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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: "We don’t have a government …" 1,794 comments · Page 32 of 72
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
The Canadian government is also at fault! Look at our CBSA… 90% of them are born outside Canada and if they get security clearance in their own country then they are fine to come and …
The Canadian government is also at fault! Look at our CBSA… 90% of them are born outside Canada and if they get security clearance in their own country then they are fine to come and work in Canada without Canada looking into it. Many of them can barely speak any English at all. Or French. Our government and the government policies in Canada are a joke.
Identity Attack0.15731181
Insult0.1935001
Profanity0.020373698
Threat0.0067963502
Severe Toxicity0.0044822693
Low Tox 0.26859093 Moderate Con 0.354 Policy_Critique
Oct 1, 2025 1 likes IRCC Names India in Study …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these …
Notice how they r all from Punjab & hardly from anywhere else in India, btw Pakistan also has the other half of Punjab...these r people with agenda or agendas... Justin Trudeau cozyed up to these "khalistani" who want to create their own nation khalistan in India or maybe Canada...god alone knows, his father also cozyed up to them which led to the hijacking of Air India flight 423 forced to land in Lahore Pakistan instead of Amritsar India. Air India Flight 182 was a scheduled international flight from Toronto Pearson International Airport (as Air India Flight 181) to Sahar International Airport with regular Mirabel-London-Delhi stops. On the morning of June 23, 1985, the Boeing 747-237B[note 1] serving the route exploded near the coast of Ireland from a bomb planted by Sikh terrorists.[1][2][3] All 329 people on board were killed including 268 Canadian citizens, 27 British citizens, and 22 Indian citizens.[4] The bombing of Air India Flight 182 is the worst terrorist attack in Canadian history and was the world's deadliest act of aviation terrorism until the September 11 attacks in 2001. It remains the deadliest aviation incident in the history of Air India, and the deadliest no-survivor hull loss of a single Boeing 747 (from Wikipedia) The Sikhs shouldn't be mistaken for khalistanis, the khalistanis r a splinter group led by radicals who indoctrinate young sikh towards their khalistani believes & r supported, funded & controlled to some extent by the ISI of Pakistan. Edit: the Canadian government & other officials should take strict actions against any illegal immigrants & monitor the activities of these "khalistanis" because they seem to be gathering strength...sooner or later this will come back to bite Canada in the rear end...
Identity Attack0.27875587
Insult0.1711343
Profanity0.04742365
Threat0.019055385
Severe Toxicity0.012962224
Low Tox 0.26859093 Constructive 0.524 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It's all by design, designed to destroy the country, destroy European cultures and create a dependent class, so, they can implement one world government.
It's all by design, designed to destroy the country, destroy European cultures and create a dependent class, so, they can implement one world government.
Identity Attack0.18002926
Insult0.06424874
Profanity0.06345607
Threat0.13329996
Severe Toxicity0.01159668
Low Tox 0.26859093 Low Con 0.186
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all scandals..wondering…some thing big way wrong going on government side’s also…go deeply…once again I repeat..refugees status very big scandals kicks them immediately out of Canada..most of them working..unofficial in cash payments received…& government all benefits & finance enjoying…that’s more burden on governments & tax payers in Canada..wakes up..mercy less..immediately..still not too late..otherwise once in futures Canadian citizens will be refugees…we know at least India…consultants & contacts in Canada..sir..wakes up..wakes up.
Identity Attack0.2127345
Insult0.16817254
Profanity0.02344803
Threat0.010835429
Severe Toxicity0.009651184
Low Tox 0.26859093 Constructive 0.532
Nov 8, 2025 1 likes IRCC Names India in Study …
The immigrants are the ones responsible for the cost of living going because there government is giving them more then our government can give us to live off of and they can afford the higher …
The immigrants are the ones responsible for the cost of living going because there government is giving them more then our government can give us to live off of and they can afford the higher cost of living. They come from problems from their home countries and come here to treat us how they treat each other in their home countries
Identity Attack0.32184324
Insult0.0818789
Profanity0.020920247
Threat0.0072365063
Severe Toxicity0.008621216
Low Tox 0.2667042 Moderate Con 0.473
Sep 24, 2025 Why Canadians Are Turning Against …
Deport them along with the Trudeau liberal government that let them into canada
Deport them along with the Trudeau liberal government that let them into canada
Identity Attack0.20878418
Insult0.06442356
Profanity0.018392462
Threat0.10696311
Severe Toxicity0.009384155
Low Tox 0.2667042 Low Con 0.169 Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Government should try to send them back to their own country you have that rights
Government should try to send them back to their own country you have that rights
Identity Attack0.23542951
Insult0.06921569
Profanity0.033144772
Threat0.020091362
Severe Toxicity0.009994507
Low Tox 0.2667042 Low Con 0.274 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
Is been Doing for long time but takes government year's to now is the same with corrupt driving schools
Is been Doing for long time but takes government year's to now is the same with corrupt driving schools
Identity Attack0.013847848
Insult0.26957804
Profanity0.023379711
Threat0.0068287146
Severe Toxicity0.0029754639
Low Tox 0.2667042 Low Con 0.136 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
Poor Canadians. They didn't ask for this!!! Too liberal governments are spoiling the West!!
