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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: "I think what this is …" 951 comments · Page 21 of 39
I know sir you may feel some anger but Indians will replace you too, and I don’t think you will like it. I feel sadness for all the Canadians.
I know sir you may feel some anger but Indians will replace you too, and I don’t think you will like it. I feel sadness for all the Canadians.
Identity Attack0.28034934
Insult0.07238392
Profanity0.017709278
Threat0.01119791
Severe Toxicity0.0063323975
Low Tox 0.2540519 Constructive 0.526
Jan 13, 2026 Why Canadians Are Turning Against …
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's …
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's just NATO countries affected , I don't want this country to turn to Punjab or any country that have no rule of laws , why do you think when criminals get arrested they walk out the back door , do you people ever think ?????? I guess not , this goes for housing education healthcare and cost of living
Identity Attack0.068465814
Insult0.12883772
Profanity0.030389199
Threat0.01698343
Severe Toxicity0.008087158
Low Tox 0.2540519 Moderate Con 0.423 Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Seeing the former church being converted into a hindu temple absolutely broke my heart to see as a Christian. To think that people built, worshipped in, got baptised at, in the name of OUR GOD. …
Seeing the former church being converted into a hindu temple absolutely broke my heart to see as a Christian. To think that people built, worshipped in, got baptised at, in the name of OUR GOD. The One True God. Seeing all of the idolators worshipping foreign gods in someplace that used to be God's home.. it's very disheartening to see as a Christian Westerner.
Identity Attack0.28034934
Insult0.07840354
Profanity0.02932342
Threat0.0076119336
Severe Toxicity0.0064468384
Low Tox 0.2524482 Constructive 0.548
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge …
I have loved your channel for a while now, but i really do not like how you allowed the racist man in the safety vest to be in this video. I recognize Canada has huge problems with excess immigration and we can't meet the demands we are insinuating we can meet to potential immigrants. I also recognize that there is a a huge problem with Indian students being lured here under false pretences and this issue needs to be exposed. However, I don't think you should have given an openly racist person a platform to share their views and you laughed when they said obviously racist things. He said "I'm as racist as the next person" and you laughed. Sorry but what?! He is normalizing his racism and you are playing along. Just pick a different person to interview. He said "better indians than muslims, africans, etc....." Canada hasn't been around that long relative to other places. This guy came from immigrants like 1-2 generations ago. You probably got a lot of footage to choose from. Why him?
Identity Attack0.20680901
Insult0.16758773
Profanity0.027410502
Threat0.008815889
Severe Toxicity0.0059127808
Low Tox 0.2524482 Constructive 0.805 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Canadian love to work not being homeless There are 98% Indians I think Canada can be Fair to other countries not only fill up with Indians
Canadian love to work not being homeless There are 98% Indians I think Canada can be Fair to other countries not only fill up with Indians
Identity Attack0.2877625
Insult0.0817555
Profanity0.020373698
Threat0.0068999166
Severe Toxicity0.007209778
Low Tox 0.25084448 Constructive 0.517
Dec 20, 2025 1 likes Why Canadians Are Turning Against …
0:42 did you not hear that????? someone from actual India thinks it’s to much. It’s because it is. You left in India to come to Canada, but you want everything to be from India.
0:42 did you not hear that????? someone from actual India thinks it’s to much. It’s because it is. You left in India to come to Canada, but you want everything to be from India.
