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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: "Now that you have finished …" 62 comments · Page 1 of 3
What a shit show! This is inhumane. Those already here should be able to finish their path. This should apply to new entrants.
What a shit show! This is inhumane. Those already here should be able to finish their path. This should apply to new entrants.
Identity Attack0.04048799
Insult0.43450394
Profanity0.70384485
Threat0.039256934
Severe Toxicity0.16960317
Toxic 0.72028047 Moderate Con 0.348
Nov 22, 2025 Quebec Ends Economic Immigration Program …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO STAY HERE?? OH MY GOD, STUDENT VISA, IS A STUDENT VISA, YOU ARE HERE TO STUDY STUDYBSTUDY STUDY, GET THAT CLEAR ON.MIND, STUDY, , , YOU FINISH , GO HOME, GO HOME, GET CERTIFICATE OR DIPLOMA GO HOME,,,,, THE AMOUNT OF MONEY YOU HAD BEEN WORKING AS A STUDENT VISA STUDENT VISA THAT IMMIGRATION CANADA ALLOWED YOU, WHICH IS I THINK, ITS RIDICULOUS, THEY SHOULD NOT ALLOWED TO WORK IN A STUDENT -VISA, THEY CHOOSE CANADA TO STUDY , THEY SHOULD HAVE MONEY TO PAY FOR THEIR APARTMENT, FOOD ( NOT USING FOODBANK), PAY FOR.HEALTHA CARE(.INSTEAD USING UNIVERSAL HEALTH CARE) AND REST OF THEIR FAMILY THEY BROUGHT) ,,,, AS THE WORD ITSELF, STUDENT- VISA, BRING YOUR OWN MONEY, DO NOT USE CANADA AS A PIGGY BANK TO EARN MORE , YOU ARE NOT ALLOWED THAT
Identity Attack0.3817989
Insult0.47357693
Profanity0.4989438
Threat0.025443908
Severe Toxicity0.27908814
Moderate 0.584095 Moderate Con 0.399
Oct 17, 2025 IRCC Names India in Study …
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have …
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have right to vote they vote criminal like Dump!
Identity Attack0.00061691366
Insult0.44421408
Profanity0.013649964
Threat0.00047143226
Severe Toxicity0.000011756357
Moderate 0.5272238
Dec 7, 2025 1 likes
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but …
No Canada has not been long deemed a hub of multiculturalism. You are a globalist liar. Multiculturalism has been crammed down our throats in the last 3 decades. Canada was created by immigration alright, but immigration of Judeo-Christian Europeans who all assimilated into Canadian Culture. In the last 3 decades they have been trying to destroy that Canada by bringing in people from everywhere but Judeo-Christian nations with nothing in common with that Canadian culture and trying to force Canadians to accept being replaced by non assimilating 2nd, 3rd and 4th world Rodents who try to turn the country into the shitholes they ran from. You can lie all you want. Canada is finished if they don't deport everything that came in illegally under Trudeau and Harper that have been allowed to discriminate openly along with the women against the White males that created everything. That is what's happened in Canada, not the BS you spew here. Deport them all and Make Canada Canada again. One last point, foreign students have been the biggest nothingness brought in. Canadian kids get excluded because the foreign student pays twice the tuition, that's the only reason they are brought in. The majority make nothing better and disrespect the country openly, daily. That is the truth about Canada and immigration.
Identity Attack0.11307524
Insult0.32162124
Profanity0.013995135
Threat0.0039436007
Severe Toxicity0.0041283946
Moderate 0.5240014
Apr 14, 2025
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be …
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be a turd.
Identity Attack0.11860296
Insult0.5130944
Profanity0.5150164
Threat0.010990778
Severe Toxicity0.02420936
Moderate 0.52272606 Constructive 0.565 Insult Meta_Commentary
Oct 2, 2025 IRCC Names India in Study …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... This is stupidity...I did my Masters in London for two years. I promised myself that I would make friends only with students from the UK, Europe, and other countries—except India, experience their culture and then return to India once my studies were finished. I did exactly that.
