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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: "We are changed with all …" 617 comments · Page 14 of 25
Aww Jason Bilderberg Kenney. Mr No Alberta vaccine passport oops changed my mind to yes Alberta vaccine passport. You violated Albertans rights.
Aww Jason Bilderberg Kenney. Mr No Alberta vaccine passport oops changed my mind to yes Alberta vaccine passport. You violated Albertans rights.
Identity Attack0.023595277
Insult0.06794841
Profanity0.016957775
Threat0.009100696
Severe Toxicity0.003376007
Low Tox 0.16331999 Low Con 0.287 Policy_Critique
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
8:48 bruhh reallly!?? Infamous? Demographic change ? How is it not infamous that in India we have thousands of churches , missionary schools and statues of Jesus ?? How is it not changing the demography …
8:48 bruhh reallly!?? Infamous? Demographic change ? How is it not infamous that in India we have thousands of churches , missionary schools and statues of Jesus ?? How is it not changing the demography of India ?
Identity Attack0.10221587
Insult0.03136692
Profanity0.024677763
Threat0.0068869707
Severe Toxicity0.0036621094
Low Tox 0.16043124 Low Con 0.299 Comparative_Framing
Feb 10, 2026 Inside Canada's Indian Invasion...
WHY SHOULD CANADA CHANGE FOR THEM... ? ...THEY SHOULD CHANGE TO BE A "CANADIANS " !
WHY SHOULD CANADA CHANGE FOR THEM... ? ...THEY SHOULD CHANGE TO BE A "CANADIANS " !
Identity Attack0.1294935
Insult0.03710241
Profanity0.013849284
Threat0.0074565844
Severe Toxicity0.00541687
Low Tox 0.16043124 Low Con 0.168
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
There are still companies who are only hiring LMIA even if a genuine Canadian Citizen or PR can do that job. Its completely insane I would love to see the Govt. To change the rules.
There are still companies who are only hiring LMIA even if a genuine Canadian Citizen or PR can do that job. Its completely insane I would love to see the Govt. To change the rules.
Identity Attack0.009101473
Insult0.08508729
Profanity0.02249157
Threat0.0066668927
Severe Toxicity0.0020694733
Low Tox 0.16043124 Constructive 0.674 Policy_Critique
Jan 19, 2026 3 likes 2.9 million Canadian temporary visas …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Moved out of Brampton in 07. Such a change. And I hate evening driving through now
Moved out of Brampton in 07. Such a change. And I hate evening driving through now
Identity Attack0.012943448
Insult0.04032305
Profanity0.03715288
Threat0.0075083673
Severe Toxicity0.0024795532
Low Tox 0.15987846 Constructive 0.51 Personal_Narrative
Dec 7, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Is anyone surprised? Track these people down with their name. Unless that changed and send them back to India. It’s going to be plane loads. Free meal ticket and laughter at Canada has to end. …
Is anyone surprised? Track these people down with their name. Unless that changed and send them back to India. It’s going to be plane loads. Free meal ticket and laughter at Canada has to end. My dad worked 3 jobs and worked everyday until he passed away. No free checks that I heard about growing up.
Identity Attack0.10221587
Insult0.045593183
Profanity0.015693882
Threat0.0287245
Severe Toxicity0.005760193
Low Tox 0.1587729 Constructive 0.56 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will realize how they are acting eventually and change their behavior the people from the middle east your gonna start a civil war. I am Canadian my family been here for many generations don't think for one second this place is gonna turn into the middle east Canada was the first to invade and liberate the Netherlands from the nazis don't for a second think we won't act that way on our own soil to people who disrespect us at home during covid the government got lucky that we were peaceful what happens when you corner a wild animal people are gonna find out
Identity Attack0.08004672
Insult0.0670459
Profanity0.019553876
Threat0.016810767
Severe Toxicity0.0052261353
Low Tox 0.15822013 Constructive 0.639
Aug 25, 2025 Why Canadians Are Turning Against …
Its sad cause there are lovely people from both india and china here that want to live and thrive in canada and be canadian, they dont want the country they left. But for some reason …
Its sad cause there are lovely people from both india and china here that want to live and thrive in canada and be canadian, they dont want the country they left. But for some reason liberal politicians think they need to bring in people from these places who hate us and want to change things. I feel bad for the people who came here to be here genuinely. Nobody can afford anything here now because of being overrun
Identity Attack0.12208464
Insult0.05262003
Profanity0.016547862
Threat0.007094103
Severe Toxicity0.0030708313
Low Tox 0.15711457 Constructive 0.65 Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
go to any well established foreign cultured areas and you will never see this. China town, little italy, they offer a little taste of their culture, but never stopped being Canadian. Indians on the other …
go to any well established foreign cultured areas and you will never see this. China town, little italy, they offer a little taste of their culture, but never stopped being Canadian. Indians on the other hand... are trying to change Canada into India.
