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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: "He is a student of …" 755 comments · Page 9 of 31
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.28883415
Insult0.3406697
Profanity0.021125201
Threat0.010964886
Severe Toxicity0.01159668
Moderate 0.3389984 Constructive 0.51
Jun 26, 2025 1 likes How Canada broke its immigration …
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian …
Personally when I went to school there was 4 black kids in a 700 student school lol. My mom works in education, and says that about half to 60% of classes are full of Indian kids
Identity Attack0.40447855
Insult0.14331897
Profanity0.17864552
Threat0.010110466
Severe Toxicity0.018707745
Moderate 0.3389984 Constructive 0.545 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
IT IS URGENT THAT THE GOVERNMENT INVESTIGATE ALL THOSE MAFIA CITIZENS WHO ENTERED CANADA AS STUDENTS FROM INDIA WITH FALSE INFORMATION. IT IS DEFINITELY A GREAT DANGER FOR CANADA SINCE THEY ARE MAFIA PEOPLE,AND THANKS …
IT IS URGENT THAT THE GOVERNMENT INVESTIGATE ALL THOSE MAFIA CITIZENS WHO ENTERED CANADA AS STUDENTS FROM INDIA WITH FALSE INFORMATION. IT IS DEFINITELY A GREAT DANGER FOR CANADA SINCE THEY ARE MAFIA PEOPLE,AND THANKS TO THE MAFIA LIBERAL PARTY THAT OPENED THE DOORS FOR THEM.
Identity Attack0.30256465
Insult0.3393024
Profanity0.028640235
Threat0.010239923
Severe Toxicity0.011672974
Moderate 0.3389984 Moderate Con 0.346
Sep 29, 2025 IRCC Names India in Study …
Fire a gun… get immediately deported, do not pass Go, do not collect $200. Commit ANY CRIME more than a traffic violation… get immediately deported, do not pass Go, do not collect $200. Claim you …
Fire a gun… get immediately deported, do not pass Go, do not collect $200. Commit ANY CRIME more than a traffic violation… get immediately deported, do not pass Go, do not collect $200. Claim you are a “student” or “refugee” when you are not… Get immediately deported, do not pass Go, do not collect $200. The immigration program has run amok. We are literally paying to have criminals sustained in this country.
Identity Attack0.18468912
Insult0.20901857
Profanity0.02973333
Threat0.17964768
Severe Toxicity0.015479924
Moderate 0.3389984 Low Con 0.246 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
All fake refugee cases, criminal background student visas …. Deport Deport Deport
All fake refugee cases, criminal background student visas …. Deport Deport Deport
Identity Attack0.2846865
Insult0.1823172
Profanity0.019758832
Threat0.03373172
Severe Toxicity0.013543231
Moderate 0.3389984 Low Con 0.154 Unverified_Claim
Dec 25, 2025 1 likes Deportations From Canada at Their …
Canada is ruined already. In Toronto police advises citizens that they leave keys of their expensive car outside their house to save their life. Liberal leftist looter of Canada mooched of immigrant $$$$ with promise …
Canada is ruined already. In Toronto police advises citizens that they leave keys of their expensive car outside their house to save their life. Liberal leftist looter of Canada mooched of immigrant $$$$ with promise of a prosperous free and safe Canada and gave us a catastrophe that is worse than Nigeria in security freedoms being worse than Tumbuktu and prosperity being worse than India. Our education is now pppy colleges that loot life savings of international students and their families and then they magically end up as illegal aliens in the great nation of USA. Whether its canadian taxpayer, international immigrant or student we all have only one looter the liberal leftist looter of humanity
Identity Attack0.2846865
Insult0.3388922
Profanity0.035649836
Threat0.011819307
Severe Toxicity0.0128976675
Moderate 0.3367073 Moderate Con 0.311 Fear_Threat
Jun 18, 2025 How Canada broke its immigration …
They knew whereabouts of these missing Indian Students .All are involved, by saying" MISSING" THEY dont dont want to take responsible. You have every record filed or saved since 10 yrs in other countries,why not.Canada …
They knew whereabouts of these missing Indian Students .All are involved, by saying" MISSING" THEY dont dont want to take responsible. You have every record filed or saved since 10 yrs in other countries,why not.Canada would have missjng students name and their record from 2020- 2024. They are Lying.
Identity Attack0.1714862
Insult0.34782293
Profanity0.021398475
Threat0.007353018
Severe Toxicity0.005607605
Moderate 0.33338684 Moderate Con 0.464
Oct 7, 2025 1 likes IRCC Names India in Study …
Legal students being blamed Canadians being called racist The real enemies lurking out there 😢
Legal students being blamed Canadians being called racist The real enemies lurking out there 😢
Identity Attack0.35948995
Insult0.24561718
Profanity0.01887069
Threat0.008401625
Severe Toxicity0.009231567
Moderate 0.33338684 Moderate Con 0.312
Oct 25, 2025 IRCC Names India in Study …
They are only reporting 8% I think its more along the lines of 20% around 200 000 or more students is what she was trying to get out of her but she shut everything down …
They are only reporting 8% I think its more along the lines of 20% around 200 000 or more students is what she was trying to get out of her but she shut everything down with they are working on it. 20% is stretch maybe but that is the severity of it and out of the 20% or what ever the final number is 8% are Indian 79 000 students non compliant or missing lol crazy.
