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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: "As a Canadian i can …" 3,707 comments · Page 44 of 149
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why the heck would we want more Canadians that have never stepped foot in Canada? And automatic tax submission from low income? If they want the benefit take the few minutes to fill out a …
Why the heck would we want more Canadians that have never stepped foot in Canada? And automatic tax submission from low income? If they want the benefit take the few minutes to fill out a tax form.
Identity Attack0.120924085
Insult0.20434737
Profanity0.34391102
Threat0.008841781
Severe Toxicity0.017287504
Moderate 0.36867723 Moderate Con 0.361 Policy_Critique
Jan 14, 2026 Canada’s new rules in 2026
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian I am so disappointed in my country. I’d almost rather be Mexican. Almost.
As a Canadian I am so disappointed in my country. I’d almost rather be Mexican. Almost.
Identity Attack0.44690517
Insult0.12159709
Profanity0.07385241
Threat0.007353018
Severe Toxicity0.013607788
Moderate 0.3666224 Moderate Con 0.431 Identity_Assertion
Mar 1, 2026 8 likes Inside Canada's Indian Invasion...
It’s all about the collages and universities keeping the professors and teachers working.. Doesn’t matter what it’s doing to Canadians in the background as long as they stay relevant and get a pay check while …
It’s all about the collages and universities keeping the professors and teachers working.. Doesn’t matter what it’s doing to Canadians in the background as long as they stay relevant and get a pay check while teaching courses that will NOT help students in the real world.. This student immigration is a scam and we all know it, now we need politicians with big enough balls to stop this program and remove everyone that is non compliant and we start taking back our country.
Identity Attack0.07591068
Insult0.25800487
Profanity0.25549942
Threat0.03304107
Severe Toxicity0.01502803
Moderate 0.3666224 Moderate Con 0.455
Oct 1, 2025 1 likes IRCC Names India in Study …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and do daily riots and try to claim the land without even doing any progress in the country....while indians who work hard for the country they live in make it prosperous with opportunity they do philanthropy, charity still getting hate for few bad people... You people really don't deserve kindness
Identity Attack0.44690517
Insult0.24928534
Profanity0.04216301
Threat0.017156094
Severe Toxicity0.017868511
Moderate 0.3666224 Moderate Con 0.494 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Identity Attack0.44690517
Insult0.12883772
Profanity0.08290444
Threat0.014220826
Severe Toxicity0.020902663
Moderate 0.3666224 Constructive 0.517 Identity_Assertion
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Now we have fake refugees, fake workers, somehow people now can become Canadian citizens if they are born in a different country???
Now we have fake refugees, fake workers, somehow people now can become Canadian citizens if they are born in a different country???
Identity Attack0.36873037
Insult0.3388922
Profanity0.024814399
Threat0.0076119336
Severe Toxicity0.012574885
Moderate 0.3666224 Low Con 0.226 Unverified_Claim
Feb 17, 2026 5 likes LILLEY UNLEASHED: The fall of …
oh, I feel sorry for the canadians and Indians.......they do not seem to like each other!
oh, I feel sorry for the canadians and Indians.......they do not seem to like each other!
Identity Attack0.4482637
Insult0.17734702
Profanity0.027273865
Threat0.008052089
Severe Toxicity0.014317908
Moderate 0.36456755 Moderate Con 0.4
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say …
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say about Indians today is what the First nation people say about the white skins. The First Nation people cultivated the land, lived in harmony and took care of their society. The Indians do the same. The only odd man out here is the White Skins. The White Skins colonized the Canadian land. The White Skins also colonized the Indian subcontinent for nearly 200 years. But where the First Nations people lost the wars and were packed into Reservations, Indians fought, won and expelled the White Skins. Then the Indians went where ever the White Skins went. But the difference is that Indians never colonized the land. They always adapted to the native land, culture, language, customs and resources while also maintaining the connect to their land of origin. While White Skins converted the natives, the Indians adapted to the natives and also shared the cultural values. While the White Skins arrogantly executed the natives and exploited their resources, Indians learned to co-exist by adapting and learning. While the White Skins were busy profiteering from the misery of the natives, Indians shared knowledge, power, wealth, education and lived by ancient cultural values passed on from generations that have survived disasters, wars, misery and greed.
