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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: "why would you do this …" 1,058 comments · Page 18 of 43
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...
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 …
A student. He is not honest. Canada should deport them. They would not like other people taking over their country. They need better leaders
A student. He is not honest. Canada should deport them. They would not like other people taking over their country. They need better leaders
Identity Attack0.07921951
Insult0.18852992
Profanity0.018324144
Threat0.042662576
Severe Toxicity0.0065612793
Low Tox 0.27412915 Low Con 0.251 Call_To_Action
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
If our government would have screen immigrants mybe we wpuld be treated better😢
If our government would have screen immigrants mybe we wpuld be treated better😢
Identity Attack0.07559885
Insult0.0334822
Profanity0.002052616
Threat0.025398882
Severe Toxicity0.000032050873
Low Tox 0.2732999
Dec 11, 2025
Literally a silenced .22 would solve this problem is 6 weeks
Literally a silenced .22 would solve this problem is 6 weeks
Identity Attack0.01274247
Insult0.023221988
Profanity0.05393682
Threat0.34804323
Severe Toxicity0.023076924
Low Tox 0.27236435 Low Con 0.199 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
If 10milion Indians moved into each country on this planet, there would be still over a billion of them back in Indian. If they're so hard working and so great, why did they not stay …
If 10milion Indians moved into each country on this planet, there would be still over a billion of them back in Indian. If they're so hard working and so great, why did they not stay home to fix up their own country?
Identity Attack0.32184324
Insult0.083112895
Profanity0.024131214
Threat0.009204263
Severe Toxicity0.010681152
Low Tox 0.27236435 Moderate Con 0.316 Identity_Assertion
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Lmao this affects nobody , because nobody is going to America 😂 America is cancer , why would Canadians even want to waste time or money there?
Lmao this affects nobody , because nobody is going to America 😂 America is cancer , why would Canadians even want to waste time or money there?
Identity Attack0.111813255
Insult0.102958284
Profanity0.0003903476
Threat0.0015127294
Severe Toxicity0.000013157225
Low Tox 0.27063668 Humor_Satire
Dec 8, 2025 1 likes
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and …
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and the cheating is so rampant that most teachers turn a blind eye! They’re passing students who should not be passing. And if you think Canadians are racist you should have been at Conestoga College as your eyes would have been opened!
Identity Attack0.2331515
Insult0.16883044
Profanity0.017845914
Threat0.0076507707
Severe Toxicity0.0059127808
Low Tox 0.26859093 Moderate Con 0.427
Sep 28, 2025 1,319 likes IRCC Names India in Study …
Why are we counting how many white people work in Tim hortons… we would be complaining if they weren’t working.
Why are we counting how many white people work in Tim hortons… we would be complaining if they weren’t working.
Identity Attack0.2854555
Insult0.06599696
Profanity0.028640235
Threat0.008789998
Severe Toxicity0.006942749
Low Tox 0.26859093 Low Con 0.296 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I remember going to Disneyland as a kid, in the 90s many times, and seeing like 3/4 Asian people. Now it's not like that anymore. I used to laugh when i would hear them speak …
I remember going to Disneyland as a kid, in the 90s many times, and seeing like 3/4 Asian people. Now it's not like that anymore. I used to laugh when i would hear them speak in the lines lol
Identity Attack0.3043136
Insult0.07840354
Profanity0.092279755
Threat0.0097738765
Severe Toxicity0.011520386
Low Tox 0.2667042 Constructive 0.589
Jan 27, 2026 Inside Canada's Indian Invasion...
The reality is that Canada’s demographic changes are largely driven by high levels of immigration from India and Arab and Muslimmajority countries. It is important to stop the narrative of hatred toward Black people, especially …
The reality is that Canada’s demographic changes are largely driven by high levels of immigration from India and Arab and Muslimmajority countries. It is important to stop the narrative of hatred toward Black people, especially the labeling of them as “low IQ.” Many immigrants from Africa are hardworking and striving to assimilate, yet they continue to face unfair stereotypes. In fact, many Black immigrants are professors, post-doctoral researchers, doctors, engineers, and other professionals. Those who do not hold advanced degrees are still performing essential labor that sustains the economy. Ignoring these contributions suggests that the concern is not genuinely about protecting Canada from immigration or cultural change, but rather reflects a deeper, selective hostility toward Black people. Honest reflection and research would make this clear.