Identity Attack0.10221587
Insult0.33154017
Profanity0.15812257
Threat0.009281937
Severe Toxicity0.008850098
Moderate 0.33338684 Constructive 0.634
Oct 8, 2025 1 likes IRCC Names India in Study …
We need a huge sweep of these immigrates and the students. Start making one huge clean sweep and give them all back to thier countries. WE CANADIANS are fed up with these immigrates. The Liberals' …
We need a huge sweep of these immigrates and the students. Start making one huge clean sweep and give them all back to thier countries. WE CANADIANS are fed up with these immigrates. The Liberals' have to go, we are tired of them. These libreals are just doing thier JOBS and just sit there and collect our hard earned money. ENOUGH IS ENOUGH. Let PP take over and clean up OUR COUNTRY.
Identity Attack0.36702603
Insult0.23704576
Profanity0.027820412
Threat0.021990653
Severe Toxicity0.016641939
Moderate 0.3308965 Moderate Con 0.409 Identity_Assertion
Oct 4, 2025 IRCC Names India in Study …
I bet that all those Indian students crossed the border and are in the US. It's time for the Trump administration to militarized the northern border. Canada can't be trusted.
I bet that all those Indian students crossed the border and are in the US. It's time for the Trump administration to militarized the northern border. Canada can't be trusted.
Identity Attack0.38223284
Insult0.1469393
Profanity0.022969801
Threat0.013269233
Severe Toxicity0.010604858
Moderate 0.3302291 Moderate Con 0.387 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do …
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do they know about us. 99.99% of the people came legally either as TFW like the rest of Canada or as students or as landed immigrants, all of whom required a lot of money to come. Unlike the European immigrants who came 30-50 years ago who brag about coming with $6 in their pocket, these people are bringing $50K per person so they are actually adding to GDP..
Identity Attack0.38826546
Insult0.17361937
Profanity0.053435806
Threat0.009592636
Severe Toxicity0.0125103295
Moderate 0.32971194 Constructive 0.674 Moral_Argument
Jan 19, 2026 Inside Canada's Indian Metropolis (Brampton)
No more Indian international students they're now migrating to New Brunswick and are being hired as PSW with work permit. They're moving to Alberta, New Brunswick. Canada is a laughing stock for most immigrants.
No more Indian international students they're now migrating to New Brunswick and are being hired as PSW with work permit. They're moving to Alberta, New Brunswick. Canada is a laughing stock for most immigrants.
Identity Attack0.3817989
Insult0.16868424
Profanity0.019485557
Threat0.006602164
Severe Toxicity0.008735657
Moderate 0.32919475 Moderate Con 0.411
Nov 25, 2025 1 likes IRCC Names India in Study …
Answers canadians knew even not working for Immigration department......students from India are the largest visa fraudsters.....no wonder our kids can't find even a minimum wage summer job....if they say 40+k non compliant you know that …
Answers canadians knew even not working for Immigration department......students from India are the largest visa fraudsters.....no wonder our kids can't find even a minimum wage summer job....if they say 40+k non compliant you know that the real number is 3 times that over 100K.....as a matter how to find them.....start with Brampton, Ontario.
Identity Attack0.36702603
Insult0.25007802
Profanity0.020783609
Threat0.007948523
Severe Toxicity0.010375977
Moderate 0.32919475 Constructive 0.543 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given …
Carney put an incompetent in this Immigration role. He wants millions of new immigrants to come to Canada. While they may have lowered student Visas and temporary worker permits, VISITOR PERMITS are probably being given out in the millions …. ONCE these ‘visitors come’ - they are NEVER followed up to ensure they go home. It is these people applying for refugee status or asylum .. in the millions …. Liberals want this uncontrolled immigration - with no checks and balances .. because these are the millions of new votes they are getting. Who can check on VISITOR visas and the numbers coming in and going home? I think this is the gap …????
Identity Attack0.0775651
Insult0.36365277
Profanity0.024677763
Threat0.007832011
Severe Toxicity0.006980896
Moderate 0.3286776 Constructive 0.524 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
So they basically watered down Canadian citizenship... Glad they at least drastically cut Indian "students".
So they basically watered down Canadian citizenship... Glad they at least drastically cut Indian "students".
Identity Attack0.3817989
Insult0.08533409
Profanity0.028913507
Threat0.18597278
Severe Toxicity0.014382465
Moderate 0.3286776 Moderate Con 0.314
Jan 13, 2026 Canada’s new rules in 2026
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and …
“As a brown Canadian, I know exactly what racism feels like — I’ve lived it for 40 years. The truth is, some people simply can’t accept brown immigrants, even though we work the hardest and often for the lowest pay. Yes, one percent may cause trouble, but that exists in every community. What’s really unfair is how brown immigrants are singled out, while no one makes videos when Indian students are dying or struggling. We’re not monkeys — we’re human beings, we’ve worked for decades building this country, often in silence and underpaid. Stop the racism. Canada is stronger when we live together, not when we tear each other down.”