Identity Attack0.44690517
Insult0.22303216
Profanity0.06596114
Threat0.024235269
Severe Toxicity0.019740647
Moderate 0.36456755 Constructive 0.669
Sep 25, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian masters student of African descent. I didn’t know my IQ was so low that I couldn’t hold an entry level job 😂😂😂
As a Canadian masters student of African descent. I didn’t know my IQ was so low that I couldn’t hold an entry level job 😂😂😂
Identity Attack0.39870077
Insult0.23704576
Profanity0.055940874
Threat0.0070552654
Severe Toxicity0.014576134
Moderate 0.3625127 Moderate Con 0.373 Humor_Satire
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due to the many bad apples and terrible government immigration/student policies.
Identity Attack0.29798782
Insult0.33998606
Profanity0.034397304
Threat0.027343199
Severe Toxicity0.0119018555
Moderate 0.3625127 Moderate Con 0.479
Sep 29, 2025 IRCC Names India in Study …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.? Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Identity Attack0.39870077
Insult0.25602314
Profanity0.031641733
Threat0.007547205
Severe Toxicity0.013414118
Moderate 0.3625127 Constructive 0.747 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
canada should close borders to everyone visting from india until all fraudulent indians are caught and deported - let that be a lessson. That means no family or friends can visit the country. All Indian …
canada should close borders to everyone visting from india until all fraudulent indians are caught and deported - let that be a lessson. That means no family or friends can visit the country. All Indian canadian citizens will aid the canadian government catching these people. I am in Canada now for the first time and its a beautiful country - don't destroy it like the UK has
Identity Attack0.43256098
Insult0.24928534
Profanity0.024609445
Threat0.036149003
Severe Toxicity0.015286255
Moderate 0.3625127 Constructive 0.594 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Come to Canada plan on a being a Canadian!!!!! If you want to keep your Indian culture than stay in India!!!
Come to Canada plan on a being a Canadian!!!!! If you want to keep your Indian culture than stay in India!!!
Identity Attack0.42615733
Insult0.1505596
Profanity0.022901481
Threat0.008867673
Severe Toxicity0.016900165
Moderate 0.3625127 Low Con 0.282
Dec 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
US CANADIANS NEED TO ACT FAST & NOW ELSE THEY WILL TAKE OVER OUR BELOVED COUNTRY & IT'LL TURN INTO THEIRS WHICH WE CANNOT ALLOW! SPREAD AWARENESS & IF THAT DOESN'T WORK THEN WE NEED …
US CANADIANS NEED TO ACT FAST & NOW ELSE THEY WILL TAKE OVER OUR BELOVED COUNTRY & IT'LL TURN INTO THEIRS WHICH WE CANNOT ALLOW! SPREAD AWARENESS & IF THAT DOESN'T WORK THEN WE NEED TO TAKE ACTION & ANYONE THAT DISAGREES STAY OUT OF OUR WAY OR WE'LL WALK OVER YOU! #CanadiansFirst
Identity Attack0.109318495
Insult0.08558089
Profanity0.030389199
Threat0.44942492
Severe Toxicity0.023076924
Moderate 0.36095104 Moderate Con 0.372
Sep 10, 2025 Why Canadians Are Turning Against …
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, …
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, you would berated in your own country, ask the muslims and Christians the suffering they go through because of the majority. The punjabi population you see there is predominantly Hindu too not sikh. They have been trained to say they are from Punjab to take attention away from Hindus
Identity Attack0.45610145
Insult0.17858955
Profanity0.037904397
Threat0.043955702
Severe Toxicity0.015544481
Moderate 0.36095104 Moderate Con 0.46 Fear_Threat
Feb 28, 2026 7 likes Inside Canada's Indian Invasion...
You cannot mix 3rd world ppl with canadians. Will never work
You cannot mix 3rd world ppl with canadians. Will never work
Identity Attack0.44690517
Insult0.16758773
Profanity0.04516909
Threat0.012285355
Severe Toxicity0.015479924
Moderate 0.36095104 Low Con 0.214 Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Worst thing that ever happened to Canada. I can't even begin to describe how my community has changed. I don't even recognize it anymore. Spent my entire life in a small town and for some …
Worst thing that ever happened to Canada. I can't even begin to describe how my community has changed. I don't even recognize it anymore. Spent my entire life in a small town and for some unknown reason it is part of a "designated resettlement zone." There are more Indians than whites - it's insane. Local businesses have closed, new businesses catering to Indians have opened. Littering is rampant. Homes aren't taken care of. It's a tragedy. 70% of Canadians don't want these levels of immigration - hell, even *immigrants* don't want more immigrants. Justin Trudeau, his Liberal government, and the traitors over at the Century Initiative are 100% responsible for this irrevocable destruction of Canadian culture.