Poor Canadians. They didn't ask for this!!! Too liberal governments are spoiling the West!!
Identity Attack0.17769934
Insult0.16766082
Profanity0.019758832
Threat0.008259222
Severe Toxicity0.0043296814
Low Tox 0.2667042 Low Con 0.238
Sep 20, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Canadian citizens cant even properly defend themselves against an intruder in their own home. This is the same government who didnt allow us to visit our sick family members. You think they care about us.
Canadian citizens cant even properly defend themselves against an intruder in their own home. This is the same government who didnt allow us to visit our sick family members. You think they care about us.
Identity Attack0.10221587
Insult0.24287975
Profanity0.019075647
Threat0.007793174
Severe Toxicity0.0050354004
Low Tox 0.2648175 Moderate Con 0.436 Policy_Critique
Feb 18, 2026 14 likes Canadian immigration officers investigating hundreds …
The other reason we are letting them in is that our government thinks they are the saviours of the world; they stand up all over the world and shake their fingers at other countries screaming …
The other reason we are letting them in is that our government thinks they are the saviours of the world; they stand up all over the world and shake their fingers at other countries screaming gender equality (but don't mention the rapes in women’s prisons by men who claim to be women). All our government does is virtue signal.
Identity Attack0.17303948
Insult0.0813853
Profanity0.06295506
Threat0.037530303
Severe Toxicity0.009613037
Low Tox 0.2648175 Moderate Con 0.367 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
As a Canadian, who was born in India, I'm fully on board with deporting these bad apples. Please do this asap. No system is perfect and we have a smart government that acts in the …
As a Canadian, who was born in India, I'm fully on board with deporting these bad apples. Please do this asap. No system is perfect and we have a smart government that acts in the public interests. Love to all.
Identity Attack0.23542951
Insult0.16839184
Profanity0.02973333
Threat0.035458352
Severe Toxicity0.009384155
Low Tox 0.2648175 Constructive 0.738 Personal_Narrative
Feb 19, 2026 Canadian immigration officers investigating hundreds …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to The Culture and Lifestyle..Im not gonna bring my Old Ways that I wanted to leave to a New Country and Life...I feel like its not Canadians being Racist it's that they came here and The Government and Businesses are Catering to them From Adding Specific Food Items to cater to them most Jobs are by passing others to hire them...And on top of that Canadians are dealing with Food Cost being High still and Working a Job and still not making else to live a decent Life...Seems like most people are Working to Survive and Pay Bill and don't even have enough to atlest go out and have a peace of mind and have a Social Life...There brought in all these Immigrants to The Country while The Country was basically under a Recession...And this Problem is not getting Fixed now and it seems like it's getting worst..To the point I feel like a Civil War could even break out I this don't get Fixed somehow and someway... Purple Gorillaz Was Here. Peace.
Identity Attack0.28034934
Insult0.14150882
Profanity0.03339528
Threat0.0074306927
Severe Toxicity0.009689331
Low Tox 0.2648175 Constructive 0.74 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per day to be housed in hotel room and food etc?! This is wrong as how come ppl like myself awaiting to have my knee replacement surgery I am only getting $1208 per month on disability EIA? I am sorry but I was.born and raised a true Canadian citizen from Wpg Mb Canada, I have never relocated and came back to Canada I have always remained here right from first day I was born! I lived threw our most brutal winters we have ever had and yes I lived it and still and were is my $30000 or should I say $53000, $1000 for each year born and raised here in Canada is what it should be!? These immigrants come here need to learn English language fluently both speak and listen in it as well, they should not become a Canadian citizen legally until they have resided in Canada for a substantial amount of time! A Canadian citizenship status should be earned big time no matter where you came flat out before getting any benefits of any kind and be able to buy and sell homes here too!? I find cab drivers muslems mostly very ignorant and rude talking in their language while on the job behind the wheel must add yes ppl driving you to your destination and not to mention do these.ppl stop to think maybe your clients passengers get annoyed listening to that on their ride to where ever,???? NO NO NO!! YOUR WIFE, MOTHER, FATHER OR CHILDREN WHOMEVER SHOULD NOT BE BOTHERING YOU WHILE YOU ARE ON THE JOB WORKING?! When I go to work as a nurse do you see me talking to my spouse or family members while I am helping my clients eat or bath and get dress, NO WAY YOU WOULD BE FIRED!!? Us Canadian citizens need to stand together and our tax paying money we should have a say in where it should be going not to ppl who are not from our country!?
Identity Attack0.21668483
Insult0.16846494
Profanity0.025360947
Threat0.007883795
Severe Toxicity0.008163452
Low Tox 0.26293078 Constructive 0.8
Aug 29, 2025 Why Canadians Are Turning Against …
Too much government. The bigger the government gets the more problems and courupt it becomes.
Too much government. The bigger the government gets the more problems and courupt it becomes.