Identity Attack0.49855098
Insult0.5270482
Profanity0.25915453
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.637 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
INDIAN PRINCIPLES EXPOSED FINALLY!!! DIFFERENT CULTURE IMPOSE!!! THERE HERE TO TAKE ADVANTAGE OF GOVERNMENT LOOPHOLE LEGALLY!!!LIKE SEVEN YEARS TAX BREAKS ON BUSINESS AFTER SELL IT TO FAMILY MEMBERS IT'S A CYCLE! WHEN HIRING ONLY INDIANS …
INDIAN PRINCIPLES EXPOSED FINALLY!!! DIFFERENT CULTURE IMPOSE!!! THERE HERE TO TAKE ADVANTAGE OF GOVERNMENT LOOPHOLE LEGALLY!!!LIKE SEVEN YEARS TAX BREAKS ON BUSINESS AFTER SELL IT TO FAMILY MEMBERS IT'S A CYCLE! WHEN HIRING ONLY INDIANS NEED TO APPLY! NOT HERE TO BUILT BETTER COUNTRY! BUT TO TAKE OVER ! MEXICANS NO SECRET NEVER DO CONSTRUCTION JOBS FOR INDIAN! WHEN FINISH ONLY PAY 10% FOR JOB ! HYGIENE DON'T USE TOILET PAPER INSTEAD LEFT HAND ! IN INDIA THEY POO OPEN AIR ! DON'T BELIEVE IN DEORANT! EVEN DOCTORS! THEY LIVE IN ALMOST MANSION INSIDE LIKE SHACKS ! THERE GOD IS NOT A COW IS MONEY! THERE HUNGRY FOR IT ! FROM EXPERIENCE LEARN THE HARD WAY AND PAY A PRICE! STAY AWAY FROM GAS STATION THERE KNOWN TO HAVE SKIMMERS.! THEY CREATE MAFIAS SELLING CELLULAR TO WORKING IN HOSPITALS!!!
Identity Attack0.4931391
Insult0.40975618
Profanity0.18171974
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.4850187 Moderate Con 0.491 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Trudo screwed this country, Carney is here to finish us off.
Trudo screwed this country, Carney is here to finish us off.
Identity Attack0.04822223
Insult0.4794537
Profanity0.36230123
Threat0.056240413
Severe Toxicity0.023076924
Moderate 0.47323486 Low Con 0.151 Policy_Critique
Jul 12, 2025 1 likes How Canada broke its immigration …
I am SO FINISHED with unskilled migrants. Stay out of Canada!!!
I am SO FINISHED with unskilled migrants. Stay out of Canada!!!
Identity Attack0.50515765
Insult0.40243408
Profanity0.048175167
Threat0.03304107
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.396 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
If some Indian come to you to work in your company 1st must check if they finish college in Brampton city, if yes then say NO i dont have place for you. Bye...Scam colleges...
If some Indian come to you to work in your company 1st must check if they finish college in Brampton city, if yes then say NO i dont have place for you. Bye...Scam colleges...
Identity Attack0.48915586
Insult0.4125297
Profanity0.1554785
Threat0.011120236
Severe Toxicity0.022322904
Moderate 0.45243698 Moderate Con 0.349 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and …
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and places to stay" is absurd that's misinformation, they neve get free hotels those are for europe and african refugees the indians temporarily move into overcrowded houses or apartments until they familiarize with the new country so they can minimize sky high rents and find friends and support but eventually move to their own condos as soon as they finish their courses and land jobs. Funniest of all 8:59 He says "they roam naked?" never saw indians naked here the only person naked is you man. Get well soon.
Identity Attack0.3825363
Insult0.35677677
Profanity0.2268346
Threat0.023026628
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.631 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i-m from Romania and i have a friend who moved to Canada 15 years ago after finishing highschool, for a better life. He had a business there, married a girl (from Canada) and had kids. …
i-m from Romania and i have a friend who moved to Canada 15 years ago after finishing highschool, for a better life. He had a business there, married a girl (from Canada) and had kids. Last month they all moved back to Romania after selling the business, i asked him why, he told me it-s because he was the only white guy in the hood, only browns and trash, pooping on the streets, etc, i did not belive him but now i see this video!! i-m sharing this with him hahahah
Identity Attack0.45348886
Insult0.36798462
Profanity0.2661772
Threat0.011042561
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.626 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
You’re finished Ontariats, phagats!
You’re finished Ontariats, phagats!
Identity Attack0.2127345
Insult0.4302003
Profanity0.21024476
Threat0.024235269
Severe Toxicity0.023076924
Moderate 0.39915034 Low Con 0.186 Identity_Assertion
Feb 26, 2026 LILLEY UNLEASHED: The fall of …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any …
Had fellow college students that have literally told me that they aren't here to learn and are here to just finish the college program to get a job because they would earn more doing any job in Canada than in India. India work market is saturated because of the population and wages are low. The Canadian government use them because they pay triple for schooling that's it. These Indians are racist and don't accept other cultures. They stick to themselves and are on video calls with each other every second of the day including while they're driving and working. Its creating a huge problem in the job market especially getting any minimum wage job. I hope they would go back because they're doing so much damage
Identity Attack0.46028158
Insult0.34237885
Profanity0.07514556
Threat0.00967031
Severe Toxicity0.01825585
Moderate 0.38811707 Constructive 0.617 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
Awe let’s try ….100,000 referees … Canadians are starving, no housing , apartment builds in Halifax , just finished @ $5000. Per Mon ..who the hell can afford … In my opinion..there will be a …
Awe let’s try ….100,000 referees … Canadians are starving, no housing , apartment builds in Halifax , just finished @ $5000. Per Mon ..who the hell can afford … In my opinion..there will be a one hell of empty apartments builds .. or lots of millionaires …OR MORE CANADIANS LIVING ON THE STREETS ..
