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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: "FIRST OF ALL WHO SAYS …" 74 comments · Page 3 of 3
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment building they don't like to be told to stop causing noise disturbances, in fact it even gets worse when they have been asked to stop. Some of the tenants " Newcomers " seem to think they can operate a business in the apartment which means they use excessive noise to build whatever they are building. Once they have been asked to stop by other tenants and given notices they then decide to retaliate by causing further noise which is deliberately to disturb the rest of us. They try to intimidate people that they know are born Canadians like some kind of gang members. We no longer feel safe in our own homes and neighborhoods. We are tired of them using the race card for every problem they have which is usually something they caused in the first place. In this particular building on Queen st. N. in Hamilton they cause trouble in multiple different apartments which they attend. Once they have been asked to stop causing noise in one apartment they just go to one of the others and then proceed to do the same thing there. Some of the newcomers have been given more than one apartment in the same building and therefore run back and forth between those apartments and slam the door of each one over and over all day long. The management has been informed hundreds of times for a number of years and yet they have not yet dealt with the issues. There is an ongoing record of so many incidents in this building which the management has not addressed beyond a blanket notice to all tenants regarding noise complaints. The manager says things like " It's a process " and yet there seems to be no results. Is management afraid to just simply evict the trouble makers ??
Identity Attack0.09410924
Insult0.06739554
Profanity0.0166845
Threat0.009178371
Severe Toxicity0.0042152405
Low Tox 0.1537979 Constructive 0.735
Aug 25, 2025 Why Canadians Are Turning Against …
There have always been a few questionable people that are immigrants and refugees but it was in the early 2000s when you first started to see the foreign students and immigrants/refugees start to me more …
There have always been a few questionable people that are immigrants and refugees but it was in the early 2000s when you first started to see the foreign students and immigrants/refugees start to me more the "gimmegrant" type. They wanted sponsorship, benefits, housing, etc but didn't want to put in the work or participate and some were very dim also. It just got worse every year from 2006 I would say but with Trudeau in 2015 letting more in and telling them we have no culture spelled our doom but then you have ministers like Rempel who also like to play according to the wind. She was all about Islamophobia and supporting Muslims when convenient but now seems to want to close doors.
Identity Attack0.06704199
Insult0.07491849
Profanity0.023789622
Threat0.0071199946
Severe Toxicity0.0036811829
Low Tox 0.15213956 Constructive 0.65 Personal_Narrative
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is …
Let’s take it one lie at a time. First the video opens saying over 850k inhabitants, within a minute or two all of a sudden the population is now 750k. Meanwhile the actual population is 650k. Brampton has not been a city of 18k or 28 k as many for at least 60 years. In 1980 the population of Brampton was over 200k, so very far above the supposed 28k. Slightly over 150k are from India or of Indian ancestry, so not a majority. A little under a third of Brampton inhabitants are immigrants. Again not a majority. Homeless shelters are usually found in churches, especially ones with homeless centers in them like the one visited by the video crew. 4 bigots in the streets is what was interviewed to present a bigoted view of a city. Everyone of then deserve a serious beating. Asshole content creators. Reported.
Identity Attack0.051808115
Insult0.059061307
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.0033569336
Low Tox 0.1269396 Moderate Con 0.466 Policy_Critique
Oct 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Even though I'm from India but I can say canada shouldn't allow this You should save your people first
Even though I'm from India but I can say canada shouldn't allow this You should save your people first
Identity Attack0.10221587
Insult0.029383656
Profanity0.014054239
Threat0.0084793
Severe Toxicity0.003566742
Low Tox 0.123468354 Constructive 0.514 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in 1966 I was just a baby , Canada had endless jobs in manufacturing, and especially in the construction sector , I will say that immigrants back then , Italians , and Portuguese really built this country , the men and women worked sometimes two jobs , no hand out from the government , no sick days , Canada was beautiful growing up , .. that’s how I remember it , other immigrants followed , from Poland , and then the Indians started to come in by the 80”s .. fast forward to now , I’m embarrassed of our country , it’s disgraceful and disgusting, the transition from back then to now , I feel like I’m living in India , dirty , scammers , gangs , thief’s , murders , ignorant , entitlement; disrespectful etc .. facts , one thing that I can’t wrap my head around is the language barrier , why are these people working in customer service ? Why are they dealing with the public ??? Why are they in the health care industry, nurses , doctors etc , when they can’t speak the language???? Why are they accepted in these highly skilled positions? Just because you have the skill ? Isn’t knowing the language and being able to communicate a requirement regardless what job you have ? Why is the government allowing them in this country and then paying for them to have all these resources available to them ? Why ?? We need to start helping the people that have contributed to this country , that paid taxes and their dues FIRST … we do not have enough affordable housing , jobs , hospitals ,etc .Canada has falling , they are a financial strain on this country , it needs to STOP.. this isn’t the 60”s anymore Canada is to the max , no opportunity here anymore , send them back !