Identity Attack0.27759558
Insult0.06424874
Profanity0.028913507
Threat0.007961469
Severe Toxicity0.0074005127
Low Tox 0.25084448 Moderate Con 0.357 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why …
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why is she here?". I asked if he had a problem with me and he looked at the class to tell me not to speak to him. No one said a word but looked between us in silence. I asked him again, "do you have an issue with me being here?". Again he told the rest of the Caucasian men to tell me to stop speaking to him. I said if you have a problem with me, let's step outside and one of us will walk back in. You can't accept that a Native female is in this class, pack your family up and go home. Don't think of the state's because that's mine too. The teacher walked in and he could see and sense the tension in the room. He removed the immigrant and they went out of the room. A few minutes later the instructor came in and looked at me and said he'll be taking a class with no females. His country doesn't allow females an education yet alone a trade. You're welcome to stay. I have no intention to leave, was my comment back. I'm here to learn. Decades later, I'm driving home from northeastern Quebec and on the 401 is a gas/food stop. My child and I were passed by 4 luxury sports cars. They pulled into this stop and parked across all the handicapped parking spots. Bumper to bumper across the spots. We went in and met them as we came out and met a truck driver of the same nationality. He asked "how is Canada treating you?". They smiled and said "look", motioning to their silk suits. Another pointed to their cars. And another said "they treat us like kings'!". The fourth said "Canadians are easy to play! Cowards!!" A few days later, I'm at Walmart and present my tax exempt (we pay 5% tax) but the cashier looks at it and states "you all think your so special!!" Your paying the tax like everyone else! A customer behind me yelled for management loudly. When management showed, I didn't say a word because it was the customers behind and on the side of me with complaints of the rudeness of the cashier. She was removed and manager took over transactions. Not just mine but those after me. There was another incident with my child. An immigrant (can tell by the long tunic) was trying to lure my daughter away from me. I put her in a cart and requested help from a young employee who wanted me to write a book before calling security. Another employee came over and called security immediately. By the time they found the man, he had exited the store and got into a taxi. A few weeks later at an arena where youth hockey practice was taking place, the same scenario was happening. A man in a tunic was trying to lure children away and when caught, jumped into a taxi and left the scene. To attack an adult who can defend themselves is one thing but to go after children is another. I say stricter policy on crimes are needed.
Identity Attack0.27171627
Insult0.086852804
Profanity0.17148167
Threat0.025443908
Severe Toxicity0.012283325
Low Tox 0.24763705 Constructive 0.814 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how …
I believe that there needs to be less mass migration and it needs to be more controlled. Multicultural nations historically do not remain stable, think of Yugoslavia or Austria-Hungary, it’s already been shown by how Quebec doesn’t really want to be a part of Canada. I am especially against foreign cultures consolidating into one area such as Brampton or Ontario as a whole, Canada is a white country and white people should remain at least 75% of the population or else things start going downhill.
Identity Attack0.2877625
Insult0.06529768
Profanity0.028093686
Threat0.011379151
Severe Toxicity0.007858276
Low Tox 0.24763705 Constructive 0.553 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most were not war areas refugees (Yes I know there are other types of refugees). I only encountered few refugees from war areas. ONLY 1 person from Iraq, about 2 families were from Afghanistan, 1 couple from Pakistan(I doubt they were real refugees they spoke fluent English, maybe political refugee), and a most from African countries. Its too far for real refugees to get here. Its Easier for them to go to other countries nearby or Europe. MOST SEEM TO BE ECONOMIC REFUGEES. Most were coming from Africa. Some are coming from Latin America, which shouldn't be happening. Once they showed up at our doorstep and we processed them into the system, they were immediately in the same class as a Canadian resident homeless person if they were making a refugee claim. We get money to house and feed them (from the government), and they are given a stipend for basics from the government processed through the Social Assistance/ Welfare system (they get less than a resident/citizen I think.). They then have to get their case processed by the refugee board, and most seem to get in. I've only heard of few getting sent back. One person I know at our facility, was given a subsided social housing apartment after a year in our facility. So they went straight from a shelter to a government/city owned subsidized apartment. (Didn't seem like it was a issue for the housing worker...they didn't report it (if they were not the ones that helped the person to get it), they were white, the housed person was Latin. This refugee claimant, and then month or two new Canadian resident person was given an apartment in a prime area of the city, instead of the 1000's of Canadians, those who came before them, and born Canadian citizens on an extremely long waiting list. How this was allowed to happen I don't know. The person was probably sucking on someone's straw. I'm just trying to think the barriers these people have to go through to get a job here. We are far removed from the time of the 80's and 90's., and housing and jobs are so hard to get. Lol the "Canadian government asks them to repay the traveling cost to Canada if they are sent back"....I wonder how much the government recoups?.....more like 0 probably. What a bunch of crap. How do you demand someone to repay their flight cost when they get back to their country?
