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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: "Why do ppl go to …" 21 comments
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. …
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. We also have serious crime here because of them. Extortion cases, gang shootings, polluting the community with drugs. Dumptruck drivers who operate trucks with serious mechanical problems risking ppl's lives. My friend works for Commercial Vehicle Safety Enforcement and says they are the biggest offenders on the road by far!! Majority of them are really nice people but when the government allows tens of thousands to flood the place the numbers of scumbags go up.
Identity Attack0.56445944
Insult0.6120431
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.44787344
Toxic 0.7675452 Constructive 0.636 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
No we don't they are disgusting. And can't drive ppl hate going anywhere close to durka land .the crime the scamers.. we hate the smell they are rude horrible ppl ... crime and scams
No we don't they are disgusting. And can't drive ppl hate going anywhere close to durka land .the crime the scamers.. we hate the smell they are rude horrible ppl ... crime and scams
Identity Attack0.26494437
Insult0.6798578
Profanity0.2882351
Threat0.031314444
Severe Toxicity0.16960317
Moderate 0.6989911 Moderate Con 0.418 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
Identity Attack0.40713623
Insult0.5270482
Profanity0.55356324
Threat0.045895394
Severe Toxicity0.35058254
Moderate 0.6544696 Constructive 0.59 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing …
My buddy is half black and half white so he’s light skinned and has straight wavy hair. Hes been sick so he went out to get food wearing a mask etc and was social distancing in Wendy’s while ordering and waiting for his food. When a white lady and her 8-10 year old son he noticed kept getting really close to him. He said excuse me in trying to keep distsnce as I have a cold and the lady turned to him told him to fuck off and go back to India ☝️ he’s Bahamian 🇧🇸 ☝️ and here is the kicker her SON is also mixed but is darker skinned than my friend and he said in that moment he saw her sons reaction was embarassed and that of being ashamed. We don’t know this woman’s life story but this is a partial snapshot of how frustrated and tired ppl are on top of toxicity ignorance and hatefulness.
Identity Attack0.5135796
Insult0.4339631
Profanity0.57236236
Threat0.100830056
Severe Toxicity0.34981552
Moderate 0.5885171 Constructive 0.74 Identity Attack Personal_Narrative
Aug 28, 2025 4 likes Why Canadians Are Turning Against …
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I …
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I didn't speak Indian!!! I'm not working another second until every Indian is deported. I am not training a terrorist to be a normal citizen. They're all saboting scumbags too. Especially the gen z Indians! They are the worst. Lazy, entitled, always on their phones and constantly wonders why white ppl work so hard. Yknow if you work hard your day will go by quicker.
Identity Attack0.5516043
Insult0.5678696
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.562 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
These ppl come amd make it a little india nd then dont assimilate and act exactly the same. Why not go home and be there then if you miss it ad love it so much. …
These ppl come amd make it a little india nd then dont assimilate and act exactly the same. Why not go home and be there then if you miss it ad love it so much. Its not racist to not eant our homes taken regardless of how hypocritical that is
Identity Attack0.37730414
Insult0.43450394
Profanity0.1811049
Threat0.01119791
Severe Toxicity0.02167734
Moderate 0.42985553 Constructive 0.529 Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
the babies they have are also inbred. I'm done with this. I'm ok with ppl that come here to live like us but if you are here to change our values then you can go …
the babies they have are also inbred. I'm done with this. I'm ok with ppl that come here to live like us but if you are here to change our values then you can go back home. when they get full power they will kill us Christ faith Canadians.. they are already burning down our churches. I'm not religious but ill stand with Christ before i bow to Islam.