Identity Attack0.36702603
Insult0.09563028
Profanity0.023584666
Threat0.0077025536
Severe Toxicity0.006790161
Low Tox 0.2667042 Constructive 0.682 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
If immigration is judged by contribution, Indian immigrants are objectively a net positive, unlike other groups such as Somalians, Afghans etc. Indians, they work, pay taxes, and are overrepresented in high skill fields like engineering, …
If immigration is judged by contribution, Indian immigrants are objectively a net positive, unlike other groups such as Somalians, Afghans etc. Indians, they work, pay taxes, and are overrepresented in high skill fields like engineering, medicine, and tech. Silicon Valley runs on Indian talent, founders, CEOs, and engineers. Remove Indian immigrants and the U.S. tech sector would take a massive hit. That’s not opinion, that’s reality.
Identity Attack0.36702603
Insult0.0654725
Profanity0.018529098
Threat0.05688698
Severe Toxicity0.013478675
Low Tox 0.2667042 Constructive 0.525 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Your supposed human trafficker is not Punjabi… and what human trafficker would let you to go to Pizza Pizza alone mate??
Your supposed human trafficker is not Punjabi… and what human trafficker would let you to go to Pizza Pizza alone mate??
Identity Attack0.14875233
Insult0.15840563
Profanity0.03990845
Threat0.010472948
Severe Toxicity0.009651184
Low Tox 0.2667042 Moderate Con 0.318 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
If india was great and people were continuously coming tk my country and taking over even exploiting our resources meant for our people i would be unhappy too.
If india was great and people were continuously coming tk my country and taking over even exploiting our resources meant for our people i would be unhappy too.
Identity Attack0.28034934
Insult0.10587067
Profanity0.08096472
Threat0.02371728
Severe Toxicity0.014769804
Low Tox 0.26293078 Constructive 0.538 Identity_Assertion
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
Why would a Muslim man get a tattoo if it forbidden
Why would a Muslim man get a tattoo if it forbidden
Identity Attack0.29188538
Insult0.055547886
Profanity0.07934829
Threat0.011922873
Severe Toxicity0.010528564
Low Tox 0.26293078 Low Con 0.234
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank-you so much for this video. I am a 54 year old, white Canadian woman. I have lived in Ontario my entire life, but I don't recognize it anymore, and, if I had the money, …
Thank-you so much for this video. I am a 54 year old, white Canadian woman. I have lived in Ontario my entire life, but I don't recognize it anymore, and, if I had the money, I would leave. We are being taken over by immigrants, and we aren't allowed to say anything about it, or we are called racists. It's so unfair! How is it OK, that we are forced to remain silent as we watch our country be taken over? Our housing, our jobs, our culture; it's all being handed over to immigrants, mainly from East India and Arab countries. Even my kid's school population has become 95% East Indians and Arabs. The remaining 5% are a mix of whites, blacks, and a couple of kids from the Philippines. There is no diversity. It's just so unfair!
Identity Attack0.28034934
Insult0.12159709
Profanity0.036401358
Threat0.00951496
Severe Toxicity0.008888245
Low Tox 0.26293078 Constructive 0.754
Aug 28, 2025 7 likes Why Canadians Are Turning Against …
When the guy with no shirt on said they dont cover their windows and walk naked 😂. Then said they all look same ! Thats Racism at its best. Would love to know contribution his …
When the guy with no shirt on said they dont cover their windows and walk naked 😂. Then said they all look same ! Thats Racism at its best. Would love to know contribution his kids are making in economy. Guess what
Identity Attack0.10221587
Insult0.1469393
Profanity0.035399333
Threat0.009903334
Severe Toxicity0.008544922
Low Tox 0.26293078 Moderate Con 0.431
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian living in India. I think NRIs should be more accommodating to Canadians as someday if they are thrown out like TRUMP is doing it would be terrible.
