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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: "It's sad to see Canada …" 29 comments · Page 1 of 2
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, …
Thats fucking sad to see, I'm french, when I was a kid and used to picture Canada, I used to think about white guy speaking french with a weird quebec accent, great and spotless cities, Top 1 HDI, the good version of America. Sad to see how it turned out, same shit for Australia, glad we don't have this in france yet
Identity Attack0.46028158
Insult0.4339631
Profanity0.78491896
Threat0.011430934
Severe Toxicity0.24482845
Moderate 0.68408644 Constructive 0.624 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Its sad seeing the state of Canada- dirty, uncivilized, negative, cringeworthy, classless.
Its sad seeing the state of Canada- dirty, uncivilized, negative, cringeworthy, classless.
Identity Attack0.44690517
Insult0.6308392
Profanity0.07708528
Threat0.008077981
Severe Toxicity0.023645958
Moderate 0.6027529 Low Con 0.243 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Scammers and thieves they take all our jobs health care and food from food banks then trash everything throw garbage and deficate and urinate or everything they never shower cant even get close to one …
Scammers and thieves they take all our jobs health care and food from food banks then trash everything throw garbage and deficate and urinate or everything they never shower cant even get close to one they smell so bad I'm so sad to see how bad canada has gotten in the past few years and it's one type of people too 😢
Identity Attack0.10815793
Insult0.5739874
Profanity0.10363861
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.504 Insult
Sep 30, 2025 6 likes IRCC Names India in Study …
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising …
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising taxes and then paying immigrants to live here. Seriously? 2) You taught your daughters to distrust men and look at babies as a burden that would hold them back. Most of your daughters consider babies to be parasites. They celebrate ending them. In Canada, even CATHOLICS support abortion!
Identity Attack0.44690517
Insult0.48313886
Profanity0.09001675
Threat0.013269233
Severe Toxicity0.021419114
Moderate 0.46982017 Constructive 0.523 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is a joke - and over 50% are so brainwashed they support what is going on. It's a sad state of affairs in Canada right now. Glad this is going to have global views …
Canada is a joke - and over 50% are so brainwashed they support what is going on. It's a sad state of affairs in Canada right now. Glad this is going to have global views - This is a CANADA WIDE issue not just specific to Brampton. Calgary's NE - Brampton - Surrey Etc. If we are going to have such massive immigration I'd like to know why we can't bring in Filipinos, Japanese, and Koreans - They respect culture and work hard! Side note - why does our government support foreigners over supporting our own domestic couples to have children? - Modern day slave labour is the system Canada is running on right now. But you won't see liberals talking about that :)
Identity Attack0.3072352
Insult0.36365277
Profanity0.058946952
Threat0.009074804
Severe Toxicity0.012833111
Moderate 0.36867723 Constructive 0.63 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Wow. I lived in Canada for two years (16 years ago) and loved it. So sad to see the invasion. The politicians there are worse than the ones we have here in the states.
Wow. I lived in Canada for two years (16 years ago) and loved it. So sad to see the invasion. The politicians there are worse than the ones we have here in the states.
Identity Attack0.09741807
Insult0.24928534
Profanity0.018734055
Threat0.007624879
Severe Toxicity0.0045776367
Low Tox 0.28087774 Constructive 0.53 Fear_Threat
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
WEF Globalist Indoctrinated Liberal Politicians opening the passive fascist leftism flood gates in the form of so called inclusion Policies and in turn fraudulently changing the process of immigration to cater to cheap labor , …
WEF Globalist Indoctrinated Liberal Politicians opening the passive fascist leftism flood gates in the form of so called inclusion Policies and in turn fraudulently changing the process of immigration to cater to cheap labor , economic exploitation, and foremost to expand the votes for the Liberal and NDP Parties with out first making sure there is infrastructure to support such expansion whether it be housing , health care , or employment .but no instead Canadians are being overtaxed and displaced to cater to all these unfettered political migrants who have not earned the right to come to Canada . they are all being used to disrupt our countries culture and values ??? add to it all the new lax criminal laws , and harm reduction enabling hard drug profiteering and the very no consented public LGBT alphabet queer theory being shoved down everyone's throats trough distorted and immoral laws an policy changes perpetrated by a corrupt self serving group of liberal politicians and the result is what is now unfolding not just in Canada but everywhere the WEF an WHO have pushed their globalist political agendas !. it is all very sad seeing the world i grew up in being slowly destroyed by those evil greedy people that are stealing any decent future or quality of life away from the next generations of Canadians .🙁
Identity Attack0.10221587
Insult0.24630153
Profanity0.03715288
Threat0.008427517
Severe Toxicity0.0077438354
Low Tox 0.27412915 Moderate Con 0.48
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Sad seeing the downfall of America and Canada too. Just look at the countries where all these immigrants come from to see what the end result will be, smh.🤦🏼‍♂️
Sad seeing the downfall of America and Canada too. Just look at the countries where all these immigrants come from to see what the end result will be, smh.🤦🏼‍♂️
Identity Attack0.2772088
Insult0.082372494
Profanity0.024951037
Threat0.008712323
Severe Toxicity0.00667572
Low Tox 0.2540519 Low Con 0.248 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is a prime example of a failed immigration policy, no integration, complete enclave mentality. They are doing it all across Canada - my family is from Caledon just outside of Brampton and it has …
Brampton is a prime example of a failed immigration policy, no integration, complete enclave mentality. They are doing it all across Canada - my family is from Caledon just outside of Brampton and it has been incredibly sad to see how it has changed negatively over the years.
