
Moderate 0.32712606 Constructive 0.512 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
brainwashing canadians at its best! love living down heere 180 days a year
brainwashing canadians at its best! love living down heere 180 days a year
Identity Attack0.14130837
Insult0.080054946
Profanity0.0005229421
Threat0.0035744521
Severe Toxicity0.00001689381
Moderate 0.32686692 Identity_Assertion
Dec 8, 2025
And indian don't want any outsider in their country and they are everywhere They proud to be indian but they don't want to live there
And indian don't want any outsider in their country and they are everywhere They proud to be indian but they don't want to live there
Identity Attack0.40351558
Insult0.10587067
Profanity0.05243378
Threat0.011042561
Severe Toxicity0.016641939
Moderate 0.3266089 Moderate Con 0.365 Comparative_Framing
Jan 27, 2026 1 likes 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)
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away …
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away because of this issue, and I legit have trauma from how people treated me at school.
Identity Attack0.24150419
Insult0.24287975
Profanity0.10611444
Threat0.010188141
Severe Toxicity0.011749268
Moderate 0.3250515 Constructive 0.597 Personal_Narrative
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New …
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New York and it’s gotten so bad to drive here. It is outrageous. We also have a extremely diverse community. Looks like a Third World country where I live no joke.
Identity Attack0.29035977
Insult0.25205973
Profanity0.06946823
Threat0.007857903
Severe Toxicity0.01083374
Moderate 0.32397532 Constructive 0.563 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely …
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely wrecked
Identity Attack0.031980325
Insult0.26957804
Profanity0.04792466
Threat0.0072753434
Severe Toxicity0.006980896
Moderate 0.32397532 Constructive 0.557 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an immigrant living in Canada for 50 years, it amazes me that Canadians are called racists when they are the ones who accepted immigrants with open arms. But immigration has gone too far. And …
As an immigrant living in Canada for 50 years, it amazes me that Canadians are called racists when they are the ones who accepted immigrants with open arms. But immigration has gone too far. And why are we only immigrating Indians and Muslims? That's not immigration, it's migration.
Identity Attack0.38215697
Insult0.15698463
Profanity0.019348921
Threat0.007573096
Severe Toxicity0.009346008
Moderate 0.32397532 Constructive 0.692
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific …
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific group of people, and in the intro alone had actual honest opinions from indian people about what's going on then in the 2 jew videos combined
Identity Attack0.37222284
Insult0.10148193
Profanity0.10611444
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.3234372 Moderate Con 0.385 Identity_Assertion
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand …
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand the person on the other end of the phone once in awhile when I call for help! No more “pro Palestinian “ protests etc etc . Enough is enough. If I wanted to live in the Middle East…I’d go there!
Identity Attack0.3817989
Insult0.08459369
Profanity0.05017922
Threat0.012026439
Severe Toxicity0.014317908
Moderate 0.3234372 Constructive 0.608 Identity_Assertion
Jan 16, 2026 2.9 million Canadian temporary visas …
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
Identity Attack0.052944973
Insult0.34032786
Profanity0.02208166
Threat0.007521313
Severe Toxicity0.0061798096
Moderate 0.3234372 Constructive 0.56 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians that fought against this happening were labeled "racist, criminals and extremists" and, on usual, arrested for speaking out against all of this. While we screamed and cried and protested for our own security and …
Canadians that fought against this happening were labeled "racist, criminals and extremists" and, on usual, arrested for speaking out against all of this. While we screamed and cried and protested for our own security and safety, our system laughed, took our money, religous beliefs, living spaces, and jobs to people to hate us.
Identity Attack0.20680901
Insult0.27146968
Profanity0.021876704
Threat0.0091524795
Severe Toxicity0.007858276
Moderate 0.32182294 Constructive 0.585 Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India …
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India is a poor country In india where 90cr indians can't afford 2 time food 50lakh childrens die every year due to the hunger 30cr indians are homeless 40cr Indians living in deadly slums 800 million Indian waiting everymonth for 5kg atta (source indian gourmet data 2024) So Indians love india so much they are immigrated to Canada, UK, Europe and the USA to talk about how great India is 😂😂😂
Identity Attack0.3758158
Insult0.26957804
Profanity0.16403814
Threat0.13346854
Severe Toxicity0.024725812
Moderate 0.32182294 Constructive 0.543 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally …
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally do not allow cooking so trash from takeout every where they eat while walking home and throw it beside the sidewalks and in 30 minutes I could drive you by dozens of food trucks near bus stops and now the highest car insurance in Canada I have Indian friends and neighbors who complain about it
Identity Attack0.36702603
Insult0.23237456
Profanity0.032894265
Threat0.012803185
Severe Toxicity0.012435913
Moderate 0.32182294 Constructive 0.687 Personal_Narrative
Dec 7, 2025 1 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.