Identity Attack0.19693321
Insult0.034011267
Profanity0.013951761
Threat0.007145886
Severe Toxicity0.0031661987
Low Tox 0.15711457 Moderate Con 0.449 Identity_Assertion
Jan 31, 2026 Inside Canada's Indian Metropolis (Brampton)
Everybody wants a new life... But not everybody gets one, message for Immigrants lobby the Governments from where you came from, to use the money( Billions $$$) they receive to re-build your broken Countries. That …
Everybody wants a new life... But not everybody gets one, message for Immigrants lobby the Governments from where you came from, to use the money( Billions $$$) they receive to re-build your broken Countries. That money goes into their pockets, why does you plight have to be the Wests problem... We need to look out for our own for a change.
Identity Attack0.10221587
Insult0.05262003
Profanity0.013234417
Threat0.0066215824
Severe Toxicity0.0028800964
Low Tox 0.15656179 Constructive 0.625
Nov 24, 2025 Quebec Ends Economic Immigration Program …
I've been visiting Brampton and I have noticed the change over the years, the only true Canadian Bar & Grill left is Rejeannie's on Balmoral Dr, beside that everything else is Asian.
I've been visiting Brampton and I have noticed the change over the years, the only true Canadian Bar & Grill left is Rejeannie's on Balmoral Dr, beside that everything else is Asian.
Identity Attack0.17381613
Insult0.03511308
Profanity0.014293353
Threat0.0064468146
Severe Toxicity0.0031852722
Low Tox 0.15656179 Constructive 0.701
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to be a proud Canadian and to be grateful for the opportunities that this country has afforded my family and I. I am a Canadian first, and Guyanese/Indian second. The issue I have with the city is that you have enclaves of ethnically homogenous people who refuse to assimilate - I once went into a Tim Hortons at Peter Robertson and Dixie, and was laughed at by the cashiers because I could not speak Hindi/Punjabi (despite being brown). There is nothing wrong with immigration - it makes the country stronger. HOWEVER, that only happens if the immigrants work to collectively advance the interests of the country and accept the rules/societal norms of the country they now call home. Instead, they find ways to circumvent/exploit the system - they are less interested on making society better, and more interested in individual advancement. I live in Professors Lake, which historically was one of the more affluent areas of the city. Now, there are several houses on my street that have essentially become boarding houses, divided into units of four with 10+ people living inside. I fully understand why white Canadians are feeling displaced, and it pains me that anti-immigrant sentiment has soured the way people look at me (despite being born in Canada).
Identity Attack0.13377325
Insult0.06285016
Profanity0.017436003
Threat0.007365964
Severe Toxicity0.004272461
Low Tox 0.15600902 Constructive 0.842 Personal_Narrative
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
The world is changing my friend old people from sedwell countries. Other countries that the west destroyed and robbed the reverse is now happening. These people from those countries are now coming in your country, …
The world is changing my friend old people from sedwell countries. Other countries that the west destroyed and robbed the reverse is now happening. These people from those countries are now coming in your country, it's kind of funny, you Europeans or westernized people don't like it, but it was okay when you destroy their country and 1 day country put in case you should mind your own business 2 years ago. Now you're paid for what you did.
Identity Attack0.08500996
Insult0.05262003
Profanity0.021876704
Threat0.010602405
Severe Toxicity0.0041007996
Low Tox 0.15545623 Moderate Con 0.453 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I totally agree with you. You are an immigrant and now Canadian and you I would not have a problem with staying, but these ones that are trying to change everything to their belief can …
I totally agree with you. You are an immigrant and now Canadian and you I would not have a problem with staying, but these ones that are trying to change everything to their belief can go back to their country. Couldn’t have said it better than what you’re doing
Identity Attack0.10221587
Insult0.05262003
Profanity0.0128245065
Threat0.0069516995
Severe Toxicity0.003643036
Low Tox 0.15545623 Constructive 0.673
Sep 2, 2025 Why Canadians Are Turning Against …
Going to Niagara in 2019 vs 2024, crazy the change in 5 years. Couldn't even imagine now
Going to Niagara in 2019 vs 2024, crazy the change in 5 years. Couldn't even imagine now
Identity Attack0.0069185994
Insult0.07998765
Profanity0.05017922
Threat0.007637825
Severe Toxicity0.002746582
Low Tox 0.15545623 Moderate Con 0.439 Personal_Narrative
Feb 4, 2026 Inside Canada's Indian Invasion...
