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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "You should have stopped it …" 863 comments · Page 23 of 35
New Zealand also has mass immigration from India. It needs to stop.
New Zealand also has mass immigration from India. It needs to stop.
Identity Attack0.21470967
Insult0.033019636
Profanity0.017367685
Threat0.008013252
Severe Toxicity0.0050354004
Low Tox 0.18364124 Low Con 0.266 Comparative_Framing
Feb 7, 2026 Inside Canada's Indian Invasion...
CANADIANS SHOULD ALL STOP PAYING TAXES AND REVOLT!!!!!!
CANADIANS SHOULD ALL STOP PAYING TAXES AND REVOLT!!!!!!
Identity Attack0.11163961
Insult0.047935467
Profanity0.013576009
Threat0.009307829
Severe Toxicity0.004673004
Low Tox 0.18269104 Low Con 0.126
Nov 21, 2025 3 likes Thousands of refugees allowed into …
You’re not a Indian ones you become a Canadian citizen. These are Sikh Punjabi-Canadians. Nationality changes ones you lose forfeit your citizenship… ethnicity or religion doesn’t change. Stop putting us all in one box!
You’re not a Indian ones you become a Canadian citizen. These are Sikh Punjabi-Canadians. Nationality changes ones you lose forfeit your citizenship… ethnicity or religion doesn’t change. Stop putting us all in one box!
Identity Attack0.1769227
Insult0.05086332
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.003452301
Low Tox 0.18174082 Constructive 0.506
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Listen to Trump. Stop giving away your country. Do not give them Birthright Citizenship.
Listen to Trump. Stop giving away your country. Do not give them Birthright Citizenship.
Identity Attack0.09245483
Insult0.054962315
Profanity0.0127903465
Threat0.011430934
Severe Toxicity0.004425049
Low Tox 0.18174082 Low Con 0.19
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
1st step government must stop face covering, prayers on the streets, and all desert clothing. Take all these immigrants send them to Trudeau's door steps and have him support them. He allowed them in without …
1st step government must stop face covering, prayers on the streets, and all desert clothing. Take all these immigrants send them to Trudeau's door steps and have him support them. He allowed them in without Canadusn consent.
Identity Attack0.17303948
Insult0.060927123
Profanity0.014088398
Threat0.009256045
Severe Toxicity0.0044441223
Low Tox 0.18079062 Moderate Con 0.356 Policy_Critique
Aug 29, 2025 7 likes Why Canadians Are Turning Against …
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, …
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, and neither Ottawa nor Washington knew how to deal with this, other than to mass-import lots of foreigners in order to dilute the Anglo-French divide that was quickly turning toxic. Washington was not going to allow a new country to form on its northern frontier, potentially creating a new geopolitical fault line which could be exploited by the Soviet bloc. Therefore all the stops would be pulled out to rearrange the demographics of the suddenly fragile Canada. 3) This immigration game is just a human trafficking operation. Canada itself has been reduced to a human trafficking operation, originally to counter Quebec separatism, and then later the politicians just plain got addicted to importing new voters, rather than solving the problems of existing voters through good governance. 4) We're all up the creek without a paddle. Neither do I have any solutions to the current mess, nor do the people who made this video have any solutions. It's now like the weather - we can complain about it, but can't change it. Maybe Trump can solve it by breaking up Canada and turning pieces of it into new American states. I know - it's blasphemy - but... 5) *_I too am of Indian heritage,_* and have been a Canadian for over half a century.
Identity Attack0.105836816
Insult0.075868964
Profanity0.024062896
Threat0.009644418
Severe Toxicity0.004119873
Low Tox 0.18079062 Constructive 0.573 Unverified_Claim
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada is not bringing in immigrants to work. I am a child of immigrants. My parents worked hard from the day they landed and given 0 from the government. Today, these "new Canadians " get …
Canada is not bringing in immigrants to work. I am a child of immigrants. My parents worked hard from the day they landed and given 0 from the government. Today, these "new Canadians " get free housing, free large amounts of money(which they use to send back to their homeland)...while we , born Canadians find it hard to pay our everyday expenses. Does this make sense.? The government has to stop handing out our hard earned money. Take care of your own first. And we have to endure bending to their culture not them learning our culture...our humility and kindness. This is not about to being welcoming to everyone , this is about calling out to the government start cleaning up this mess before we ( born Canadians) find ourselves without a country of our own.
Identity Attack0.11163961
Insult0.07491849
Profanity0.020168742
Threat0.008427517
Severe Toxicity0.0048828125
Low Tox 0.1798404 Constructive 0.672 Economic_Argument
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Mass Migration is just as bad as Illegal Immigration. Never stop speaking the truth. Don't let the Wokies tell you otherwise. It's just common sense, statistics, real geopolitical based knowledge and basic reality.
