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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: "I am ashamed to be …" 40 comments · Page 1 of 2
canada is a real shit hole im ashamed to be canadian...
canada is a real shit hole im ashamed to be canadian...
Identity Attack0.6649212
Insult0.6675394
Profanity0.7888968
Threat0.013372798
Severe Toxicity0.44713756
Toxic 0.9029226 Moderate Con 0.304 Identity Attack Insult
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians aren't having kids because we're responsible and know we CANNOT AFFORD to have children, so i guess instead of doing something about the cost of living in this country, the government has just decided …
Canadians aren't having kids because we're responsible and know we CANNOT AFFORD to have children, so i guess instead of doing something about the cost of living in this country, the government has just decided to REPLACE us with IMMIGRANTS!! Its fucking disgusting, Liberals, you all should be ashamed of yourselves! 🤬🖕
Identity Attack0.48949075
Insult0.65129566
Profanity0.6001929
Threat0.013113883
Severe Toxicity0.349738
Toxic 0.7701451 Moderate Con 0.382 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
No housing for Canadian seniors liberal are as bad as conservatives. I am gladly leaving Canada. I’m ashamed of Canada. Your a liar
No housing for Canadian seniors liberal are as bad as conservatives. I am gladly leaving Canada. I’m ashamed of Canada. Your a liar
Identity Attack0.36702603
Insult0.71120167
Profanity0.0913099
Threat0.008738215
Severe Toxicity0.023076924
Moderate 0.6667219 Moderate Con 0.342 Insult
Dec 30, 2017 1 likes How much do refugees and …
I can’t believe how racist this is, should be ashamed. Everyone’s been divided and fighting and this is exactly what’s wrong with our societies. These damn immigrants coming in and destroying western civilization and we’re …
I can’t believe how racist this is, should be ashamed. Everyone’s been divided and fighting and this is exactly what’s wrong with our societies. These damn immigrants coming in and destroying western civilization and we’re just letting it happen. Replacing the majority white populations with low iq individuals.
Identity Attack0.57150364
Insult0.5678696
Profanity0.5188411
Threat0.07629784
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.419 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing in Wendy’s while ordering and waiting for his food. When a white lady and her 8-10 year old son he noticed kept getting really close to him. He said excuse me in trying to keep distsnce as I have a cold and the lady turned to him told him to fuck off and go back to India ☝️ he’s Bahamian 🇧🇸 ☝️ and here is the kicker her SON is also mixed but is darker skinned than my friend and he said in that moment he saw her sons reaction was embarassed and that of being ashamed. We don’t know this woman’s life story but this is a partial snapshot of how frustrated and tired ppl are on top of toxicity ignorance and hatefulness.
Identity Attack0.5135796
Insult0.4339631
Profanity0.57236236
Threat0.100830056
Severe Toxicity0.34981552
Moderate 0.5885171 Constructive 0.74 Identity Attack Personal_Narrative
Aug 28, 2025 4 likes Why Canadians Are Turning Against …
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 …
These rednecks had generations to make something of themselves. That one poor looking white guy in the beginning should be ashamed of his ancestors for not making his life easier. My dad came in 1974 from India and worked his ass off. Drive a truck, taxi, and worked construction. Now I’m a CPA and my brother is a bloody doctor. No joke. In 1 generation. That’s how it’s done. It’s their own fault. They couldn’t make something of it, so we will. If you don’t like it, then just do what you tell us to do: get out.
Identity Attack0.50515765
Insult0.5497792
Profanity0.44431314
Threat0.0475118
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.598 Identity Attack Insult Personal_Narrative
Feb 1, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
Please keep your racist, classist, simplistic, propaganda in the US. You should be ashamed of this channel and the hate you spread. We don't want your authoritarian xenophobia spreading up into Canada!
Please keep your racist, classist, simplistic, propaganda in the US. You should be ashamed of this channel and the hate you spread. We don't want your authoritarian xenophobia spreading up into Canada!
Identity Attack0.36942887
Insult0.5130944
Profanity0.048425674
Threat0.010628296
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.303 Insult Moral_Argument
Feb 27, 2026 6 likes Inside Canada's Indian Invasion...