Identity Attack0.06249457
Insult0.05964688
Profanity0.018324144
Threat0.0072106146
Severe Toxicity0.0032043457
Low Tox 0.12260055 Constructive 0.724
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To …
14:25 The fellow speaking here says the government isn't being honest about how the country is changing. That's simply not true: the goverment has acknowledged the problem, and that immigration has happened too fast. To make matters worse, this fellow then makes a dishonest claim himself. The 817,000 arrivals during the first three months of 2025, that he claims is not immigration, but a population bomb. He's not telling you that this figure is not reflective of people seeking to remain in Canada permanently. The figure includes student visas, work permit holders including work permit extensions: many of these people will benefit Canada and then go back to their countries. If you look at the FAR more relevant figures for actual population growth, they show that the population will grow MUCH more slowly in 2025 than it did in 2024. I'm disappointed that the person who made this video did not see fit to provide real context to all this anti-immigrant sentiment. Inflating the problem is dangerous. The economic hurt is real, but throwing into the mix completely misleading figures about how fast the population is growing only serves to weaponize the pain being felt from the economy, against immigrants. We can't have a lucid conversation about the problem and the solutions, if the medium is this non-existent standard for fact-checking. Channel owner, please do better.
Identity Attack0.019274252
Insult0.059061307
Profanity0.017845914
Threat0.0084793
Severe Toxicity0.0024795532
Low Tox 0.11202335 Constructive 0.773 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
This is incredible… some flavour needed in Canada. Also don’t blame people or immigrants. It’s like saying Amish folks are doing the same thing or even native First Nations.
This is incredible… some flavour needed in Canada. Also don’t blame people or immigrants. It’s like saying Amish folks are doing the same thing or even native First Nations.
Identity Attack0.099072486
Insult0.027730936
Profanity0.012414595
Threat0.006272047
Severe Toxicity0.00207901
Low Tox 0.11057663 Constructive 0.591
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone …
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone else, for it is an outrage to discriminate against any such man because of creed, or birthplace, or origin.. But this is predicated upon the person’s becoming in every facet a Canadian, and nothing but a Canadian… There can be no divided allegiance here. Any man who says he is a Canadian, but something else also, isn’t a Canadian at all. We have room for but one flag, the Canadian flag… And we have room for but one sole loyalty and that is a loyalty to the Canadian people.’ Wilfrid Laurier 1907
Identity Attack0.060675595
Insult0.03335018
Profanity0.017026093
Threat0.007974415
Severe Toxicity0.0024986267
Low Tox 0.104361884 Constructive 0.515 Identity_Assertion
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British North West Mounted Police at Batoche because the British Colonizers after outlawing fur trade except through the HBC company were further insulted by having their ancestral land sectioned off and given to immigrants. My uncles also were part of the first battle at Seven Oaks when surveyors were surveying and measuring my ancestral cousins land. The British Immigrants were described as the preferred immigrants. TheNorth American Indians, the Metis were described as undesirables and in a memo written to the Indian Affairs Minister during John A MacDonald asking him how best to remove the undesirables Metis from their land. The Metis were not placed on reservations because we never stopped fighting for our homeland rights. What is happening now is a continuation of what happened back when John A MacDonald was Prime Minister. May I also say if these migrates think their customs and regions are so great then stay in your homeland. But unlike the brave Metis who continues to oppose the government and finally 100 years later some our birthrights as the original Canadians have been recognized. My great grandfather and his father were both named Antoine and Charles Henault dit Canada, and to this day from the 1700s some of my cousin’s last name has been Canada since the 1700s. People with Canadian passports don’t make them Canadian. Indians from Indian don’t integrate or intermarry. They impose their culture on the rest of the country. Get rid of them all.
Identity Attack0.0376521
Insult0.032799274
Profanity0.017162729
Threat0.008323951
Severe Toxicity0.002412796
Low Tox 0.09112182 Constructive 0.772 Identity_Assertion
Sep 12, 2025 Why Canadians Are Turning Against …
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr …
Like there going any were except too the Hilton double tree to wait 10 years for there first hearing bring in ice and tell them we don't need them or like them! As old dr Robert strange of Nova Scotia says LOCK It down!