Mass Migration is just as bad as Illegal Immigration. Never stop speaking the truth. Don't let the Wokies tell you otherwise. It's just common sense, statistics, real geopolitical based knowledge and basic reality.
Identity Attack0.10221587
Insult0.06858205
Profanity0.017094411
Threat0.0070034824
Severe Toxicity0.0032997131
Low Tox 0.17891699 Moderate Con 0.461 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, …
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, built a nation where opportunity is possible. We cannot erase the past, but we can acknowledge it and learn to live with respect. But to the wave of immigrants who came after 2017—listen carefully: you are ruining the very country you ran to for safety and opportunity. Too many of you are uncivilized. You don’t respect others. You lie, you cheat, you act without humility or integrity, you always go for short cut, you stink. You take advantage of a system you never helped build, and you give nothing back in return. This country was built on respect, honesty hard work, and accountability—values you seem to ignore. If you cannot live by those principles, then you don’t belong here. Canada is not here to lower itself to your standards. Either rise up, learn the values that make this country strong, or stop pretending you deserve the opportunities that others fought for. Never mind, just leave!!!!!!!
Identity Attack0.105256535
Insult0.07935401
Profanity0.019690514
Threat0.009359611
Severe Toxicity0.004234314
Low Tox 0.17891699 Constructive 0.605
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
As a pakistani i wanna say we are different please stop calling us indians we are not same
As a pakistani i wanna say we are different please stop calling us indians we are not same
Identity Attack0.1808059
Insult0.036435258
Profanity0.051431753
Threat0.008103873
Severe Toxicity0.004673004
Low Tox 0.17891699 Moderate Con 0.456 Identity_Assertion
Jan 29, 2026 5 likes Inside Canada's Indian Invasion...
Good it's about time there is kids being born in this country who need jobs and places to live when they grow up every year stop importing slave labor for rich corporations to abuse them …
Good it's about time there is kids being born in this country who need jobs and places to live when they grow up every year stop importing slave labor for rich corporations to abuse them it's not right When Men can't get work or a place to call their own it's very bad for a Civil Society
Identity Attack0.11976352
Insult0.0654725
Profanity0.019143965
Threat0.009256045
Severe Toxicity0.0048065186
Low Tox 0.17718399 Constructive 0.626
Nov 22, 2025 13 likes Quebec Ends Economic Immigration Program …
You should have stopped it now india n will take over. You cant stop it. More are coming
You should have stopped it now india n will take over. You cant stop it. More are coming
Identity Attack0.11047905
Insult0.03489272
Profanity0.035649836
Threat0.04880493
Severe Toxicity0.008392334
Low Tox 0.17718399 Low Con 0.186 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post …
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post ww1 to get away from euro trouble, only for second great war, and most were against forced to join because of direct proxy or relatives being killed. Applied to walmart - denied work applied ot im hortons - denied work applied ot schoos, isntitutions , trade shops, and more, denied work.. When you income is below hte poverty line, and you spending large amounts of time seekngi for a job or working but denied life and work at the same time. It becomes fairly strange. Denied education. Was sekeing ot be a general practioner, but I was cosntnaly called racist by black peopel that jsut arrived rrehsly. then there was CBC and asian gang relatiosn nad hte abuseo f minoirity acts. Then there was the nativism of evil colonizer. Then feminims eivl white male. THiese were being disturbuted or taught at courses by force. I stated I am just here for data. Since udner the acts of law which gives freedom, we are not ot be subjected to non facts, or idleaogical belief systems to be forcibly lived by only law to reality. So the neutrality of law is broken to a blief set of wrong doing. I sought ot sue only for my tuition back ot apply to another instiute as denied, menaing I scaped nickles nad diem nsa ultiamtely could not afford or recieve a lawyers aid or help. earnign so little and hte canada has the data. I am never offered charity or help.. its always cults importing token blakc random person or speaking about jews or natives that need something and htey clealry own a lot... WHihc is weird. So... I am the offspring of women and men that build foundations of canada and institutes. I am an only male descdent. I am unamrried, u=no family. We don't seek ot breed like wild animals ot have like khan line. We odn't follow trending or mediated lies. Poeple accuseyou of somethign you look it up and you knwo their full of hsit. I have not once broke any laws of canada, but the church groups certianyl push hard ot change laws so they can kill peopel with the statemonopoly of violence perverting law. That aside.. From computer works to