Identity Attack0.2700233
Insult0.24630153
Profanity0.27342406
Threat0.020091362
Severe Toxicity0.021031776
Moderate 0.37694603 Moderate Con 0.434 Economic_Argument
Jan 4, 2026 New rules, regulations take effect …
Black-pilled here. Canada is finished.
Black-pilled here. Canada is finished.
Identity Attack0.40351558
Insult0.16773392
Profanity0.07482228
Threat0.07399795
Severe Toxicity0.021419114
Moderate 0.36043653 Moderate Con 0.32 Fear_Threat
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is finished ! By censoring information and keeping the general population ignorant the elites have effectively taken control over a once free democracy. Welcome to the WEF comrades !
Canada is finished ! By censoring information and keeping the general population ignorant the elites have effectively taken control over a once free democracy. Welcome to the WEF comrades !
Identity Attack0.06431354
Insult0.36193377
Profanity0.026317406
Threat0.008181547
Severe Toxicity0.005645752
Moderate 0.3389984 Low Con 0.184 Unverified_Claim
Feb 21, 2026 1 likes LILLEY UNLEASHED: The fall of …
Rabbi Kalergi has finished his work. 💩🇨🇦💅🏻 fait accompli
Rabbi Kalergi has finished his work. 💩🇨🇦💅🏻 fait accompli
Identity Attack0.18313584
Insult0.36798462
Profanity0.26593533
Threat0.09776353
Severe Toxicity0.024772761
Moderate 0.33836752 Low Con 0.188 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Let's vote concervators and everything will be all right and let finish that liberals .
Let's vote concervators and everything will be all right and let finish that liberals .
Identity Attack0.15517195
Insult0.077136256
Profanity0.037904397
Threat0.3203622
Severe Toxicity0.015092585
Low Tox 0.2854869 Low Con 0.223 Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
Universities and certification are only good for doctors and lawyers. Useless for many fields. Finish your high school, have a road map, start slow, join a small firm in your area of interest, study hard, …
Universities and certification are only good for doctors and lawyers. Useless for many fields. Finish your high school, have a road map, start slow, join a small firm in your area of interest, study hard, apply what you learned. As soon as you gain confidence, change jobs, get promotions. Don’t stay in comfort zone. That’s your enemy. When I listen old people whining, “I worked 20 years for this company and they fired me!.” It astonishes me. Why are they doing same thing, at same place for so long?? Nothing in this universe lasts forever.
Identity Attack0.020178653
Insult0.26957804
Profanity0.057443913
Threat0.0074954215
Severe Toxicity0.0047683716
Low Tox 0.28547668 Constructive 0.664 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …
Every western government hates its own people and has been attempting to finish off its own civilization. Worse, the people still believe their government.
Every western government hates its own people and has been attempting to finish off its own civilization. Worse, the people still believe their government.
Identity Attack0.105836816
Insult0.08459369
Profanity0.035900343
Threat0.019573374
Severe Toxicity0.00579834
Low Tox 0.25462922 Low Con 0.117 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Deport all of them. 100%. Cancel all student programs. Set up new laws including the tools for tracking all temporary student visas. Mandatory country exit upon finishing school. Violations : deportation with ban of entry …
Deport all of them. 100%. Cancel all student programs. Set up new laws including the tools for tracking all temporary student visas. Mandatory country exit upon finishing school. Violations : deportation with ban of entry the country forever.
Identity Attack0.109318495
Insult0.04969218
Profanity0.018392462
Threat0.11002964
Severe Toxicity0.008392334
Low Tox 0.24442963 Low Con 0.239 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
After finishing the video you asked why, and still didn't have an answer. This is lazy of you. It is very easy to find the answer. The answer is economics, specifically capitalism and the welfare …
After finishing the video you asked why, and still didn't have an answer. This is lazy of you. It is very easy to find the answer. The answer is economics, specifically capitalism and the welfare state. In order for capitalism to function the best for asset owners, the economy must continue to grow. Company revenues, stock prices, home prices, assets in general. Also, the welfare state needs to have more younger workers paying into the system to cover welfare services for the elderly retired population. Back in the 1950s, economists in Western countries realized their population demographics were inverting. Meaning, the elderly population was growing while the younger population growth rate was slowing down. This is the natural outcome of a wealthy educated society—the elderly live longer due to better healthcare and living conditions, and women tend to have fewer children as they spend more time in school and pursue a career, also families need fewer children compared to poor agrarian societies for various reasons. As such, these economists advised the politicians to increase immigration. This was the way to get more workers in your country to prevent a slow deflationary spiral by increasing consumption, and increase the tax base. Bonus if you bring in STEM workers as economies are becoming more dependent on tech. Anyway that's your answer.
Identity Attack0.0073995716
Insult0.16897665
Profanity0.044668075
Threat0.007598988
Severe Toxicity0.0039863586
Low Tox 0.23812068 Constructive 0.634
Jan 3, 2026 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.