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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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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 7 of 25
You can't have it both ways!! First we were told to STOP having so many children...they said there are too many bodies on the earth, DEMANDED we reduce the number of course we're having. Corporations …
You can't have it both ways!! First we were told to STOP having so many children...they said there are too many bodies on the earth, DEMANDED we reduce the number of course we're having. Corporations who's companies depend on workers and an ever increasing profit share, are being gutted from within by greedy shareholders. These corporations have borrowed money based on past, present, real and IMAGINED INCOME...and that model collapses if there are not enough consumers to buy their products. These corporations will go bankrupt and fall into ruin if we continue along with the current climate change model fear mongering about too many people. The fact is Canada has NEVER had too many people. We run at a carbon DEFICIT compared to other nations with same population. The world doesn't have a population problem - the middle East has a population problem, and since we share NO BOARDERS with any of these nations - NOT ONE OF THESE PEOPLE IS OUR RESPONSIBILITY. DEPORT THEM ALL
Identity Attack0.073429056
Insult0.16831873
Profanity0.18663849
Threat0.013010317
Severe Toxicity0.019611536
Moderate 0.3389984 Constructive 0.506
Aug 27, 2025 Why Canadians Are Turning Against …
Canada along with other western countries have imported some of the most corrupt individuals from the rest of the world. They maybe qualified and do business, but will bring the "rot" that have been the …
Canada along with other western countries have imported some of the most corrupt individuals from the rest of the world. They maybe qualified and do business, but will bring the "rot" that have been the ruin and bane of their societies for thousands of years to Canada and Co that will change the country for the worse.
Identity Attack0.08831879
Insult0.36798462
Profanity0.029596692
Threat0.008453408
Severe Toxicity0.0065994263
Moderate 0.3389984 Moderate Con 0.375 Fear_Threat
Jul 13, 2025 1 likes How Canada broke its immigration …
Yeah this is disgusting. Unfortunately this is not just a CANADIAN problem, but it’s happening all over the world (by the same people). I’m black but I easily feel like a double minority within the …
Yeah this is disgusting. Unfortunately this is not just a CANADIAN problem, but it’s happening all over the world (by the same people). I’m black but I easily feel like a double minority within the community even though I’ve been born and lived here for 25+ years. I’ve seen my entire neighborhood change (which was diverse in the 90s but still had that comradery and friendliness) change. It’s very isolating now.
Identity Attack0.32768643
Insult0.26957804
Profanity0.08193458
Threat0.0071199946
Severe Toxicity0.010604858
Moderate 0.3389984 Constructive 0.718
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
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 …
Canadians are to complacent & NEED TO CHANGE THAT IMMEDIATELY!!!!!
Canadians are to complacent & NEED TO CHANGE THAT IMMEDIATELY!!!!!
Identity Attack0.33060804
Insult0.26957804
Profanity0.026590679
Threat0.011689849
Severe Toxicity0.010681152
Moderate 0.3389984 Low Con 0.257
Aug 28, 2025 3 likes Why Canadians Are Turning Against …
So weird to call immigration ‘invasion’ ur content changed for the worse bro
So weird to call immigration ‘invasion’ ur content changed for the worse bro
Identity Attack0.18546575
Insult0.21368977
Profanity0.07676199
Threat0.008556974
Severe Toxicity0.012207031
Moderate 0.3389984 Low Con 0.195 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
With respect, I no longer believe that the Liberals made these detrimental changes out of ignorance. It was absolutely Intentional. It seems very obvious to me now that their plan is to destroy our country …
With respect, I no longer believe that the Liberals made these detrimental changes out of ignorance. It was absolutely Intentional. It seems very obvious to me now that their plan is to destroy our country while enriching themselves.
