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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: "I hate how my country …" 161 comments · Page 4 of 7
Years ago, my great great grandfather came over here with $5. And he did fine. The liberals bring over all these monkeys over to dedicate into the streets, poach our fish, groping our women and …
Years ago, my great great grandfather came over here with $5. And he did fine. The liberals bring over all these monkeys over to dedicate into the streets, poach our fish, groping our women and young girls. Panhandling when they have a Rolls-Royce and a brand new home. Disrespecting Canada altogether and a lot of them say that they hate Canada if they hate Canada so much pack your stuff up and go back and be brave and clean up your own country instead of making Canada into outhouse
Identity Attack0.2808415
Insult0.40975618
Profanity0.094542764
Threat0.0116639575
Severe Toxicity0.014963473
Moderate 0.37751234 Moderate Con 0.402
Jul 20, 2025 How much do refugees and …
I've been saying for the last 6 years the whole problem with Canada is immigration it's got nothing to do with housing hospitals Healthcare schools and especially welfare it's because always new immigrants don't actually …
I've been saying for the last 6 years the whole problem with Canada is immigration it's got nothing to do with housing hospitals Healthcare schools and especially welfare it's because always new immigrants don't actually do anything they've been bad for Canada and will never be any good they hate the country but yet they want to be citizens give me a break our country is full of protesters and criminals
Identity Attack0.33675182
Insult0.37846634
Profanity0.027547138
Threat0.009256045
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.602 Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Indian (only ethnical not national) who got a job in Canada after doing my engineering degree from Singapore (my country). I chose Canada because it is cold, big and very unpopulated. But now …
I am Indian (only ethnical not national) who got a job in Canada after doing my engineering degree from Singapore (my country). I chose Canada because it is cold, big and very unpopulated. But now i left because too many competition and no more the peace. I hated populations.
Identity Attack0.39677486
Insult0.21836096
Profanity0.082581155
Threat0.011974656
Severe Toxicity0.014253352
Moderate 0.3666224 Constructive 0.657 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and do daily riots and try to claim the land without even doing any progress in the country....while indians who work hard for the country they live in make it prosperous with opportunity they do philanthropy, charity still getting hate for few bad people... You people really don't deserve kindness
Identity Attack0.44690517
Insult0.24928534
Profanity0.04216301
Threat0.017156094
Severe Toxicity0.017868511
Moderate 0.3666224 Moderate Con 0.494 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
the brain washing propaganda needing to import our replacements is BS. In my lifetime our population has doubled from the immigrants and we are way worse.. when the population was half of what it is …
the brain washing propaganda needing to import our replacements is BS. In my lifetime our population has doubled from the immigrants and we are way worse.. when the population was half of what it is now Canada was in a much better place.. so stop repeating the BS. This is the great replacement and they are not immigrants.. They are the villagers scamming their way here by fake schools or low skill jobs who have no plans to leave.. They have no respect for the country letting them in.. I have never gone to INdia, nor do i want to go.. I don't want to feel like im a stranger in my own country. The amount of crap happening is insane! I hate this country. your new First Post national state nightmare!
Identity Attack0.22458547
Insult0.35016364
Profanity0.10920923
Threat0.009023022
Severe Toxicity0.01502803
Moderate 0.36095104 Moderate Con 0.497
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I hate feeling like a tourist in my own country
I hate feeling like a tourist in my own country
Identity Attack0.32184324
Insult0.0813853
Profanity0.18294942
Threat0.008531082
Severe Toxicity0.012574885
Moderate 0.36095104 Moderate Con 0.393 Identity_Assertion
Feb 24, 2026 3 likes Inside Canada's Indian Invasion...
