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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: "Is this what it’s like …" 2,805 comments · Page 59 of 113
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, …
In your video, you are unfairly targeting Indians and even showing Hindu Gods’ idols in a disrespectful way, which is highly inappropriate. What you failed to show is how other communities, including certain refugee groups, have also influenced Canadian society in ways that often go unquestioned. Indians – especially Hindus – come to Canada by investing huge amounts of money, and they quietly contribute to the economy and culture without creating disturbances. Hindus rarely do anything other than celebrate their festivals peacefully in parks. Yes, the job market is tough – but it’s the same for everyone. I myself served as a Director in a Canadian supermarket chain and have been without a job for 13 years. My kids face the same struggle. But instead of talking about real issues, your video paints Indians in a very negative light. Why? Even leaders like Donald Trump tried this path of targeting communities, and it led only towards division and disaster. Please don’t create mental agony and hatred against Indian Hindus. These are the very people who generate jobs, run businesses, and quietly support society. I rate your video as a disgusting attempt to twist personal frustrations into a community-blaming narrative, even bringing in Indians who, sadly, criticize their own background. Targeting Indians and showing Hindu Gods’ idols is shameful and disrespectful. Hindus come to Canada by investing heavily, live peacefully, and contribute to society without disturbing anyone. The job market is tough for everyone – blaming Indians is nonsense. Your video spreads hate instead of facts and creates unnecessary division. Indians, especially Hindus, are job creators, not destroyers. This video is nothing but a disgusting attempt to twist personal frustration into hate against a community.
Identity Attack0.3072352
Insult0.12883772
Profanity0.029186781
Threat0.009696201
Severe Toxicity0.008850098
Low Tox 0.27975297 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at …
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at basic things too Your rules look compromised hence you are spoiling your country It's going to be very soon when your country is going to turn into a Pakistani vassal just like UK Because khalistan and Pakistan are linked Edit: I'm from Bharat aka india
Identity Attack0.2831485
Insult0.15911613
Profanity0.04141149
Threat0.014738814
Severe Toxicity0.012703998
Low Tox 0.27975297 Moderate Con 0.478 Fear_Threat
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
I used to hate Indian food but now I like it now that I am older now. I am 8.
I used to hate Indian food but now I like it now that I am older now. I am 8.
Identity Attack0.28034934
Insult0.061101943
Profanity0.13432594
Threat0.007883795
Severe Toxicity0.0090789795
Low Tox 0.27975297 Constructive 0.539 Personal_Narrative
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in …
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in a way
Identity Attack0.34000012
Insult0.06984934
Profanity0.10797132
Threat0.011638066
Severe Toxicity0.01121521
Low Tox 0.27975297 Moderate Con 0.461 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Most of are Europeans and they still follow European culture, religion & lifestyle. Same Racism, hatred, violence, alcoholism, drugs, indecent clothes & behavior in public, they are on big government, army, political posts, same exploitation …
Most of are Europeans and they still follow European culture, religion & lifestyle. Same Racism, hatred, violence, alcoholism, drugs, indecent clothes & behavior in public, they are on big government, army, political posts, same exploitation like they were doing at time of colonial times. They looks modern but no change in their mentality & ideology. Even today they can’t tolerate different skin colors, cultures, religions etc. this should be changed. Racism & hatred is going out of control in Canada. Canadian government should take step against it. Right now Canada became world’s most dangerous country for immigrants & ‘non European’ people. It should be changed.
Identity Attack0.2816105
Insult0.15414265
Profanity0.04291453
Threat0.013702838
Severe Toxicity0.012574885
Low Tox 0.27975297 Moderate Con 0.433
Aug 25, 2025 Why Canadians Are Turning Against …
I live approximately 45 minutes from the Canadian border where the agent was murdered by the cultist. From there, there are so many people constantly trying to get across the border. This infuriates me knowing …
I live approximately 45 minutes from the Canadian border where the agent was murdered by the cultist. From there, there are so many people constantly trying to get across the border. This infuriates me knowing this happens. We had maybe 5 recent acquisitions of Indian people setting up and ruining successful gas stations and pop up smoke shops in my town allowing minors to freely browse and buy products. They keep to themselves because the people around here understand their predatory ways of selling and how gross they naturally are. I'm disappointed and I don't like them. I accept humans but I don't accept someone who can't wash their hands nor maintain a clean image morally and professionally. I know for certainty that they are illegally here buying properties which are very hard for us locals to even get our hands on. Something needs to be done and people need to be aware.