psyhcolgoy, to flying planes to geological and nuclear studying to life... So earning less then teh poverty line not by choice, but because society deems it more improtant ot .. as I was told once, Hire their friends, but hten they lie beucase they trend ot hire foiregners or the toke nblakc card mantra that as going on... Mean while perosns head on a bus is chopped off and they are out in a few months... I was denied work to places liek ecole, canem. plethora of commerical and private plumbing companies... I came ot be an actionable person to have an income make a family, do I not get those freedoms. I also udner law I can refuse any merchant item that includes all and any nuetoxins or mandates via nuremburg code and other laws... My rights in covid and other groups have violated my so called lawful rights as a citizens. Keep in mind post great war my grandfather taught at UofA and fought against state corruption and tyranny. also from descendent tree of lords, but most titles were given up or forcibly removed, and so living people went off into most aristiocratic works which was study of nature and applicaiton of systems and works and selling. Natural in peace you build tolenace, resistance and epxloration and cumilate money, but money has no value. you can have 2k people sift hte saharaha deseert a reletively void place of mostly quartz. out of that 286 million cubic feet of sand, not evne silt sand. You cna get 1 million tonnes of gold... Not evne troy ounces... So the stupidity and cruelty ofsoicety is the denial of life in others that seem to choose spectacle and destructive tendencies that they are told to do and hten reinforce it. But logicallly. we are onyl told to od natural needs of society. not all the other lies... ALl I see .. my kindness wains its naturally in me I suppose. but huamsn are capable of killing other humans when put into a means ot defend the self... So the convicing werid liars of capitalism... but hten commit ot capital abuse, IE lawless extension of it. To then communism that is against osiclaism if you read engles and marxs on their hatred and stating social nature of not modern. whatever that means. Communism is against ownership.. I have been judged, as a christian or relgiious... which is werid... because I chose not to drink alcohal... chose not to go to strip clubs or ever purchase a female. these are our daughtersand I expect actionable works and fucntion ot hte future, not epxloitation and deviation of values to a subset. I have written 5 milion words on youtube, trying ot therapy myself in a place I am denied so much... They offer power or glory through their means of contorls sex, a mark of acitonable means, like metla shit coin work... Nothing of ever truth or educaiton. So yo uget a collectivism of cruelty. If I knew humans werethis savage I suppose I should of had avarice drive in me, but I don't I only seek truth. and acitonable means of relation... what I get is . Your not normal. becuase i don't trend ot naartion of mediated arts and socila engineering nad werid soft method of reid psyhcolgoy. I like law.. I liek roman history.... I dislike judiac law and emsianic law.. although I have simlair values... its liek writing a book thought. we can all write about a blue sky, but both authors are not telling or in teh same story.... oh yeha I was denied banking / having a bank accoutn for two years. One can see it was freedom of my choice, but I was threatened while lareayd poor by the RBC employee chan guy... stating he cna charge me endless nsf, chages well and above nad beyond that ammount. I cam in and aruged hwile he yelled at me... and my concer was when will it stop 20k ? ? dollars. the ammout nto be charged was 120.. and you charged me 450 in services fees, NSF fees. so rightfully so.. so instead of being accpeted or able to operate or work in the system I am denied life. Denied miltiary employee ment. .. applied several times.... denied work since it reuiqres suddenly all these extra certificates whihc used ot be jsut exist and hten can operate in it.. but stupid migrants need ot prove they can.. So I think huh, my grandfather aiding italy.. my other one aiding philipines in advances...
Identity Attack0.10221587
Insult0.06889887
Profanity0.024951037
Threat0.025961896
Severe Toxicity0.007133484
Low Tox 0.17718399 Constructive 0.663
Oct 30, 2025 IRCC Names India in Study …
Stop voting liberal....please people
Stop voting liberal....please people
Identity Attack0.1035157
Insult0.054376744
Profanity0.018255826
Threat0.0097738765
Severe Toxicity0.00415802
Low Tox 0.17631748 Low Con 0.257 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
the government better stop this before someone come into there house like Ryan wedding hit squad
the government better stop this before someone come into there house like Ryan wedding hit squad
Identity Attack0.0075845607
Insult0.037980765
Profanity0.028776871
Threat0.13279422
Severe Toxicity0.005607605
Low Tox 0.17545098 Low Con 0.192 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after …
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after watching social media and act out that hate.