Identity Attack0.099899694
Insult0.0836065
Profanity0.011936366
Threat0.0062137907
Severe Toxicity0.0031661987
Low Tox 0.17891699 Constructive 0.68 Policy_Critique
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
sad to see canada going down the drain thank you liberals
sad to see canada going down the drain thank you liberals
Identity Attack0.08831879
Insult0.07555214
Profanity0.015181494
Threat0.008052089
Severe Toxicity0.003566742
Low Tox 0.17025198 Low Con 0.274 Policy_Critique
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You are right brother! Me too , it makes me feel sad when I see the speed with witch this country's shining color is fading away in this 10 years I have been in it! …
You are right brother! Me too , it makes me feel sad when I see the speed with witch this country's shining color is fading away in this 10 years I have been in it! I love Canada more than any other place since l was accepted here being stateless , My little family has no other culture , we embraced a canadian one and we are confident to have well chosen!
Identity Attack0.058856625
Insult0.083359696
Profanity0.025087673
Threat0.006433869
Severe Toxicity0.0033569336
Low Tox 0.1641865 Constructive 0.779 Personal_Narrative
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and …
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and recent immigrants for being free loaders, while not realizing the young are paying for your benefits. You worked a minimum wages job and bought landed properties with lunch money, while being the core reason for the housing crises because you "don't want condos or apartments to be build in our single household areas". Hypocrites!!
Identity Attack0.10221587
Insult0.07365121
Profanity0.020646973
Threat0.0072235605
Severe Toxicity0.0044059753
Low Tox 0.15987846 Constructive 0.643 Personal_Narrative
Jan 20, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be putting thought into having children and starting families. But the reality is they can't afford it and everyone knows that our young Canadians don't make the list of government handouts. As a child immigrant to Canada, I am absolutely disgusted with what we've turned into and how easy it is for today's immigrants to come here, it's like spitting in the faces of immigrants like my parents and many others who had to work their asses off to be here and make a life for themselves and their kids. Every older generation immigrant I have spoken with says they feel like all of their sacrifice was for nothing. When we immigrated here, we kept our traditions, but we also embraced Canadian traditions and I passed our traditions onto my child, but she was raised Canadian and she embraces both. Our whole family has been proudly Canadian since the day we came here and it breaks our hearts to see what our Canada has become. Love that you put this out on YouTube so more people can wake up to the realities of the state of Canada. Great work!! 🙌
Identity Attack0.042550452
Insult0.05086332
Profanity0.025770858
Threat0.01119791
Severe Toxicity0.0037765503
Low Tox 0.11419344 Constructive 0.837 Personal_Narrative
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is …
I'd buy that guy on the bike a case of beer. It's so sad seeing guys like him who are so aware, who are obviously capable, having to live such poor lives. But this is Canada, where two people making the average income will never own a home and spend more than half their income on basics. That guy probably makes 50k a year. But is riding a bicycle in winter.
Identity Attack0.014953227
Insult0.060927123
Profanity0.012380436
Threat0.006874025
Severe Toxicity0.0021076202
Low Tox 0.10783285 Constructive 0.666 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
Identity Attack0.09410924
Insult0.025284592
Profanity0.014703264
Threat0.0077025536
Severe Toxicity0.0028800964
Low Tox 0.10783285 Constructive 0.503 Identity_Assertion
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not …
I feel very sad because, in the end, all immigrants end up paying the price for the bad attitudes of a few. I speak especially from the perspective of Latin American immigrants: we are not the majority in Canada, but we come with the intention of adapting, of including ourselves in the local culture, and of contributing the best we can. Our culture is not so distant — we share religion, family values, and lifestyle — and we arrive with the willingness to integrate, not to impose. Even so, for us the path is extremely difficult: getting permanent residency and, eventually, citizenship is a long, expensive, and complicated process. And we do it, we comply with the rules, we respect, we pay everything. What hurts is seeing that some other groups arrive with a different attitude: instead of integrating, they want to impose their culture, their religion, even their body odors, and if you make a face or express discomfort, they immediately take it as “discrimination.” It is not fair that, for example, my child should stop bringing meat in his lunch just because another child bullies him saying he is “a filthy sinner.” Inclusion should be mutual, an effort on both sides, not a one-sided demand.
Identity Attack0.07425626
Insult0.031917825
Profanity0.015659723
Threat0.007145886
Severe Toxicity0.002155304
Low Tox 0.10696511 Constructive 0.79
Aug 28, 2025 8 likes Why Canadians Are Turning Against …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
Tyler you are BASED!! Thanks for this video. So sad seeing what Canada has become.
Tyler you are BASED!! Thanks for this video. So sad seeing what Canada has become.
Identity Attack0.04023018
Insult0.026702631
Profanity0.011219022
Threat0.0070552654
Severe Toxicity0.002117157
Low Tox 0.08083374 Constructive 0.517
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
It's incredibly sad to see what has happened to Canada.... the legacy of the Trudeau government.
It's incredibly sad to see what has happened to Canada.... the legacy of the Trudeau government.
Identity Attack0.008213525
Insult0.026831545
Profanity0.009750174
Threat0.006317357
Severe Toxicity0.0012779236
Low Tox 0.056016337 Moderate Con 0.402 Policy_Critique
Sep 19, 2025 131 likes 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.