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

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Active: "We need to stop being …" 181 comments · Page 7 of 8
Same thing is happening in NYC suburbs... my local church just got bought up... The local greek spot is now a "curry kitchen".... Needs to stop. Politicians don't care, they just see $$$
Same thing is happening in NYC suburbs... my local church just got bought up... The local greek spot is now a "curry kitchen".... Needs to stop. Politicians don't care, they just see $$$
Identity Attack0.061130337
Insult0.03312982
Profanity0.017914234
Threat0.0072235605
Severe Toxicity0.002231598
Low Tox 0.112540044 Constructive 0.559 Fear_Threat
Dec 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Need to stop Immigration till infrastructure can catch up .Trudeau made a mess with Immigration.
Need to stop Immigration till infrastructure can catch up .Trudeau made a mess with Immigration.
Identity Attack0.038683333
Insult0.033460364
Profanity0.012482914
Threat0.007909686
Severe Toxicity0.0020980835
Low Tox 0.11057663 Low Con 0.251
Jan 5, 2026 1 likes New rules, regulations take effect …
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a …
Canada is too nice and is being taken advantage of. This money spent should be charged to the people being deported if they don’t comply. We need to stop immigration 100% until Canada gets a hold on the people already here. One in one out !!!
Identity Attack0.06567776
Insult0.022190686
Profanity0.011133623
Threat0.011172019
Severe Toxicity0.0030899048
Low Tox 0.10870059 Moderate Con 0.377 Policy_Critique
Jan 6, 2026 Deportations From Canada at Their …
Canada needs to stop immigration
Canada needs to stop immigration
Identity Attack0.08666438
Insult0.017356457
Profanity0.014805742
Threat0.010472948
Severe Toxicity0.002822876
Low Tox 0.10653123 Low Con 0.169 Policy_Critique
Jul 27, 2025 Canadian Citizenship Test 2025 – …
They seem to be the best Legal Migrant Community to have i guess. Except the Canada to USA Illegaly part, that needs to stop
They seem to be the best Legal Migrant Community to have i guess. Except the Canada to USA Illegaly part, that needs to stop
Identity Attack0.08087392
Insult0.02264188
Profanity0.011628932
Threat0.006809296
Severe Toxicity0.0019741058
Low Tox 0.102192536 Moderate Con 0.353 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Since everyone is an immigrant in immigrant nations, they need to work on immigration and keep up their values as a nation. People exploiting Canada, US or anywhere should be stopped immediately, sorry but immigration …
Since everyone is an immigrant in immigrant nations, they need to work on immigration and keep up their values as a nation. People exploiting Canada, US or anywhere should be stopped immediately, sorry but immigration should work on that.
Identity Attack0.06613251
Insult0.02193286
Profanity0.011646013
Threat0.007832011
Severe Toxicity0.0019359589
Low Tox 0.09611836 Constructive 0.565
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing in large numbers of people from 3rd world countries won’t fix the real issues — it may even harm the system over time. Speaking as an Indian, I can say that many of our people don’t adapt to the host country’s culture or values; instead, they often bring the same mindset that created problems back home. Look at India — poor infrastructure, declining quality of life, and a government more focused on propaganda than progress. Importing that mentality, even among the so-called “educated,” won’t benefit Canada. Core values and a willingness to evolve matter far more than degrees. Your govt should also stop permit or spending public money on building temples, mosques, or any religious structures. Why do we even need them? Faith is a personal matter — keep your beliefs and celebrations at home. Things starts with these things only.
Identity Attack0.050443888
Insult0.027841117
Profanity0.013302735
Threat0.007365964
Severe Toxicity0.0021076202
Low Tox 0.081625134 Constructive 0.682
Oct 10, 2025 IRCC Names India in Study …
Deportations are not at a high enough level. We need to increase it 100x and stop letting more in. We need to fix Canada first.
Deportations are not at a high enough level. We need to increase it 100x and stop letting more in. We need to fix Canada first.
Identity Attack0.034558404
Insult0.018065477
Profanity0.009869732
Threat0.009126588
Severe Toxicity0.0022125244
Low Tox 0.075294 Moderate Con 0.367 Call_To_Action
Dec 30, 2025 1 likes Deportations From Canada at Their …
Our liberal government needs to stop mass immigration. That's all there is to it.
Our liberal government needs to stop mass immigration. That's all there is to it.
Identity Attack0.038683333
Insult0.01767874
Profanity0.011253181
Threat0.0077802283
Severe Toxicity0.0018596649
Low Tox 0.07371122 Low Con 0.212 Policy_Critique
Jan 31, 2026 Why Canadians Are Turning Against …
Try finding an apartment!! I had to move from one airbnb yo another to another for months. Meanwhile, getting passed over from one apartment to another. These folks were transferring first and last before even …
Try finding an apartment!! I had to move from one airbnb yo another to another for months. Meanwhile, getting passed over from one apartment to another. These folks were transferring first and last before even being chosen. They were starting bidding wars over apartments. Paying way more than asked. That's what drove the rent cost through the roof! I have a friend who has been staying at motel for months now trying to find a place. He was turned down for a place with a cosigner that makes 100k a year! It needs to stop!