Identity Attack0.078392304
Insult0.06921569
Profanity0.017026093
Threat0.007961469
Severe Toxicity0.002822876
Low Tox 0.17545098 Constructive 0.628 Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Actually Vassy, when millions of ppl come in they overwhelm our systems from education, medical, emergency, housing, transit and devalues our dollar. If you werent paid what you are paid youd be on our side. …
Actually Vassy, when millions of ppl come in they overwhelm our systems from education, medical, emergency, housing, transit and devalues our dollar. If you werent paid what you are paid youd be on our side. Stop selling your soul, you started humble and now you act like we dont matter
Identity Attack0.025806036
Insult0.082866095
Profanity0.018187506
Threat0.0069516995
Severe Toxicity0.0030326843
Low Tox 0.17545098 Constructive 0.554 Economic_Argument
Feb 25, 2026 'We do know that there's …
the invasion needs to stop
the invasion needs to stop
Identity Attack0.10221587
Insult0.02708937
Profanity0.042413518
Threat0.018710058
Severe Toxicity0.008049011
Low Tox 0.17545098 Low Con 0.17 Fear_Threat
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
It's Trudeau's fault! But it's strange that Canadians voted Liberal again! Canadians are going to get the same outcome with Carbon Tax Carney leading the country. Stop voting Liberals, they always leave the country in …
It's Trudeau's fault! But it's strange that Canadians voted Liberal again! Canadians are going to get the same outcome with Carbon Tax Carney leading the country. Stop voting Liberals, they always leave the country in shambles! Stephen Harper was a great leader! We need that again, forget about the Liberals!
Identity Attack0.068465814
Insult0.0838533
Profanity0.01402008
Threat0.0076637166
Severe Toxicity0.0031471252
Low Tox 0.17545098 Constructive 0.515
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The immigrants vote liberal. Tha Canada I grew up in no longer exists. The Liberals will not stop the destruction.
The immigrants vote liberal. Tha Canada I grew up in no longer exists. The Liberals will not stop the destruction.
Identity Attack0.1064171
Insult0.061101943
Profanity0.014498309
Threat0.011560392
Severe Toxicity0.0037002563
Low Tox 0.17458448 Moderate Con 0.321 Fear_Threat
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
mass immigration should be stopped everywhere
mass immigration should be stopped everywhere
Identity Attack0.1294935
Insult0.02122384
Profanity0.023516348
Threat0.011689849
Severe Toxicity0.005760193
Low Tox 0.17371799 Low Con 0.204 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Maybe stop letting criminals go once caught 😂🎉
Maybe stop letting criminals go once caught 😂🎉
Identity Attack0.010211408
Insult0.0836065
Profanity0.019553876
Threat0.010990778
Severe Toxicity0.0030517578
Low Tox 0.17371799 Low Con 0.141 Humor_Satire
Feb 18, 2026 96 likes Canadian immigration officers investigating hundreds …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. …
There are always two sides of the story. When British and French went from starting trade with indigeneous to brigning their families and settling towns on their land, they must have had the same feeling. Europeans just didn't stop their they openly slaughtered and put small children in residential schools where many lost lives and are still living with generational trauma. India was doing fine before british came in and lynched the economy to feed industrial revolution in west. I have seen Finnish, croatian, greek, polish, italian, german cultural centers and businesses serving their communities in Canada. Can we also say that they should assimilate in Canadian culture? What is even Canadian culture? It is the "The Canadian Charter of Rights and Freedoms", read that thing and the history if you are not familiar. I do acknowledge that there is massive influx of immigrants in a short span which govt. did to compensate for labor needs but they did not invest in infrastructure and orientation of immigrations. I have worked with Canadians in their 60s vs 20s, there was a huge difference in work ethic. My white manager relied on me and my another friend for closing or opening shift than some local preveliged kids. I am in support of deporting illegals but let's educate who are here legally. Collaborate with communities to voice out your concerns and look at the positive impact immigrants have made in past decades.
Identity Attack0.105256535
Insult0.06582214
Profanity0.028913507
Threat0.04524883
Severe Toxicity0.0063705444
Low Tox 0.17285149 Constructive 0.853 Moral_Argument
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
how about "a brand new Canadian university graduate programme"? how about "affordable rent and decent non-ghetto housing for young Canadian families programme"? how about "I need a decent job that pays for more than a …
how about "a brand new Canadian university graduate programme"? how about "affordable rent and decent non-ghetto housing for young Canadian families programme"? how about "I need a decent job that pays for more than a daily helping of mac and cheese programme"? how about "a programme that focuses on young Canadians living here and studying here and working 3-4 sht jobs to make ends meet"? how about a "we help our own citizens whom we as a first-world nation are responsible for programme"? and how about that "we all have a family doctor yee pee! programme"? how about a "stop playing Santa Klaus to foreigners programme"? finally bow about the "ffs programme"???!!!
Identity Attack0.04306607
Insult0.077136256
Profanity0.13873272
Threat0.0077672824
Severe Toxicity0.0065231323
Low Tox 0.17198499 Moderate Con 0.457
Nov 23, 2025 Quebec Ends Economic Immigration Program …
This need to stop get the Fawk out carney and let’s gets order in our country it’s already out of control
This need to stop get the Fawk out carney and let’s gets order in our country it’s already out of control
Identity Attack0.012441003
Insult0.06267534
Profanity0.11911256
Threat0.008945347
Severe Toxicity0.00579834
Low Tox 0.17198499 Low Con 0.164
Sep 30, 2025 IRCC Names India in Study …

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.