White inavders never ashamed of looting india😂people who dont even knew their gender criticizing india 😂
White inavders never ashamed of looting india😂people who dont even knew their gender criticizing india 😂
Identity Attack0.5135796
Insult0.44802538
Profanity0.2813443
Threat0.13178273
Severe Toxicity0.16960317
Moderate 0.4850187 Low Con 0.195 Identity Attack Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Yes these immigrants are very rude. They have no personality. I was in Walmart and the cashier of course an imaginant and she's so sour, and as my items are piling up .she said you …
Yes these immigrants are very rude. They have no personality. I was in Walmart and the cashier of course an imaginant and she's so sour, and as my items are piling up .she said you have to pack these items away before I continue. In the meantime I'm getting my bags out and trying my best to hurry because the line is very long she's just standing there looking around instead of offering to help me pack up my groceries no ..... SHE doesn't do that. She's standing there. I found it very rude, disrespectful, disgusting and no help for another human being.. they have no compassion for our Canadian people. It's disgusting I'm truly thinking of boycotting Walmart. They need to be back in there own country. Not to come here and behave this way. Canada is Done. Our government should be ashamed of themselves. To treat their own people like garage. But they will pay for their EVILNESS
Identity Attack0.50588524
Insult0.48627716
Profanity0.21564959
Threat0.014738814
Severe Toxicity0.023692908
Moderate 0.48141238 Constructive 0.643 Identity Attack Personal_Narrative
Aug 30, 2025 Why Canadians Are Turning Against …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
I'M AN ASIAN IMMIGRANT WHO IS TOTALLY EMBARRASSED AND ASHAMED OF THESE NEW MASSIVE ASIAN IMMIGRANTS THAT BRING SHAME AND EMBARRASSMENT TO THIS WONDERFUL AND GIVING COUNTRY, AND TO HARD-WORKING, LAW-ABIDING IMMIGRANTS OF YESTER-YEARS. CANADA …
I'M AN ASIAN IMMIGRANT WHO IS TOTALLY EMBARRASSED AND ASHAMED OF THESE NEW MASSIVE ASIAN IMMIGRANTS THAT BRING SHAME AND EMBARRASSMENT TO THIS WONDERFUL AND GIVING COUNTRY, AND TO HARD-WORKING, LAW-ABIDING IMMIGRANTS OF YESTER-YEARS. CANADA OUGHT TO REASSESS ITS PROTOCOLS & STANDARDS REQUIREMENTS SURROUNDING IMMIGRATION. I WOULD START BARRING ANYONE WITH CRIMINAL RECORDS - NO EXCEPTIONS, WHILE DEPORTING THOSE WHO COMMITTED CRIME IN THIS COUNTRY ! I PERSONALLY APOLOGIZE TO ALL CANADIAN CITIZENS AT LARGE FOR THESE UNDESIRABLE IMMIGRANTS.
Identity Attack0.46028158
Insult0.37960073
Profanity0.06646215
Threat0.025616571
Severe Toxicity0.023076924
Moderate 0.41910073 Constructive 0.515 Personal_Narrative
Aug 26, 2025 Why Canadians Are Turning Against …
Liberals make me ashamed to be canadian.
Liberals make me ashamed to be canadian.
Identity Attack0.41975367
Insult0.36798462
Profanity0.04216301
Threat0.008440462
Severe Toxicity0.012054443
Moderate 0.40614098 Moderate Con 0.302
Jan 9, 2026 New rules, regulations take effect …
This is horrific! As an immigrant from India who has worked his b*tt off to make a better life for himself, this makes me feel so ashamed... I feel alienated because any time I try …
This is horrific! As an immigrant from India who has worked his b*tt off to make a better life for himself, this makes me feel so ashamed... I feel alienated because any time I try to say something of value, i get disowned by my own community. I wish everyone was as grateful for the opportunity this country has provided us as I am. And honestly, I have no empathy for anyone trying to cheat the system, no matter where they are from!
Identity Attack0.17769934
Insult0.30797598
Profanity0.4113413
Threat0.011068452
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.691 Personal_Narrative
Nov 13, 2025 IRCC Names India in Study …
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't …
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't pay taxes is also Wild. And to claim that they don't have jobs is also wild. Also the white lady who bold face declared the Brampton used to be majority White, and is now upset that it's not is very telling lol. In her own words it used to be Multicultural but it's now bicultural. The gag is when it was majority white it wasn't bicultural because to her white people are always the norm lol. I'd like more evidence into how the Indian population has not assimilated. Wearing their own cultural clothes and worshiping where they choose to does not mean you have in a simulated LOL. Giving the mic to folks to spew unchecked nonsense is wild and you should all be utterly ashamed of yourselves. Did you feature any gudwara? Those are Sikh temples that provide lunger AKA free meals to people of any background. I've gone to Vancouver and seen it filled with tons of white and black who but looking for a meal and they were not turned away.
Identity Attack0.34000012
Insult0.40243408
Profanity0.12096943
Threat0.011379151
Severe Toxicity0.020257099
Moderate 0.4013387 Constructive 0.678
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
0 white people in almost every tim hortons, our government has made me hate my own country. Foreigners are above Canadians in the governments eyes. But I guarantee you I'd be called racist for even …
0 white people in almost every tim hortons, our government has made me hate my own country. Foreigners are above Canadians in the governments eyes. But I guarantee you I'd be called racist for even saying this. It's so sad, I'm okay with equality but it's quite obvious that we are being neglected. The amount of people that joke saying it's the new India is unbelievable, I'm ashamed of our country
Identity Attack0.44690517
Insult0.25800487
Profanity0.077731855
Threat0.010472948
Severe Toxicity0.017674843
Moderate 0.3969567 Constructive 0.656 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is a racist video, any immigrant working towards creating a better place for themselves is not a problem, they could have just went on welfare and you would be complaining about that. Stop looking …
This is a racist video, any immigrant working towards creating a better place for themselves is not a problem, they could have just went on welfare and you would be complaining about that. Stop looking at others and being player haters, those complaining are people who had a few hundred years head start and renting from these people now and are ashamed of themselves.