Identity Attack0.0048837173
Insult0.033570543
Profanity0.019895468
Threat0.0072882893
Severe Toxicity0.001783371
Low Tox 0.07371122 Constructive 0.748 Economic_Argument
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
Why does Canada need 1 million international students (as per Statista) it makes no sense. The total working population is around 20mn, where can we absorb 5% more suddenly assuming all these want to work, …
Why does Canada need 1 million international students (as per Statista) it makes no sense. The total working population is around 20mn, where can we absorb 5% more suddenly assuming all these want to work, and plus there will be local Canadian students. This is a monumental fraud which needs to stop. Even USA with 9x population and economy doesnt have so many students
Identity Attack0.016460562
Insult0.026960457
Profanity0.0128245065
Threat0.006272047
Severe Toxicity0.0011968613
Low Tox 0.06065326 Constructive 0.538
Sep 30, 2025 1 likes IRCC Names India in Study …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , …
Great discussion ! This is a big issue and should be resolved quickly ( it wont) but would be nice to and thank you for not attributing Michelle Ruempel Garner as being Trump like , we need to stop looking south and start cleaning up our own mess , or someone else is going to do it for us and it wont be pretty.
Identity Attack0.008546505
Insult0.025155678
Profanity0.013849284
Threat0.007417747
Severe Toxicity0.0012588501
Low Tox 0.056758508 Constructive 0.653 Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country fell apart.
Identity Attack0.030433474
Insult0.018645585
Profanity0.010911589
Threat0.0066927844
Severe Toxicity0.0013446808
Low Tox 0.051810697 Moderate Con 0.409 Identity_Assertion
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It is time to scrap All the fancy initials such as UN, WEF, NGO, COP, Etc. And use the constitution and elected government to run the country. There must also be a loyal opposition to …
It is time to scrap All the fancy initials such as UN, WEF, NGO, COP, Etc. And use the constitution and elected government to run the country. There must also be a loyal opposition to hold the government to account. We need transparency and accountability to stop corruption,
Identity Attack0.005512681
Insult0.025800243
Profanity0.01127026
Threat0.0071717775
Severe Toxicity0.0009727478
Low Tox 0.051563308 Moderate Con 0.372 Policy_Critique
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
We need to stop this
We need to stop this
Identity Attack0.006696612
Insult0.011882903
Profanity0.01982715
Threat0.015774792
Severe Toxicity0.0021839142
Low Tox 0.049336795 Moderate Con 0.314 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
We need pre Trudeau (Pierre) immigration laws. Stop spending our tax dollars on this.
We need pre Trudeau (Pierre) immigration laws. Stop spending our tax dollars on this.
Identity Attack0.018771807
Insult0.015340924
Profanity0.009622077
Threat0.006479179
Severe Toxicity0.0011396408
Low Tox 0.04290464 Low Con 0.267
Dec 25, 2025 1 likes Deportations From Canada at Their …
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to …
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to be there. You should have a problem with your government to stop this not the people.
Identity Attack0.017063495
Insult0.012414906
Profanity0.0103821205
Threat0.0066345283
Severe Toxicity0.00086307526
Low Tox 0.033334624 Constructive 0.59 Moral_Argument
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Why stop there? Until they fix inflation and every other housing issue CANADIAN citizens need a break. We do need immigration, controlled and properly maintained immigration.
Why stop there? Until they fix inflation and every other housing issue CANADIAN citizens need a break. We do need immigration, controlled and properly maintained immigration.
Identity Attack0.014551271
Insult0.012604907
Profanity0.009750174
Threat0.0066151097
Severe Toxicity0.0010633469
Low Tox 0.03192045 Constructive 0.501
Dec 24, 2025 1 likes Deportations From Canada at Their …
What about entirely stopping the temporary foreign workers program, for every industry, other than agricultural. Canadians need jobs, too. It can't ALL benefit big business at the expense of unemployed Canadian citizens.
What about entirely stopping the temporary foreign workers program, for every industry, other than agricultural. Canadians need jobs, too. It can't ALL benefit big business at the expense of unemployed Canadian citizens.
Identity Attack0.014450782
Insult0.01313691
Profanity0.00993805
Threat0.0062849927
Severe Toxicity0.0009250641
Low Tox 0.03015274 Constructive 0.526 Policy_Critique
Jan 19, 2026 14 likes Why Canada’s immigration system has …
It’s time to stop all these creative wars that’s going on.Canadian are suffering financially and our monies are supporting war when Canadians are struggling to buy food. Th3 government needs to do something about this …
It’s time to stop all these creative wars that’s going on.Canadian are suffering financially and our monies are supporting war when Canadians are struggling to buy food. Th3 government needs to do something about this problem now.
Identity Attack0.011469335
Insult0.011692902
Profanity0.00995513
Threat0.007935578
Severe Toxicity0.001039505
Low Tox 0.027442247 Constructive 0.511 Economic_Argument
Sep 8, 2025 1 likes 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.