Identity Attack0.0061046463
Insult0.028392024
Profanity0.015523086
Threat0.01508414
Severe Toxicity0.0026130676
Low Tox 0.08716487 Moderate Con 0.405 Policy_Critique
Jan 15, 2026 5 likes 2.9 million Canadian temporary visas …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting what they love they will be first one on line of defence, Mark my word. We Respect every Countries constitution, and we are hard workers that's why we prosper. Law and Love that's what country's build on. Have a great day.
Identity Attack0.034816213
Insult0.018838953
Profanity0.014156717
Threat0.0071070488
Severe Toxicity0.0016498566
Low Tox 0.054284602 Constructive 0.758 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Where do they get this 80k the guy says in the intro. I think the first time an immigrant applies for any assistance they get deported along with all attached to their application to come …
Where do they get this 80k the guy says in the intro. I think the first time an immigrant applies for any assistance they get deported along with all attached to their application to come here. This is because they need to prove they can support themselves to come here.
Identity Attack0.031722516
Insult0.014580919
Profanity0.011560614
Threat0.00704232
Severe Toxicity0.0012159348
Low Tox 0.049089402 Moderate Con 0.435
Sep 11, 2025 Why Canadians Are Turning Against …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
I am slightly confused. Where did the first European settlers came from? I thought I was Iceland but the question says France.
I am slightly confused. Where did the first European settlers came from? I thought I was Iceland but the question says France.
Identity Attack0.020580608
Insult0.0115029
Profanity0.016957775
Threat0.007547205
Severe Toxicity0.0015735626
Low Tox 0.03639866 Moderate Con 0.411 Question
Dec 5, 2025 Canadian Citizenship Test 2025 – …
Creating confusion to tell 0.8 million Sikhs living in the Canada . I would say wrong figure. According to Sikh way of life then no more than 2,000 Sikhs in the Canada. I am a …
Creating confusion to tell 0.8 million Sikhs living in the Canada . I would say wrong figure. According to Sikh way of life then no more than 2,000 Sikhs in the Canada. I am a first of all human and citizen of this planet then my belief( Equality).
Identity Attack0.026007013
Insult0.013478912
Profanity0.010194245
Threat0.006207318
Severe Toxicity0.0011539459
Low Tox 0.036162965 Constructive 0.72
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live in Canada to a particular group of people who weren’t the First people of Canada especially if the Government allows the information out !! Also 340 million is cheaper than keeping them here
Identity Attack0.01666154
Insult0.014276917
Profanity0.00997221
Threat0.0063432488
Severe Toxicity0.0011396408
Low Tox 0.036162965 Constructive 0.609
Dec 31, 2025 1 likes Deportations From Canada at Their …
Everyone saying they dont assimilated should be practicing First Nation traditions and lifestyles, since they were the original people here and when the settlers came they should have assimilated to their culture.
Everyone saying they dont assimilated should be practicing First Nation traditions and lifestyles, since they were the original people here and when the settlers came they should have assimilated to their culture.
Identity Attack0.018269362
Insult0.012262905
Profanity0.0118338885
Threat0.006550381
Severe Toxicity0.0010490417
Low Tox 0.034041706 Moderate Con 0.48 Moral_Argument
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
first nations should also have a say in immigration
first nations should also have a say in immigration
Identity Attack0.01666154
Insult0.009260887
Profanity0.014634945
Threat0.007365964
Severe Toxicity0.0013446808
Low Tox 0.032627538 Low Con 0.232
Mar 24, 2019 1 likes How much do refugees and …
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
Identity Attack0.006437627
Insult0.010210892
Profanity0.019963788
Threat0.009230154
Severe Toxicity0.0022411346
Low Tox 0.025792383 Constructive 0.586 Personal_Narrative
Jun 5, 2025 8 likes Canadian Citizenship Test 2025 – …
I have so much to say, but the first thing that comes to mind is ‘wow, a CBC video where they didn’t block the comments section’
I have so much to say, but the first thing that comes to mind is ‘wow, a CBC video where they didn’t block the comments section’
Identity Attack0.0036997858
Insult0.010894896
Profanity0.013302735
Threat0.007262398
Severe Toxicity0.0010967255
Low Tox 0.023671126 Moderate Con 0.39
Nov 14, 2018 How much do refugees and …
IIRC saying they are "regaining control", meaning they didn't have control in the first place.
IIRC saying they are "regaining control", meaning they didn't have control in the first place.
Identity Attack0.002192123
Insult0.008234881
Profanity0.010450439
Threat0.006375613
Severe Toxicity0.0005221367
Low Tox 0.012503231 Low Con 0.266 Policy_Critique
Jan 15, 2026 7 likes 2.9 million Canadian temporary visas …

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.