Send them back if they hate us and want to take are country they are not friends but enemies
Send them back if they hate us and want to take are country they are not friends but enemies
Identity Attack0.29951343
Insult0.18480228
Profanity0.08096472
Threat0.07093142
Severe Toxicity0.017481172
Moderate 0.36043653 Low Con 0.173 Identity_Assertion
Sep 4, 2025 1 likes Why Canadians Are Turning Against …
I hate my Liberal Government who did this to us. They have destroyed our country. There is no coming back from this. You think this is bad, look to the rural towns and who owns …
I hate my Liberal Government who did this to us. They have destroyed our country. There is no coming back from this. You think this is bad, look to the rural towns and who owns all the businesses.......
Identity Attack0.1035157
Insult0.24767025
Profanity0.06295506
Threat0.028897164
Severe Toxicity0.009765625
Moderate 0.34328604 Moderate Con 0.448 Policy_Critique
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Cree here, it’s pretty common belief that we hate Ottawa and the political class for trying colonization 2.0 from the liberals. It seriously fucked over the country with pollution, crime, and opportunities. Many reservations still …
Cree here, it’s pretty common belief that we hate Ottawa and the political class for trying colonization 2.0 from the liberals. It seriously fucked over the country with pollution, crime, and opportunities. Many reservations still don’t have running water but at least we have armed foreigners adding to the human trafficking numbers. I will never forgive or forget what new canada has done to me and my people.
Identity Attack0.14019285
Insult0.24493282
Profanity0.34099978
Threat0.012026439
Severe Toxicity0.016641939
Moderate 0.3389984 Constructive 0.583 Personal_Narrative
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Unfortunate and not good for the future of this country to have these little countries within Canada. It promotes zero assimilation and is ruining Canada. Even the older immigrants from India hate what is happening!
Unfortunate and not good for the future of this country to have these little countries within Canada. It promotes zero assimilation and is ruining Canada. Even the older immigrants from India hate what is happening!
Identity Attack0.38699543
Insult0.22770336
Profanity0.026180768
Threat0.009618527
Severe Toxicity0.0127685545
Moderate 0.3389984 Constructive 0.541
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian I hate it, it’s not right what’s happening to our country!!!!
As a Canadian I hate it, it’s not right what’s happening to our country!!!!
Identity Attack0.21470967
Insult0.086852804
Profanity0.089370176
Threat0.0116639575
Severe Toxicity0.0119018555
Moderate 0.33338684 Moderate Con 0.476 Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by Indian people in my area alone, the food quality dips, quality in general dips, they're rude, they get mad if THEY mess up at you which is super disrespectful. I come from a Hispanic culture do be respectful to other human beings if you enter another person's country. Your laws no longer apply here and people who are foreign seem to think that is not the case. I hate seeing local grocery stores get bought out because nothing feels the same. Its not a community anymore its an infestation of rude, self centered obnoxious foreigners who treat everyone like crap because they're miserable. Many don't last because American's aren't going to go to a place that isn't really local anymore its not the same faces they're used to its a cheap old Indian man who is too lazy to fix anything and gets mad when you order too much and by too much like 4 things....
Identity Attack0.35948995
Insult0.19734058
Profanity0.16915557
Threat0.018019408
Severe Toxicity0.01825585
Moderate 0.3302291 Constructive 0.729 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
Identity Attack0.06704199
Insult0.18977246
Profanity0.052183274
Threat0.34804323
Severe Toxicity0.014447021
Moderate 0.32971194 Low Con 0.176 Fear_Threat
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you …
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you can't be labeled racists etc for speaking the truth! I can tell you right now if I was to go to another country I would not get there illegally and take advantage of anything and everything I can from that countries government while showing hate for that very country. I sure as hell would not expect society in that country to bow down and be forced to accept and support the ways I knew from being from Canada. It blows my mind to see the level of entitlement and ignorance! Canada is dying........quick
Identity Attack0.28034934
Insult0.24630153
Profanity0.24910301
Threat0.010938995
Severe Toxicity0.017158391
Moderate 0.3286776 Constructive 0.759 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
That guy explained what they think and not respecting our religion, then easier go in the country of your religion and no more need for hating Christian or other religions 🤔😥
That guy explained what they think and not respecting our religion, then easier go in the country of your religion and no more need for hating Christian or other religions 🤔😥
Identity Attack0.3780483
Insult0.09124154
Profanity0.049678206
Threat0.009566744
Severe Toxicity0.011291504
Moderate 0.3281604 Moderate Con 0.405 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their country... Something something, they despise us for not accepting their fake god... I dont mean to say there is a limit the people can take before they start opposing those protests and riots in the streets. but as Somebody who has never had or wanted to have a hateful bone in my body. Why do these cultists spark so much (and it pains me to even say this but) hatred in me.