Identity Attack0.46028158
Insult0.18355975
Profanity0.07223598
Threat0.22514746
Severe Toxicity0.023076924
Moderate 0.3969567 Moderate Con 0.432 Fear_Threat
Sep 9, 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 …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Identity Attack0.18705739
Insult0.27763805
Profanity0.04667213
Threat0.007883795
Severe Toxicity0.007019043
Moderate 0.30502358 Constructive 0.661 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I personally know ppl who got into Canada on fake docs as a student, signed up for some bogus, dumbed down course and after getting his work permit and PR, his GF has gotten into …
I personally know ppl who got into Canada on fake docs as a student, signed up for some bogus, dumbed down course and after getting his work permit and PR, his GF has gotten into Canada the same way, taking advantage of Canada's corrupt immigration system that is full of loopholes to exploit. Colleges are crying after their "lost revenue, Don't feel sorry for any of them! They are already rich from the international students whom paid triple tuition, while your daughter can't get into a college. The IRCC needs to STOP issuing work permits and residency to international students. Once graduated, needs to go back home..
Identity Attack0.08004672
Insult0.24928534
Profanity0.04742365
Threat0.0072882893
Severe Toxicity0.0066375732
Low Tox 0.28425202 Constructive 0.615 Personal_Narrative
Sep 29, 2025 51 likes IRCC Names India in Study …
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 …
All those homeless ppl should go live in the gurudwara 😂 it's literally free food
All those homeless ppl should go live in the gurudwara 😂 it's literally free food
Identity Attack0.12440576
Insult0.09124154
Profanity0.06946823
Threat0.012596053
Severe Toxicity0.01121521
Low Tox 0.2359567 Low Con 0.199
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Why do ppl go to another country only to build their baggage there instead of just staying in their own country? It's like every religion wants to take over certain countries with their religion I …
Why do ppl go to another country only to build their baggage there instead of just staying in their own country? It's like every religion wants to take over certain countries with their religion I didn't understand y they just dont stay in their own country
Identity Attack0.10221587
Insult0.022770792
Profanity0.022149978
Threat0.0070552654
Severe Toxicity0.002822876
Low Tox 0.11212669 Moderate Con 0.41 Identity_Assertion
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion …
Going back to their countries is a tragedy? Why? It is their countries! Can Canadians go to their countries & get scholarships & benefits & citizenships? No? Why’s that not a tragedy? The only opinion voiced on that tv is on the beneficiaries & the immigration lawyers that make bank off of trading in humans, why are u guys so biased against & isolated from this country’s ppl?
Identity Attack0.06249457
Insult0.034341812
Profanity0.0118680475
Threat0.0064985976
Severe Toxicity0.002155304
Low Tox 0.11161 Moderate Con 0.424 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Madame when ppl say you have no culture… respond with our architectural achievements, rule of law, lifestyle, our language our artwork, our medical advances, our railways and then go on and on and they might …
Madame when ppl say you have no culture… respond with our architectural achievements, rule of law, lifestyle, our language our artwork, our medical advances, our railways and then go on and on and they might learn something.
Identity Attack0.004606233
Insult0.0279513
Profanity0.011133623
Threat0.005945166
Severe Toxicity0.0009441376
Low Tox 0.057005897 Moderate Con 0.344
Sep 17, 2025 1 likes Why Canadians Are Turning Against …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Identity Attack0.014551271
Insult0.02567133
Profanity0.01309778
Threat0.0067445673
Severe Toxicity0.0012683868
Low Tox 0.054531995 Constructive 0.658 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
I dont see anything wrong in Brampton. People going about their business. Most ppl were like they have been a net positive. Am I missing something here? is the crime that bad?
Identity Attack0.0037552824
Insult0.011730902
Profanity0.011970525
Threat0.0066215824
Severe Toxicity0.00084400177
Low Tox 0.023199737 Constructive 0.586 Question
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the …
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the next 25 years, going from 30 to 40 million ppl. so essentially it's not just population increase which only accelerated a bit, but it's the fact they didn't expand their economic market size to accomodate and reflect the needs that come with this increase.
Identity Attack0.0021551251
Insult0.0069143726
Profanity0.0092292465
Threat0.005854546
Severe Toxicity0.00044345856
Low Tox 0.006942749 Moderate Con 0.458
Jun 24, 2025 1 likes How Canada broke its immigration …

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.