Identity Attack0.38200524
Insult0.2659317
Profanity0.08096472
Threat0.010239923
Severe Toxicity0.016060932
Moderate 0.36095104 Constructive 0.593 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on …
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on her personal life and came back as soon as Indians succeeded to put Piere as a leader instead of Patrick. Later bunch of material, testimonies came out about she being on a zoom call and Indians saying they don’t like she is running Patrick brown’s campaign. Foreign interference report exposed her pretty good but I guess canadians really are blind to the fact that while they are taking out their anger on immigrants their country is compromised and sold put by their own trusted politicians and that too, to a third world country like India!
Identity Attack0.27171627
Insult0.31740165
Profanity0.33453682
Threat0.013010317
Severe Toxicity0.021548226
Moderate 0.36095104 Moderate Con 0.499
Sep 30, 2025 IRCC Names India in Study …
Yea trudoe, the canadian government literally imported every race except one, its happening in every European descent country. We thought we had to worry about the inside and one border no were surrounded. The great …
Yea trudoe, the canadian government literally imported every race except one, its happening in every European descent country. We thought we had to worry about the inside and one border no were surrounded. The great replacement theory is real. Do not sit in your echo chamber and be a sheep go out and see for yourself, it isnt hard.
Identity Attack0.10221587
Insult0.37846634
Profanity0.04742365
Threat0.008272167
Severe Toxicity0.008201599
Moderate 0.36095104 Moderate Con 0.46 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social …
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social media. Canada has become a joke. Canadians are moving away and migrants keep coming in. Because we can't get the support from our government and costs r sky high and jobs r no longer givin to Canadians only immigrants. Migrants come in with smiles but have a plan to destroy us and take over. Same as greedy liberals
Identity Attack0.3817989
Insult0.30326313
Profanity0.039407436
Threat0.016638106
Severe Toxicity0.016964722
Moderate 0.36095104 Constructive 0.559
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
Lies, they do get more than Canadians, and illegal aliens/refugees get a hearty sum to get their permanent home furnished
Lies, they do get more than Canadians, and illegal aliens/refugees get a hearty sum to get their permanent home furnished
Identity Attack0.3758158
Insult0.27969417
Profanity0.02208166
Threat0.0069387536
Severe Toxicity0.010757446
Moderate 0.36095104 Low Con 0.214
Feb 11, 2025 1 likes How much do refugees and …
We need Steven Harpen back .. not other kind or unresponsible we’re getting the white peoples jobs for e.g financial officers , immigration officers, educational officers, police headquarters officers etc all the top officials changed …
We need Steven Harpen back .. not other kind or unresponsible we’re getting the white peoples jobs for e.g financial officers , immigration officers, educational officers, police headquarters officers etc all the top officials changed to IMMIGRANTS get those jobs now: Jamaican African South Americans Guyanese caribbeans etc… When Stephen Harpen was in seat: NO AND NIT ANYONE OR EVERYONE CAN TOUCH CANADIAN SOIL. I’m a disabled Canadian and cannot get a job over 5yrs now. Thanks to f’kn JUSTIN Trudeau ..Now Mark Carney
Identity Attack0.3817989
Insult0.26395
Profanity0.078378424
Threat0.013165667
Severe Toxicity0.020257099
Moderate 0.36095104 Constructive 0.552 Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
Btw I have been waiting 4yrs plus now to get a right knee replacement?! I am a WRHA employee cannot go back to work til its done, I am a true born and raised Canadian …
Btw I have been waiting 4yrs plus now to get a right knee replacement?! I am a WRHA employee cannot go back to work til its done, I am a true born and raised Canadian citizen time to take a stand up to our government and to all these immigrants GO BACK TO YOUR COUNTRY BAN TOGETHER AND EARN AND MAKE YOUR COUNTRY ON YOUR OWN QUIT MOUCHING OFF OUR COUNTRY FOR A FREE RIDE HERE IN LIFE!? GO HOME!! I am so concerned for my children and my grand children and their children so on and so on what's it going to be like for them this is beyond bad and long gone already! Need to take back our country!!
Identity Attack0.33675182
Insult0.27969417
Profanity0.056441884
Threat0.015256803
Severe Toxicity0.023076924
Moderate 0.36095104 Constructive 0.702
Aug 29, 2025 Why Canadians Are Turning Against …

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.