Indian living in India. I think NRIs should be more accommodating to Canadians as someday if they are thrown out like TRUMP is doing it would be terrible.
Identity Attack0.27340925
Insult0.09416737
Profanity0.021125201
Threat0.017328756
Severe Toxicity0.007286072
Low Tox 0.26293078 Constructive 0.651
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per day to be housed in hotel room and food etc?! This is wrong as how come ppl like myself awaiting to have my knee replacement surgery I am only getting $1208 per month on disability EIA? I am sorry but I was.born and raised a true Canadian citizen from Wpg Mb Canada, I have never relocated and came back to Canada I have always remained here right from first day I was born! I lived threw our most brutal winters we have ever had and yes I lived it and still and were is my $30000 or should I say $53000, $1000 for each year born and raised here in Canada is what it should be!? These immigrants come here need to learn English language fluently both speak and listen in it as well, they should not become a Canadian citizen legally until they have resided in Canada for a substantial amount of time! A Canadian citizenship status should be earned big time no matter where you came flat out before getting any benefits of any kind and be able to buy and sell homes here too!? I find cab drivers muslems mostly very ignorant and rude talking in their language while on the job behind the wheel must add yes ppl driving you to your destination and not to mention do these.ppl stop to think maybe your clients passengers get annoyed listening to that on their ride to where ever,???? NO NO NO!! YOUR WIFE, MOTHER, FATHER OR CHILDREN WHOMEVER SHOULD NOT BE BOTHERING YOU WHILE YOU ARE ON THE JOB WORKING?! When I go to work as a nurse do you see me talking to my spouse or family members while I am helping my clients eat or bath and get dress, NO WAY YOU WOULD BE FIRED!!? Us Canadian citizens need to stand together and our tax paying money we should have a say in where it should be going not to ppl who are not from our country!?
Identity Attack0.21668483
Insult0.16846494
Profanity0.025360947
Threat0.007883795
Severe Toxicity0.008163452
Low Tox 0.26293078 Constructive 0.8
Aug 29, 2025 Why Canadians Are Turning Against …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? "Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.29188538
Insult0.071750276
Profanity0.043916557
Threat0.008453408
Severe Toxicity0.008010864
Low Tox 0.26104406 Constructive 0.633 Question
Feb 15, 2026 Inside Canada's Indian Metropolis (Brampton)
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Identity Attack0.2831485
Insult0.081508696
Profanity0.043415543
Threat0.009566744
Severe Toxicity0.012962224
Low Tox 0.26104406 Moderate Con 0.304 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect …
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect for our country. Don’t follow the rules, aren’t compliant , protesting that Canadians don’t respect them and that they should stay there even if the visa is up, demanding money, buying all businesses and blatantly not hiring Canadians because they aren’t of a certain race. It’s extremely disrespectful and we need to start sticking up for the people of this country and have tighter rules and regulations to get in. Disappointed in our country…we’ve failed. What happened to the old school immigrants that would come in work hard build wealth and have pride in moving to Canada. It’s really the younger generation of immigrants that are entitled and stupid. And this is coming from a young person. Some of the immigrants (if you know you know) aren’t even that good at their job, they careless do it half ass and expect tips and that certain details will go unnoticed because they didn’t earn the job they just showed up and were handed the job.
Identity Attack0.23618884
Insult0.16883044
Profanity0.03389629
Threat0.008815889
Severe Toxicity0.008087158
Low Tox 0.25915736 Constructive 0.692
Oct 4, 2025 IRCC Names India in Study …
3:30 explained it extremely well. Theres alot of dead towns in the u.s i believe in legal immigration if those immigrants were directed to those towns i think that would be a good thing. Lets …
3:30 explained it extremely well. Theres alot of dead towns in the u.s i believe in legal immigration if those immigrants were directed to those towns i think that would be a good thing. Lets face it Brampton, ontario would probably be a dead town if not for those immigrants.
Identity Attack0.25478655
Insult0.083359696
Profanity0.02071529
Threat0.061412923
Severe Toxicity0.007972717
Low Tox 0.25915736 Constructive 0.765 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.