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling …
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling division through race, gender, culture, religion, countries and language - things that were meant to unite us, not divide us. They were created to build common ground, foster belonging, and promote love and peace - not hate. Anything that creates an "us versus them" narrative is harmful. Humanity must rise above borders and differences. Love is the only cure for this global virus of hate. ❤️😢 Sending love to all hate zombies who are suffering this virus and hugs I hope prayers and love might change their actions. ❤️😢 Is there hope? Reply with hearts if you are cured or agree with this message love all humans unconditionally for humanity? 🙏
Identity Attack0.058401883
Insult0.076185785
Profanity0.029050145
Threat0.008362788
Severe Toxicity0.004348755
Low Tox 0.15435068 Constructive 0.602
Jan 27, 2026 Inside Canada's Indian Invasion...
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, illegal immigration = 0 🟢By end of 2026, temporary residents with expired and illegal status = 2.6 million ⏳Illegal immigration is promoting a vast underground economy and destroying Canada each day. *20,000 deportations/year is just a drop in the bucket-it needs to be 100,000+ for real change.* ✈💥
Identity Attack0.068465814
Insult0.06529768
Profanity0.01764096
Threat0.009281937
Severe Toxicity0.0035095215
Low Tox 0.15158679 Moderate Con 0.449 Policy_Critique
Feb 25, 2026 'We do know that there's …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified people by taking money from them and creating fake student permits for them. The issue with that is that these people are OK with subpar living standards and offer their services for less than minimum wage and this creates a shadow/ cash-based economy where taxes go unreported and quality of life does not improve. This is not good for anyone- not the Canadians and older immigrants who lose jobs to these people and must pay higher taxes to maintain the infrastructure needed for a larger population. Not to mention how these new immigrants are a bit uncultured and almost like the "red-necks" of India- they throw garbage around, do not learn English, never make friendships with other races/ethnicities.
Identity Attack0.054763943
Insult0.076819435
Profanity0.022559889
Threat0.0067834044
Severe Toxicity0.002861023
Low Tox 0.15158679 Constructive 0.775 Policy_Critique
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Doing the same thing over and over and expecting a different result is the definition of insanity. We have been under Liberal governance for well over 10 years, how is that working out for you? …
Doing the same thing over and over and expecting a different result is the definition of insanity. We have been under Liberal governance for well over 10 years, how is that working out for you? If you are ready for a change, remember to vote with your mind not your emotions, elections have consequences, we have been paying the price for too long.
Identity Attack0.004846719
Insult0.082619295
Profanity0.015318131
Threat0.006246155
Severe Toxicity0.0014781952
Low Tox 0.15103401 Constructive 0.653
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Grew up here, used to love this city…., crazy how much things have changed
Grew up here, used to love this city…., crazy how much things have changed
Identity Attack0.0068076057
Insult0.06337463
Profanity0.07126612
Threat0.0065050707
Severe Toxicity0.0024318695
Low Tox 0.15048122 Moderate Con 0.459
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate …
There is a clear lie in that video. Nobody is in Limbo. Mind you there is normal Federal Express entry program still happening. Meaning, that if you get selected through that program, you can immigrate to any province of your choice - including Quebec. You can also still get bonus points for Canadian education (Quebec education does count) and Canadian work experience (if it qualifies). So the only thing that happened was, that one provincial nomination program was ended, that is all that happened. The practical problem is, that provincial nomination does give so many points, that it is a guarantee of normal express entry pull as long as you just meet criteria to enter Express entry. So provincial nominations are suitable for people that might be otherwise struggling with points (older age, less language perfection, les bonus points from education or work experience). For a disclaimer, provincial programs are based on a specific province needs and just because one was opened when you planned to go and study or work in Canada, it does not mean it will be like that forever. If an agent made you such promise, then he was misleading you. Again for those people demonstrating, nothing has changed for them other than one future option was gone. They still have their student or work permit until it expires. They also can apply into Express entry program as normal. On a side note for Canadian trying to cheer about this, be aware, such change can also mean that economy projection for next few years is not the best. so take it a warning sign. Or if we are lucky, it was found that this program was not bringing intended type of skilled worker or was heavily abused.
Identity Attack0.011691323
Insult0.07333439
Profanity0.021056883
Threat0.0068028234
Severe Toxicity0.0028800964
Low Tox 0.14950264 Constructive 0.707
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Blame Eastern Canada. We had our chance for real change. lt's only getting worse
Blame Eastern Canada. We had our chance for real change. lt's only getting worse
Identity Attack0.061130337
Insult0.06250052
Profanity0.014293353
Threat0.009023022
Severe Toxicity0.0028419495
Low Tox 0.14950264 Moderate Con 0.376
Jun 25, 2025 1 likes How Canada broke its immigration …
Glad to see the world is changing with changing trends, May Canada become Indo-Islamic country as soon as possible
Glad to see the world is changing with changing trends, May Canada become Indo-Islamic country as soon as possible
Identity Attack0.15303208
Insult0.028942931
Profanity0.01535229
Threat0.007598988
Severe Toxicity0.0044441223
Low Tox 0.14950264 Moderate Con 0.365
Oct 5, 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.