Identity Attack0.09245483
Insult0.344702
Profanity0.028503597
Threat0.011922873
Severe Toxicity0.005760193
Moderate 0.3389984 Moderate Con 0.395 Unverified_Claim
Feb 17, 2026 192 likes LILLEY UNLEASHED: The fall of …
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 …
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did …
The Bike guy is spewing objectively false things about Africans using Richard Lynn IQ data which is disproven: Why "National IQ" Data is Fraudulent 1. The Data is Factually Fraudulent (Sample Bias) Richard Lynn did not use representative samples. For example, he famously assigned Equatorial Guinea an average IQ of 59 based on a group of children in a Spanish home for the developmentally disabled, then claimed that score represented the entire country. Peer-reviewed studies by researchers like Jelte Wicherts proved that Lynn systematically ignored higher-scoring African studies (some in the 80s and 90s) to keep his "averages" artificially low. If you judge a country’s intelligence by testing its hospitals and orphanages, you aren't a scientist—you're a fraud. 2. Nutrition is the "Hardware" of the Brain Intelligence cannot develop without biological fuel. As of 2026, roughly 30% of children in Sub-Saharan Africa suffer from stunting due to chronic malnutrition. Science proves that iodine and iron deficiencies alone can drop a population's IQ by 10–15 points. You aren't measuring "race"; you are measuring starvation. 3. The Education Gap (Abstract Reasoning) IQ tests do not measure "raw brain power." They measure Western-style schooling. Studies show that for every single year of formal education, a person’s IQ score increases by 1 to 5 points. Comparing the scores of people in countries with 30% literacy rates to people with PhDs in the West is like comparing the "athletic ability" of a runner to someone who has never been given shoes. 4. The "Age and War" Factor The median age in many African nations is under 20, compared to over 40 in Europe. These tests are often administered to children and adolescents in areas plagued by toxic stress from war and displacement. Peer-reviewed research confirms that trauma and PTSD physically impair the parts of the brain responsible for the logic puzzles found on IQ tests. 5. The Flynn Effect (The Death of the Racial Argument) If IQ were "innate" and "racial," it would never change. However, as nutrition and education improved in the West over the last 100 years, average IQ scores jumped by nearly 30 points. This is called the Flynn Effect. African scores are currently rising at the same rate as they develop. The "gap" is a development gap, not a genetic one. Conclusion: Using Richard Lynn’s data doesn't make you a "truth-teller"; it means you fell for a man so biased that his own university revoked his emeritus status for scientific or incompetence and racism. You are confusing privilege—access to food, safety, and a classroom—with innate ability.
Identity Attack0.27914262
Insult0.25404143
Profanity0.16357292
Threat0.025098583
Severe Toxicity0.018836858
Moderate 0.33836752 Constructive 0.527 Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and …
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and I understand 10 years is long enough to change a lot of things but this much change is just not acceptable for me! Canadian people don't even dare to complain about Indian people in public because of the race issue! I worked in Brampton 4 years but I never go back there in last 5 years!
Identity Attack0.27875587
Insult0.14512913
Profanity0.07191269
Threat0.009618527
Severe Toxicity0.014576134
Moderate 0.3375374 Constructive 0.689 Personal_Narrative
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Change the racist thumbnail.
Change the racist thumbnail.
Identity Attack0.20680901
Insult0.24561718
Profanity0.068967216
Threat0.0100069
Severe Toxicity0.010986328
Moderate 0.3367073 Low Con 0.098 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade. After 4 years, they will change to another "talking head" and will invent another bogeyman, …
And the worst part is that Canadians have mass amnesia, which allowed Liberals to rule our country for another decade. After 4 years, they will change to another "talking head" and will invent another bogeyman, to brainwash people.
Identity Attack0.11280017
Insult0.3416952
Profanity0.029596692
Threat0.011922873
Severe Toxicity0.006866455
Moderate 0.33421695 Low Con 0.293 Policy_Critique
Jun 17, 2025 How Canada broke its immigration …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a concept referring to First Nations presence on the land long before recorded history. Archeological and genetic evidence suggests migration from northeastern Asia, likely via the Bering Strait, with research pointing to human arrival 30,000 years ago or even earlier. 2) we have welcomed immigrants to settle our lands since more inhabitants equals more revenues for infrastructure. Yes, restructuring of the process is a good idea. 3) Poilievre is a thin skinned man of the pointy finger and blame game with little to offer in actual plans or programs. He plays to people’s gripes, whining, and general b*tch*ness. He IS very similar to the blow-hart down south although more literate. 4) There is no possible way he, especially being of like behaviour, could deal with The Felon. He is NOT a negotiator. He is not calm; he’s bombastic. He’s waaaaaaaay to the right, and will trample equal rights for women, and other valued communities. He has no interest in listening to other positions, views, or suggestions. His way or the highway. Again like the Fascist down south. 4) Our provincial leaders (except a few traitors to Canada’s sovereignty) are behind the extremely difficult work Carney is doing for our country. 67% of Canadians are cheering him on, including the Conservative playground scrapper, Doug Ford, plus Stephen Harper. So, put your bile on hold and support the positive. We’re in a really difficult, daily changing, coming at us from all sides, battle with the POS south of us. Carney is giving it his all. Can’t imagine he gets much sleep. How ‘bout break with the party-love, and have some respect for someone working so hard. Fighting for YOU! ❤️🇨🇦❤️
Identity Attack0.18903255
Insult0.3388922
Profanity0.10425757
Threat0.00746953
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.737
Aug 26, 2025 Why Canadians Are Turning Against …
Indian hate is so forced. They’re literally model minorities. People of a certain age just instinctively hate changing demographics compared to their childhood on principle, even the south Asian people who have lived in Canada …
Indian hate is so forced. They’re literally model minorities. People of a certain age just instinctively hate changing demographics compared to their childhood on principle, even the south Asian people who have lived in Canada for decades are scared lol
Identity Attack0.37953663
Insult0.16053712
Profanity0.057944927
Threat0.0084793
Severe Toxicity0.01159668
Moderate 0.3308965 Moderate Con 0.41 Moral_Argument
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada …
The whites people of Canada have decided; 1. Not to bear enough children to expand whites population 2. Embrace LGBTQ ideas which among others things results to depopulation. 3. Due to above two reasons, Canada has to promote immigration in order to avoid depopulation which may harm the economy. 4. Since immigration is promoted, it has opened door for Indians, arabs, chinese. 5. Canada is changing because whites did forgot that they are required to bear enough children to preserve their identify and race. 6. Whites can change this trend if they decide. How? Every whiteman should mary and have enough kids (two kids and above).