Identity Attack0.015857628
Insult0.24928534
Profanity0.01941724
Threat0.008013252
Severe Toxicity0.002937317
Low Tox 0.26293078 Low Con 0.108 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Canada will never face any problem from Hindus because Indian Hindus who always live within the country will never betray the country. Those people do not take even a single penny of wrong help from …
Canada will never face any problem from Hindus because Indian Hindus who always live within the country will never betray the country. Those people do not take even a single penny of wrong help from the Canadian government.
Identity Attack0.32768643
Insult0.08558089
Profanity0.019895468
Threat0.007081157
Severe Toxicity0.006980896
Low Tox 0.26293078 Moderate Con 0.435
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You are right! Most immigrants who comes to Canada with the intension of changing the culture, religion, and tradition are the one causing all this problems. They monopolize the job market because they create network …
You are right! Most immigrants who comes to Canada with the intension of changing the culture, religion, and tradition are the one causing all this problems. They monopolize the job market because they create network between their own community. Because of this, the job opportunities are limited for this communities. As for the religious immigrants, they have to stay in their country if they need a muslim nation, because nobody wants it here. This is the weakness of the Government of Canda. The Government must do something to solve this problem and deport this kind of immigrants.
Identity Attack0.32476485
Insult0.08558089
Profanity0.017709278
Threat0.007327127
Severe Toxicity0.00667572
Low Tox 0.26104406 Constructive 0.653
Aug 27, 2025 Why Canadians Are Turning Against …
Government failure not legal or illegal immigrants or aliens
Government failure not legal or illegal immigrants or aliens
Identity Attack0.23391083
Insult0.08508729
Profanity0.025907494
Threat0.008181547
Severe Toxicity0.007858276
Low Tox 0.26104406 Low Con 0.179 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
When local college graduate 10000 graduated students then They bring 10000 temporary workers for the same field , Crazy the citizens whom graduated have no job and face disadvantage crisis for paying their student loan …
When local college graduate 10000 graduated students then They bring 10000 temporary workers for the same field , Crazy the citizens whom graduated have no job and face disadvantage crisis for paying their student loan ,Omg But those temporary get hired instantly becuse they have full support from government but sadly the citizens who graduated local college zero support plus they get rejected instantly lol. And we still paying the temporary workers salary with student loan, Please check Non profit rmployment around the country Calgary tempore worker have more full time job than locsl citizens in Non profit sector working as social services center. Check the ratio of employment between citizens and temporary Visa holder ,crszy check the result STILL COMMUNITY SUPPORT WORKERS WITH STUDENT LOAN HAVE NO JOB BECAUSE OF BUT MUST PAY STUDENT LOAN ...
Identity Attack0.01374736
Insult0.24630153
Profanity0.08096472
Threat0.008246276
Severe Toxicity0.005607605
Low Tox 0.26104406 Constructive 0.784 Economic_Argument
Feb 24, 2026 'We do know that there's …
Is this turban people from pakistan? pakistan has this people and also named as punjab, In order to promote terrorism in India and to intrude India's internal affairs , Canadian government let the Sikh immigrants …
Is this turban people from pakistan? pakistan has this people and also named as punjab, In order to promote terrorism in India and to intrude India's internal affairs , Canadian government let the Sikh immigrants to enter illegally in favour. Similarly british government let Pakistanis illegally inside to trouble for kashmir issue. People has to question their poltiicans and remove if they entered illegally ...
Identity Attack0.3043136
Insult0.089778624
Profanity0.02167175
Threat0.05203775
Severe Toxicity0.01083374
Low Tox 0.25915736 Moderate Con 0.481
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to …
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to move up and settle in their own region. Who made canada a Canada, of course its the Europeans. African muslims immigrants and Indians are same. Difference is one is doing it aggressively and another one doing it silently. Also don't forget the civic sense, indiscipline and behaviours of Indians. Canadian government should do something. Votebank politics ruined nations.
Identity Attack0.2869935
Insult0.12702756
Profanity0.020988565
Threat0.009981008
Severe Toxicity0.0075912476
Low Tox 0.25915736 Constructive 0.583 Policy_Critique
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Our government did this to us, specifically the liberal party with their rampant hubris and corruption. As someone who just turned 20, and watched my country get ruined by these people- I’ll not vote for …
Our government did this to us, specifically the liberal party with their rampant hubris and corruption. As someone who just turned 20, and watched my country get ruined by these people- I’ll not vote for for that party for MANY years until they start partaking in accountability and stop selling the birthright of our younger generation from right under us.
Identity Attack0.036620867
Insult0.24171697
Profanity0.020032106
Threat0.009696201
Severe Toxicity0.004234314
Low Tox 0.25915736 Moderate Con 0.451 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
If you believe the government you should be aware of scammers cause your on their list
If you believe the government you should be aware of scammers cause your on their list
Identity Attack0.011173353
Insult0.24561718
Profanity0.04792466
Threat0.007948523
Severe Toxicity0.0034332275
Low Tox 0.25727063 Low Con 0.196 Fear_Threat
Jan 19, 2026 Canada’s new rules in 2026

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.