Identity Attack0.2783691
Insult0.09124154
Profanity0.027137227
Threat0.0089712385
Severe Toxicity0.007858276
Low Tox 0.24603334 Constructive 0.81
May 24, 2018 9 likes How much do refugees and …
Unfortunately not answering questions is the LIEBERAL WAY.I think that if ministers don't answer questions they should be heavily fined and if they are proven to be lying they should be fired period!!!!
Unfortunately not answering questions is the LIEBERAL WAY.I think that if ministers don't answer questions they should be heavily fined and if they are proven to be lying they should be fired period!!!!
Identity Attack0.014249804
Insult0.13969865
Profanity0.018324144
Threat0.08856395
Severe Toxicity0.0050735474
Low Tox 0.24603334 Moderate Con 0.306 Policy_Critique
Feb 26, 2026 4 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
No one educated would think America is the greatest country in the world. but great video eh! welcome to candahar.
No one educated would think America is the greatest country in the world. but great video eh! welcome to candahar.
Identity Attack0.09080041
Insult0.10148193
Profanity0.035649836
Threat0.009256045
Severe Toxicity0.007019043
Low Tox 0.24603334 Moderate Con 0.362 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Indias work hard in every sector so people see them all the time and they think Indians are going to take over and they are real problem But real problems is Ukraine and refugees from …
Indias work hard in every sector so people see them all the time and they think Indians are going to take over and they are real problem But real problems is Ukraine and refugees from everywhere who get free houses and live on welfare and even they get free dental.They are living on Canadian tax payer money. Immigrants don’t get any government help plus visa and other requirements are still there Internet is just home of negativity and full of misinformation.
Identity Attack0.2783691
Insult0.08508729
Profanity0.01309778
Threat0.006550381
Severe Toxicity0.004501343
Low Tox 0.24603334 Constructive 0.634
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
They are stereotyped often, not all Indians are bad and dirty thats often what people think with everything. They are a grinding working culture tbh not all, but the majority of them is serious when …
They are stereotyped often, not all Indians are bad and dirty thats often what people think with everything. They are a grinding working culture tbh not all, but the majority of them is serious when it comes to business.
Identity Attack0.27778897
Insult0.12702756
Profanity0.15371579
Threat0.008349842
Severe Toxicity0.008926392
Low Tox 0.24442963 Constructive 0.624 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Omg Gary you are fantastically hilarious. You might want to think of laying low for a bit. Lmfao. I couldn't of said it myself
Omg Gary you are fantastically hilarious. You might want to think of laying low for a bit. Lmfao. I couldn't of said it myself
Identity Attack0.010137413
Insult0.09563028
Profanity0.08581402
Threat0.010162249
Severe Toxicity0.0076293945
Low Tox 0.24442963 Moderate Con 0.39 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Pay no taxes!I do not think that applies to all immigrants.
Pay no taxes!I do not think that applies to all immigrants.
Identity Attack0.28034934
Insult0.0638991
Profanity0.019143965
Threat0.0074824756
Severe Toxicity0.0059127808
Low Tox 0.24442963 Moderate Con 0.435
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
😂 I love how these people accuse European settlers for killing the natives and conquering the land without even realising that without them Canada wouldn't even exist. Do you really think those Native tribes have …
😂 I love how these people accuse European settlers for killing the natives and conquering the land without even realising that without them Canada wouldn't even exist. Do you really think those Native tribes have the capability to create the advance infrastructure that we see today in Canada?? These people also complain about the wrong doings of the Europeans but have no shame in taking benefits this country provides which is not available in their native countries.
Identity Attack0.18391247
Insult0.076502606
Profanity0.023311393
Threat0.09776353
Severe Toxicity0.008468628
Low Tox 0.24442963 Moderate Con 0.496 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I don’t think Sidhu is going to like this video 😬
I don’t think Sidhu is going to like this video 😬
Identity Attack0.04693319
Insult0.070799805
Profanity0.05393682
Threat0.012596053
Severe Toxicity0.008354187
Low Tox 0.24282593 Moderate Con 0.307 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
These old people think Indians get free visas . Mate its tougher compared to your parents. There are lot of more checks, skills, education which is checked compared to your parents
Identity Attack0.22458547
Insult0.08831572
Profanity0.054938845
Threat0.02181799
Severe Toxicity0.00919342
Low Tox 0.2412222 Moderate Con 0.421 Policy_Critique
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie. So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law. If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit. The first guy speaking truth, even knows it's too much and out of control. And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set. And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Identity Attack0.1808059
Insult0.1469393
Profanity0.02030538
Threat0.008013252
Severe Toxicity0.0063323975
Low Tox 0.2412222 Constructive 0.593 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Craziest thing about the government is they don’t have a clue about what Canadians people think about all this,they do as thou wilt.