Identity Attack0.2869935
Insult0.26957804
Profanity0.082581155
Threat0.009359611
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.442 Moral_Argument
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they …
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they know, they think this way they will have a better life in Canada, but in reality they are fucking the economy and not thinking about its consequences in the long term. I assume most of them will wait no minute to go back to their home country once the economy in Canada crumbles. I feel really bad about this kind of behaviours and I feel ashamed.
Identity Attack0.2803029
Insult0.26395
Profanity0.38203895
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.3722269 Constructive 0.696 Personal_Narrative
Sep 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
They kept us quiet by threatening us with the label of "racist" but now white people are fed up and now I don't care if you call me a racist because to me that only …
They kept us quiet by threatening us with the label of "racist" but now white people are fed up and now I don't care if you call me a racist because to me that only means that I am standing up for MY RACE and MY RACE made this country and MY RACE developed this country and MY RACE made the values that once made this country great and now I am ashamed of what the politicians have done to my once great country. The reason the birth rate dropped to nothing is because people can't afford children anymore, the cost of living is way to high to afford children.
Identity Attack0.38176915
Insult0.24928534
Profanity0.0961592
Threat0.013528148
Severe Toxicity0.017029278
Moderate 0.3625127 Constructive 0.524 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
as an indian, i feel ashamed to be linked to these kind of ppl. absolutely no respect for the people that lived there before
as an indian, i feel ashamed to be linked to these kind of ppl. absolutely no respect for the people that lived there before
Identity Attack0.37361985
Insult0.22303216
Profanity0.11477985
Threat0.011456826
Severe Toxicity0.017222947
Moderate 0.36095104 Moderate Con 0.412 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a indian I am ashamed to be born in hindu family. Thanks to Jesus Christ I came out of Hinduism and found the true living God Jesus Christ ✝️. I have a dream to …
As a indian I am ashamed to be born in hindu family. Thanks to Jesus Christ I came out of Hinduism and found the true living God Jesus Christ ✝️. I have a dream to visit christian holy places in Europe
Identity Attack0.3908055
Insult0.14150882
Profanity0.092279755
Threat0.011482717
Severe Toxicity0.023076924
Moderate 0.34328604 Constructive 0.542 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
We're too nice and too woke so we're being pushed out and walked all over. I'm ashamed to be Canadian lately and it's sad. I've lived in Brampton since 1985 and seeing how much crime …
We're too nice and too woke so we're being pushed out and walked all over. I'm ashamed to be Canadian lately and it's sad. I've lived in Brampton since 1985 and seeing how much crime there is now and how I'm the minority now as a white single male is crazy. Brampton has changed so much it's so sad. 😢
Identity Attack0.36702603
Insult0.2659317
Profanity0.057443913
Threat0.008686432
Severe Toxicity0.010299683
Moderate 0.3389984 Constructive 0.671
Sep 1, 2025 40 likes Why Canadians Are Turning Against …
Jst tell your family members overseas to change their names to SINGH and BHUPINDER and you can come to canada im so ashamed to be a Canadian,in the 90’s and early 2000’s how hard it …
Jst tell your family members overseas to change their names to SINGH and BHUPINDER and you can come to canada im so ashamed to be a Canadian,in the 90’s and early 2000’s how hard it was to come into this lovely country but now Indians with all these fake abandoned mall colleges and truck driving schools bring everyone from Mumbai and Punjabi province
Identity Attack0.3817989
Insult0.2679134
Profanity0.02973333
Threat0.008686432
Severe Toxicity0.015802706
Moderate 0.3389984 Moderate Con 0.448
Sep 30, 2025 1 likes IRCC Names India in Study …
Drop in a bucket!!! Liberals should feel ashamed for the state they have put Canadians in over the last 10+ years!
Drop in a bucket!!! Liberals should feel ashamed for the state they have put Canadians in over the last 10+ years!
Identity Attack0.10221587
Insult0.22770336
Profanity0.03239325
Threat0.1401159
Severe Toxicity0.014898917
Moderate 0.3317266 Low Con 0.271 Policy_Critique
Dec 27, 2025 1 likes Deportations From Canada at Their …
Thanks to the Canadian Government. They should be ashamed of themselves.
Thanks to the Canadian Government. They should be ashamed of themselves.
Identity Attack0.23467018
Insult0.24928534
Profanity0.021056883
Threat0.010291707
Severe Toxicity0.007019043
Moderate 0.31547862 Low Con 0.228 Policy_Critique
Dec 14, 2025 1 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.