Identity Attack0.40351558
Insult0.15698463
Profanity0.041912504
Threat0.011042561
Severe Toxicity0.012574885
Moderate 0.3286776 Moderate Con 0.304 Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
16:33 how do you listen to the "immigrant" say they will take over and you will have no choice, than say them wanting the country to change doesn't align with why they came here? They …
16:33 how do you listen to the "immigrant" say they will take over and you will have no choice, than say them wanting the country to change doesn't align with why they came here? They didn't come here to immigrate and join our country. They came to destroy our country. It is an invasion which we are paying them to undertake. They are conquering our nation without risking anything, and we are protecting them while they do it.
Identity Attack0.37879246
Insult0.16766082
Profanity0.027820412
Threat0.016638106
Severe Toxicity0.015286255
Moderate 0.32712606 Moderate Con 0.46 Fear_Threat
Sep 10, 2025 Why Canadians Are Turning Against …
To be honest bad drivers are everywhere and will never change lmao
To be honest bad drivers are everywhere and will never change lmao
Identity Attack0.025404079
Insult0.23237456
Profanity0.10920923
Threat0.00899713
Severe Toxicity0.009918213
Moderate 0.3266089 Low Con 0.297 Humor_Satire
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in …
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in converting and reproducing so that demographic change can happen and it has happened in many districts. The government is helping them to gain vote banks. I completely understand them. Even in India we know the people that went to Canada were shady even in India. Many of them sit in Canada and issue threats to Indians and India. This is all well known.
Identity Attack0.39870077
Insult0.18107465
Profanity0.057944927
Threat0.011612174
Severe Toxicity0.013866014
Moderate 0.3234372 Constructive 0.654
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
In Edmonton Indians are demanding that Canadian elections be changed to accommodate Indian culture. Go home if you don’t like our traditions
In Edmonton Indians are demanding that Canadian elections be changed to accommodate Indian culture. Go home if you don’t like our traditions
Identity Attack0.37361985
Insult0.12883772
Profanity0.025360947
Threat0.010421164
Severe Toxicity0.009994507
Moderate 0.32236105 Low Con 0.274 Identity_Assertion
Sep 27, 2025 Why Canadians Are Turning Against …
But yet, PC's were up 32 points at the start of the year and all it took was Trump to become US President for our nation of numb-nuts to decide to vote Liberal again. So …
But yet, PC's were up 32 points at the start of the year and all it took was Trump to become US President for our nation of numb-nuts to decide to vote Liberal again. So here we are, another four years and none of this will change and if there is a crisis, it will only deepen. If you voted Liberal and you're watching this video, YOU are the reason you're upset.
Identity Attack0.04048799
Insult0.3388922
Profanity0.06044999
Threat0.008285114
Severe Toxicity0.0063705444
Moderate 0.32236105 Moderate Con 0.375
Sep 2, 2025 2 likes Why Canadians Are Turning Against …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigrants that came 1850 to 1950 did not receive any welfare. Those with a disease were not allowed entry. They became Americans. Democrats give todays illegals money, housing and allow them to change our school …
Immigrants that came 1850 to 1950 did not receive any welfare. Those with a disease were not allowed entry. They became Americans. Democrats give todays illegals money, housing and allow them to change our school system. They make many demands. NO MORE ILLEGALS.
Identity Attack0.36702603
Insult0.16861114
Profanity0.017367685
Threat0.009204263
Severe Toxicity0.011062622
Moderate 0.32020867 Moderate Con 0.437
Nov 6, 2018 How much do refugees and …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture …
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture is a idk maybe little less would be good. but overall good people.
Identity Attack0.3758158
Insult0.15485314
Profanity0.16078159
Threat0.012492486
Severe Toxicity0.020257099
Moderate 0.31963667 Constructive 0.671
Jan 27, 2026 Inside Canada's Indian Invasion...

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.