Craziest thing about the government is they don’t have a clue about what Canadians people think about all this,they do as thou wilt.
Identity Attack0.08831879
Insult0.17610447
Profanity0.026317406
Threat0.006822242
Severe Toxicity0.0038337708
Low Tox 0.2396185 Low Con 0.256 Policy_Critique
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to …
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to his Sikh /Khalistani vote who are an extremely powerful lobby in the Canadian govt, every party in Canada has high ranking Khalistani politicians. The liberal yt elite Canadian govt sold its working and middle class ( who are largely white Canadians) for a 3rd world servile class which would keep them in power forever but it comes at the cost of massive collapse of social cohesion, falling wages and massive cultural shifts. When I visited Toronto, an Indian fast food worker said he was giving me an extra BBQ sauce as a favor and would charge for the second, I called the manager too school this moron and she was also shocked , when you mass import million of 3rd world largely uneducated Indians they mentally still think the are in India
Identity Attack0.24293575
Insult0.113185234
Profanity0.021535112
Threat0.008712323
Severe Toxicity0.006980896
Low Tox 0.2396185 Constructive 0.577 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Who controls the AI, who controls Palantir, who trained ICE? Who owns Oracle? When they take over, they will implement an AI system that catalogues anyone speaking out against them and their system, and the …
Who controls the AI, who controls Palantir, who trained ICE? Who owns Oracle? When they take over, they will implement an AI system that catalogues anyone speaking out against them and their system, and the slaughter will be immense. You think Russia was bad? Just wait for the new gulags. The slaughter will be on a mass scale, in most European nations. The world as we know it is on the brink.
Identity Attack0.10221587
Insult0.042665333
Profanity0.022013342
Threat0.26849106
Severe Toxicity0.010223389
Low Tox 0.2396185 Moderate Con 0.319 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It …
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It just seems easier than putting in the hustle. I don't understand what the problem is. If someone wants to work, we should let them. Clearly, we have different priorities. We only get one life—just enjoy it and keep complaining about all the Indian people actually doing the work. We need someone to hate and complain about so we can hide our laziness. Honestly, if they leave, we’ll have to go to work, and I don’t think that's going to be easy. So, I'll say thanks to the foreigners who are actually working and paying taxes so we can collect our welfare checks.
Identity Attack0.23239216
Insult0.08484049
Profanity0.064458095
Threat0.012596053
Severe Toxicity0.008773804
Low Tox 0.2396185 Constructive 0.586 Humor_Satire
Aug 29, 2025 Why Canadians Are Turning Against …
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that …
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that are used by immigrants of all races or cultures that allow themselves to thrive. While the people born here of many colors get nothing but higher taxes to pay for the services that get totally abused. Birthright citizenship for people born here needs to end if the parents are not legit citizens. Housing capacity laws need to be created with fire code enforcement so you cant have more people living in a house than rooms available. All religious facilities even the white ones... need to be taxed. No more preferential treatment for visas because your related to someone who lives here already. Everyone across the board should have to immigrate the same way with no special treatment. Cultural celebrations and traditions. Respect everyone. Unless you have a permit keep that stuff in your own home or place of worship. EX... Indian wedding on my street = 3 1200w speakers playing Cow slaughter house noises until they leave.
Identity Attack0.2331515
Insult0.08508729
Profanity0.07676199
Threat0.012906751
Severe Toxicity0.008392334
Low Tox 0.23812068 Constructive 0.638 Policy_Critique
Jan 2, 2026 1 likes Why Canadians Are Turning Against …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Identity Attack0.17459276
Insult0.086852804
Profanity0.06596114
Threat0.008841781
Severe Toxicity0.007171631
Low Tox 0.23812068 Constructive 0.56 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...

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.