Identity Attack0.27914262
Insult0.16809943
Profanity0.044167064
Threat0.07476458
Severe Toxicity0.012054443
Low Tox 0.27975297 Constructive 0.744 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians have been in Canada since since the early 19th century. These people act like the Indians just appeared over night
Indians have been in Canada since since the early 19th century. These people act like the Indians just appeared over night
Identity Attack0.36702603
Insult0.08484049
Profanity0.027410502
Threat0.0074954215
Severe Toxicity0.007095337
Low Tox 0.2786282 Low Con 0.242 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't like Jason Kenney, he turned out to be a Doug Ford
I don't like Jason Kenney, he turned out to be a Doug Ford
Identity Attack0.022188433
Insult0.24287975
Profanity0.05017922
Threat0.007340072
Severe Toxicity0.0051879883
Low Tox 0.27750343 Moderate Con 0.432 Identity_Assertion
Feb 20, 2026 2 likes LILLEY UNLEASHED: The fall of …
About time. Overdose of immigrants. Montreal doesn't even feel like Quebec anymore.
About time. Overdose of immigrants. Montreal doesn't even feel like Quebec anymore.
Identity Attack0.2831485
Insult0.100019015
Profanity0.017026093
Threat0.007624879
Severe Toxicity0.0064468384
Low Tox 0.27750343 Low Con 0.29 Identity_Assertion
Nov 20, 2025 124 likes Quebec Ends Economic Immigration Program …
I have had enough! I have never felt so disrespected by ppl who are guests! They do not assimilate! They abuse all resources to extinction! It feels like an infestation! 5 yrs ago i would …
I have had enough! I have never felt so disrespected by ppl who are guests! They do not assimilate! They abuse all resources to extinction! It feels like an infestation! 5 yrs ago i would never have thought or said that!
Identity Attack0.026408968
Insult0.17237684
Profanity0.054938845
Threat0.012233571
Severe Toxicity0.006713867
Low Tox 0.27750343 Constructive 0.528 Fear_Threat
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had a shift coordinator in fact who would reflexively give me orders in Hindi, and would get a little ticked off and repeat it in Hindi, and then when it clicked that I'm the only non-Hindi speaker there, he'd give 1 word orders like "Garbage" or "Sinks". The owner of the Tim Hortons also said that if I was a little slow or needed extra training, they wouldn't fire me because they don't like to keep rotating workers around, and instead would rather just retrain them. I was a tad bit slow(only because I was precise and not violating health and safety standards), and they fired me in like 10 seconds. Like my second monthly review, I was fired. I have a feeling it largely had to do with the fact that I was not Indian and didn't speak Hindi, so therefore the shift coordinators had less tolerance for me.
Identity Attack0.27914262
Insult0.16831873
Profanity0.20483992
Threat0.015429466
Severe Toxicity0.014059683
Low Tox 0.2763787 Constructive 0.757 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I don’t personally like immigration, especially on large scales, but they’re not a violent group of people and they typically don’t disrupt the way other races do
I don’t personally like immigration, especially on large scales, but they’re not a violent group of people and they typically don’t disrupt the way other races do
Identity Attack0.30256465
Insult0.06354945
Profanity0.078378424
Threat0.018882722
Severe Toxicity0.013414118
Low Tox 0.2763787 Moderate Con 0.458 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Even the Indians are like “too many Indians”
Even the Indians are like “too many Indians”
Identity Attack0.31892163
Insult0.081508696
Profanity0.06345607
Threat0.009126588
Severe Toxicity0.010147095
Low Tox 0.2763787 Low Con 0.249 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
My parents came to Canada over 30 years ago with employable skills and money to support ourselves. We go through Canadian education system, get Canadian jobs and pay Canadian taxes. We still celebrate our own …
My parents came to Canada over 30 years ago with employable skills and money to support ourselves. We go through Canadian education system, get Canadian jobs and pay Canadian taxes. We still celebrate our own heritage with food and holiday but we do them in our own house. Not sticking into people’s faces. I feel that’s how immigration should be like. Not hordes of illegals and refugees that ruins our society and cost us loads of tax payer dollars. Now with Canada being India land, I’ll have no choice but leave this country eventually, I’ll have no choice but finding a better place to retire.