Identity Attack0.17226285
Insult0.24835461
Profanity0.21781154
Threat0.13178273
Severe Toxicity0.01935331
Moderate 0.3260917 Constructive 0.624 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Lets put together a collection of videos to spread more division -that helps. 🙄 You hate it so much? Go ahead, find a better country. It's channels like this that feed into the hate just …
Lets put together a collection of videos to spread more division -that helps. 🙄 You hate it so much? Go ahead, find a better country. It's channels like this that feed into the hate just to get views.
Identity Attack0.10221587
Insult0.1342682
Profanity0.12096943
Threat0.021300001
Severe Toxicity0.012359619
Moderate 0.32289913 Moderate Con 0.305
Aug 26, 2025 Why Canadians Are Turning Against …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the …
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the hate rising. You have flood the country with unqualified and uneducated student immigrants and it’s making the rest of us who have been here 40 years scared. Immigration should be a mechanism that is used with high level discretion and sparingly not a replacement mechanism that fuels fear, hate, repulsion. 😟
Identity Attack0.32768643
Insult0.17610447
Profanity0.029596692
Threat0.009722093
Severe Toxicity0.010375977
Moderate 0.32074678 Constructive 0.743 Personal_Narrative
Sep 28, 2025 1 likes IRCC Names India in Study …
My apartment complex was taken over by Immigrants and they hated me for making bacon and eggs in the morning they conspired against me and had me evicted I lived in a car for two …
My apartment complex was taken over by Immigrants and they hated me for making bacon and eggs in the morning they conspired against me and had me evicted I lived in a car for two weeks before I found an apartment and now my rent is higher and I can barely afford it... living in canada is going to get worse for canadian and the immigrants our taking our country they only hire their own when they get in a position of power in their line of work... and the cost of living is getting higher because the landlords know to increase rent when the international students come here
Identity Attack0.34000012
Insult0.19734058
Profanity0.049678206
Threat0.011819307
Severe Toxicity0.013607788
Moderate 0.31686464 Constructive 0.636
Aug 29, 2025 Why Canadians Are Turning Against …
As indian we didn't like our country because india have more blind followers of political parties like BJP who never asked questions to government (in 2014 and 2025 BJP ruled india) we have corruption in …
As indian we didn't like our country because india have more blind followers of political parties like BJP who never asked questions to government (in 2014 and 2025 BJP ruled india) we have corruption in anyway if your Rich with contact with political (BJP) so your are free to any crime. ( Same Indian are uncivilized and some are civilized who Leved india to better quality Life ) I'll just went to say something to other. I'll didn't hate our country but I'll enough to see corruption in anyways in India.
Identity Attack0.29951343
Insult0.26957804
Profanity0.096482486
Threat0.024753258
Severe Toxicity0.017093835
Moderate 0.3140926 Constructive 0.717 Personal_Narrative
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how our lovely country is going down hill because of the mistakes of our government not screening the immigrants coming to this country. We’re sick and tired of the mess this has done to our country. My son is almost 40, born in Canada and is facing the sane dilemma as our fellow Canadians. We must do some reform with our immigration.
Identity Attack0.27991617
Insult0.24928534
Profanity0.035649836
Threat0.009747985
Severe Toxicity0.011367798
Moderate 0.31132057 Constructive 0.597 Identity_Assertion
Sep 15, 2025 Why Canadians Are Turning Against …

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.