Identity Attack0.3817989
Insult0.21836096
Profanity0.089370176
Threat0.019918699
Severe Toxicity0.014059683
Moderate 0.3286776 Constructive 0.735 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
You all are missing the point . SEE THE BIG PICTURE!!!!! WHEN USA 🇺🇸 INVADES A “COUNTRY” !!! ITS ALIES HAVE TO OBEY USA 🇺🇸 RULES !! So they so called “ THE OPPOSITION” get …
You all are missing the point . SEE THE BIG PICTURE!!!!! WHEN USA 🇺🇸 INVADES A “COUNTRY” !!! ITS ALIES HAVE TO OBEY USA 🇺🇸 RULES !! So they so called “ THE OPPOSITION” get transformed onto “ REFUGEES “ and temporarily student visas !! . So , ALL THOSE PEOPLE ARE SEND TO , CANADA ,GERMANY , FRANCE , ENGLAND , ITALY ,USA!!! . And that’s the price any country pays , TO BELONG TO “ NATO” . It’s up to Us , to rescue Canada 🇨🇦!! Before is too late !! . NEW IMMIGRANTS!! Please , INTEGRATE!! ,ADAPT , to this country !! OR GO BACK TO YOUR COUNTRY AND FIGHT FOR YOUE FREEDOM and RIGHTS!!!! But STOP TERRAFORMING THIS COUNTRY !! Once upon a time, IT WAS A GREAT COUNTRY !!!
Identity Attack0.2823795
Insult0.16846494
Profanity0.047674157
Threat0.015947454
Severe Toxicity0.020127986
Moderate 0.3266089 Moderate Con 0.45
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
GOVERNMENT AND IRCC SHOULD START NOW HUNTING THESE ILLEGAL STUDENTS AND DEPORT THEM!
GOVERNMENT AND IRCC SHOULD START NOW HUNTING THESE ILLEGAL STUDENTS AND DEPORT THEM!
Identity Attack0.2816105
Insult0.13064787
Profanity0.02249157
Threat0.1401159
Severe Toxicity0.014253352
Moderate 0.3260917 Low Con 0.18 Call_To_Action
Oct 4, 2025 IRCC Names India in Study …
Round them all out and deport them home with fines'.. . They should be banned from getting back. Asylum seekers from student permit should be flagged -because its fraud. This should never been considered. Send …
Round them all out and deport them home with fines'.. . They should be banned from getting back. Asylum seekers from student permit should be flagged -because its fraud. This should never been considered. Send them home.
Identity Attack0.23846684
Insult0.18107465
Profanity0.024609445
Threat0.13582869
Severe Toxicity0.013607788
Moderate 0.3245134 Low Con 0.28 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
They make easy online fake student stop no on line
They make easy online fake student stop no on line
Identity Attack0.031980325
Insult0.17858955
Profanity0.10982819
Threat0.011120236
Severe Toxicity0.010910034
Moderate 0.3245134 Low Con 0.26
Jan 15, 2026 2.9 million Canadian temporary visas …
MANAGEMENT AND CASTE BASED RESERVATION is the ROOT cause of all system collapse in INDIA .... 😡😡😡😡 -------------------------------------- 👉👉Why not only TWO quota in India.. [Government school quota (with non creamy certificate) AND private school …
MANAGEMENT AND CASTE BASED RESERVATION is the ROOT cause of all system collapse in INDIA .... 😡😡😡😡 -------------------------------------- 👉👉Why not only TWO quota in India.. [Government school quota (with non creamy certificate) AND private school quota] .. 🤔 ♦️Why insulting students by giving caste quota 😑 📌[ Read the above statement again and again ]👆 👉👉Caste quota is used again and again by the SAME FAMILY who developed using the caste quota..How the caste quota is going to help the POOR students from the SAME caste .. 😡😡😡😡 -------------------------------------- 🏮Caste quota in Tamilnadu is [ 69 % ] 😡 🏮Merit is a JOKE in India 🤣🤣🤣🤣 📌👉👉 In India LESS than - [ 30 % ] - (FC & BC) use ONLY Brain and HARD WORK to get a degree 😮 The rest around - [ 70 % ] - also use.. 1. MONEY (MANAGEMENT QUOTA) 2. CASTE QUOTA ( MBC & SC & ST ) 😡😡😡😡😡😡😡😡 ------------------------------------- 👉👉 Also.. DON'T sell seats using MANAGEMENT QUOTA .. Government should take control of all PRIVATE colleges seat admission ... Give the seat to those who have the marks and let them pay with interest when they go to the job.. to the studied private college.. ♦️( Give the seat to those who have the brain NOT to those who have the money) 😡😡😡😡 📌📌 Getting a degree solely depends on BRAIN .... [ MONEY and CASTE has NO place in it ].. 😡😡😡😡
Identity Attack0.32184324
Insult0.26957804
Profanity0.16403814
Threat0.058180105
Severe Toxicity0.06225512
Moderate 0.3234372 Moderate Con 0.475 Policy_Critique
Jan 28, 2026 1 likes 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.