Identity Attack0.2854555
Insult0.16780703
Profanity0.025634222
Threat0.011275585
Severe Toxicity0.010604858
Low Tox 0.2763787 Constructive 0.708 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
Poor countries are unfree and have higher malnutrition. That causes lower IQs. It’s why North Korea has lower IQs than South Korea. IQs are not fixed in stone. North Korean IQs improve when they escape …
Poor countries are unfree and have higher malnutrition. That causes lower IQs. It’s why North Korea has lower IQs than South Korea. IQs are not fixed in stone. North Korean IQs improve when they escape to South Korea. And Canada’s immigration program is selective. Funny how racists like to pretend that immigration isn’t selective. It’s to prevent immigrants from being on welfare more than the citizen population, which is how it should be. Higher-skilled workers are mostly chosen to immigrate. They make good money through their skills, and are giving back to the country through paying taxes. This includes Africans, especially Christian ones. This guy isn’t fully using his head, ironically.
Identity Attack0.24293575
Insult0.191015
Profanity0.020510335
Threat0.0073918556
Severe Toxicity0.0062179565
Low Tox 0.27525392 Constructive 0.545 Economic_Argument
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
I agree with the comments of the immigrant contributors. You come here for a better life, that’s why you left your country. Now that you’re here, you refuse to integrate with this country’s rules and …
I agree with the comments of the immigrant contributors. You come here for a better life, that’s why you left your country. Now that you’re here, you refuse to integrate with this country’s rules and way of life. You bring your religion with you and that fine BUT, practice it in your places of worship and not force it down our throats. Further, don’t try to change our culture by crying foul every time you don’t get your way. The politicians have to change their corrupt ways of cater for a vote and uphold the values, rules and laws of this country…..unfortunately it may be too late. The media is fueling the immigrant hate by not addressing some facts. Facts like these jobs that they want now were looked down upon by the residents as being beneath them. The immigrants took those jobs at minimum wage, dirty menial jobs that you did not want. Now that the job market is almost non-existent, you’re complaining about no jobs. The jobs would have been yours if you didn’t think it was beneath you when it was available. The term that fits is “ snooze, you lose “.
Identity Attack0.18903255
Insult0.24171697
Profanity0.026317406
Threat0.0083886795
Severe Toxicity0.0062179565
Low Tox 0.27525392 Constructive 0.637
Aug 31, 2025 2 likes Why Canadians Are Turning Against …
I bet you that place smells like $hitty curry. Lol
I bet you that place smells like $hitty curry. Lol
Identity Attack0.014350293
Insult0.16337912
Profanity0.0961592
Threat0.0071717775
Severe Toxicity0.008277893
Low Tox 0.27525392 Moderate Con 0.322 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
they are acting like the bad drivers is because people aren't "focused". no they have fraud licenses LMAO
they are acting like the bad drivers is because people aren't "focused". no they have fraud licenses LMAO
Identity Attack0.012641981
Insult0.15485314
Profanity0.094219476
Threat0.008039144
Severe Toxicity0.006980896
Low Tox 0.27525392 Low Con 0.193 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in …
Punjab is India! Why are the lying. Punjab,for those that don't know is a province in India. By the way Canada is a province of India located in North America. Believe me I live in Vancouver and for the past ten years and I feel like I've been teleported to India or Pakistan. It's scary bc I've never planned to live in India, but here I'm. Durka durka ! 😅
Identity Attack0.26833034
Insult0.16817254
Profanity0.07870171
Threat0.008582866
Severe Toxicity0.008506775
Low Tox 0.27525392 Constructive 0.655 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I am an immigrant,I never abused the system, never took what was not mine, I worked hard and I am nurse, I waited four years to purchase my dream car and 2 months in, the …
I am an immigrant,I never abused the system, never took what was not mine, I worked hard and I am nurse, I waited four years to purchase my dream car and 2 months in, the person who don’t use road codes or stop light hit my car! I worked hard and I am kind and respectful…. People who steal DAILY gets a slap on their wrist and gets their Canadian citizenship right away. I don’t eat or drink and place my cup on store shelves with clothes that other people are about to purchase. Canada is not safe anymore! All the jobs are going to a set of immigrants who acts like pigs! Driving in the dowtown area, u have to keep your foot on the break because there WILL be about 20 bikes that will ride in front of your car without notice . I work so hard and sometimes it’s so overwhelming, the last time this got to me…. I had to go and take a little vacation…. No I could not afford it but it’s better than getting stressed out because Canada is becoming a 3rd world country!!! There are HONEST people who work so hard and cannot afford anything , not even their rent! WE ARE FED UP, it is not the older immigrants, it is the new ones that are destroying the country and turning it into trash!
Identity Attack0.09741807
Insult0.15698463
Profanity0.060951006
Threat0.2330281
Severe Toxicity0.016383713
Low Tox 0.27525392 Constructive 0.691
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
Like a criminal 😂😂😂
Like a criminal 😂😂😂
Identity Attack0.0015827519
Insult0.20978273
Profanity0.00029983665
Threat0.00067115534
Severe Toxicity0.000006346003
Low Tox 0.27459687
Dec 28, 2025
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are …
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are from, the Police is corrupt and works with gangs.) Thus they perpetuate the cycle by not calling out the individuals and help gang-busting units. Canada then starts enabling this. By kid-gloving migrants, non-permanent residents, Visa holders. Judges arent helping either. BAIL, BAIL, BAIL $$$. And thus Crime is imported. Religious extremists call out xyz-phobia. Etc... I was told that my struggles, my hard work. My self-imprivement and all of the trials I got througb are "A priviledge" that I have it better than xyz. And I get demeaned for my skin colour, and that I was born in Canada so I (must have is good) _ right? As a french-Canadian. English Canadians shit on me. As a woman, I get judged as a Tomboy and asked if I'm a Lesbian (no. I just like video games and Cars), and get judged by my skin whenever I claw myself out of a challenge or find some stability and happiness. Colonizer, slaveowner, cracker, priviledged, cooshie, freerider, racist, kkk, nazi. White supremacist, faschist, etc... Its enough to infuriate anyone. And you'd think we got away from being racist. Of using slanderous namecalling. Its depressing.
Identity Attack0.16993292
Insult0.20668297
Profanity0.02344803
Threat0.02803385
Severe Toxicity0.008735657
Low Tox 0.27412915 Constructive 0.648
Aug 25, 2025 Why Canadians Are Turning Against …
What Canadians need to know is that the Carney Liberal Government has used the same policies on Immigration as the Unhinged Democratic Party in the 🇺🇸bad policies like open borders/illegal Immigration and the funding of …
What Canadians need to know is that the Carney Liberal Government has used the same policies on Immigration as the Unhinged Democratic Party in the 🇺🇸bad policies like open borders/illegal Immigration and the funding of Special Interest Groups all while hurting the Tax Payers and the destruction of Strong Economies with know Trade Deals with 🇺🇸🤝🇨🇦
Identity Attack0.10221587
Insult0.24561718
Profanity0.053435806
Threat0.008336896
Severe Toxicity0.007209778
Low Tox 0.27412915 Moderate Con 0.396 Policy_Critique
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.