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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: "Who would they vote for?" 46 comments · Page 2 of 2
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
You think we as Canadians would vote for this? The elections are a fraud, you never actually had a say in it.
You think we as Canadians would vote for this? The elections are a fraud, you never actually had a say in it.
Identity Attack0.026207991
Insult0.113185234
Profanity0.016103793
Threat0.0064985976
Severe Toxicity0.0022029877
Low Tox 0.19409354 Low Con 0.189
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
An intelligent government would match immigration numbers to housing. But that's what happens when you vote for the least intelligent government of all time.
An intelligent government would match immigration numbers to housing. But that's what happens when you vote for the least intelligent government of all time.
Identity Attack0.039456755
Insult0.0817555
Profanity0.013917602
Threat0.0066733654
Severe Toxicity0.0024032593
Low Tox 0.165053 Low Con 0.198 Policy_Critique
Jan 3, 2026 1 likes New rules, regulations take effect …
While the end result is the actual "immigrant", you can tell these new immigrants all day and night to go back to their country... The immigrant themselves will be looking at you like... Huh? Why? …
While the end result is the actual "immigrant", you can tell these new immigrants all day and night to go back to their country... The immigrant themselves will be looking at you like... Huh? Why? Not understanding why people say that to them. Folks, the Trudeau/Carney Gov was the problem all along. Trudeau's campaign on bringing 500,000 a year made this a field day for everyone around the world... Furthermore the campaigns they would have in other countries to literally sell the idea for them to apply to become an immigrant in Canada. The libs are 100% responsible for what is happening now... For me to tell an immigrant, the he/she is not wanted here is not relevant... The government sold them the pitch to come here for a better life.... Trudeau allowed other loopholes to happen too.... Migrants through applying to colleges and universities, migrants through the liberal foreign work program and the list goes on. Now we have a problem and everyone sees it.... The question is what do we do as Canadians... I exercised my vote for blue...but we still had a majority of liberal supporters which was not just surprising but it seemed that people think Conservatives are bad people who are racist and want to follow trumps steps... i begged to differ.... I think what many of us are aiming for is a cleaning up of liberal policies... And stop immigration from ALL PLACES. Allow Canada to re-coop, reestablish and redevelop what it always was.
Identity Attack0.10221587
Insult0.06984934
Profanity0.02167175
Threat0.007909686
Severe Toxicity0.0043296814
Low Tox 0.165053 Constructive 0.776
Sep 8, 2025 Why Canadians Are Turning Against …
India is the Country from where 75% International Study Visa Applications come from. Hence, It would automatically be also the pre dominant country from where Frauds are flagged from... Ofcourse... Politicians just trying to create …
India is the Country from where 75% International Study Visa Applications come from. Hence, It would automatically be also the pre dominant country from where Frauds are flagged from... Ofcourse... Politicians just trying to create a narrative to divide people to earn more votes and then serving their Corporate Bosses.
Identity Attack0.104676254
Insult0.07270074
Profanity0.01887069
Threat0.0074048014
Severe Toxicity0.0035476685
Low Tox 0.1641865 Moderate Con 0.308
Sep 28, 2025 IRCC Names India in Study …
I would be happy to pay for a Canadian version of ICE round them all up. They voted for elbows up they pay the price but yet they will vote elbows up again. 😂
I would be happy to pay for a Canadian version of ICE round them all up. They voted for elbows up they pay the price but yet they will vote elbows up again. 😂
Identity Attack0.028886627
Insult0.07428485
Profanity0.018529098
Threat0.01187109
Severe Toxicity0.0042915344
Low Tox 0.15600902 Moderate Con 0.313
Aug 25, 2025 Why Canadians Are Turning Against …
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, …
I worked since I was 14, (A lot of times evenings and weekends, several times, two jobs)! I am now 63, I got hurt at work! First I had to fight compensation for a year, ZERO $$$! Then I had to apply to get Disability Canada Pension because I can't physically work anymore.. (damaged back, head injury, I have to use a cane and knee braces to walk)! I spent my savings just surviving while being forced to fight for MY money from my own government for 5 years just to get a measly $300. a month! THAT'S IT! Luckily my spouse works , we paid off our house ten years ago! But, we still barely get by! Every person I speak to about my case with the government on the phone, can barely speak English and yell at me or are VERY impatient with me, because I can't understand THEM, they usually hang up! When I ask to please speak to someone IN Canada, they hang up, then I have to wait another hour to talk to someone else! (I went to 4 government funded agencies to see if I could possibly get a job working from home, because I have trouble getting out! All sent me somewhere else! One agency who is supposed to help disabled people in WPG, REES, the agent refused to talk to me or look me in the eye, * he got a supervisor to talk to me! Because he's Muslim and I'm Gay! They were continuously hostile/aggressive towards me without reason??? I volunteer at 2 different food banks , I've met TONS of people who have never worked a day in their lives, their family, parents, grandparents have never worked... EVER! Yet they have brand new trucks??? Still go to food banks? AND, several new Canadians who I've met, have never worked a day in Canada... Some with new cars??? Yet everyone else receives 10 times what I receive to live on??? I PAID TAXES ALL OF MY LIFE! We can't afford a car! Yet... I don't blame them! I would take it they offered! I blame our government (NDP, Libs, AND CONservatives) who don't give a crap about disabled and seniors in Canada! Or if you paid taxes all of your life , into a system that's supposed to help when you need it! ALL politicians in Canada just whore out their votes! I've volunteered for almost 40 years, also holding down jobs, helping others, I've never seen so may seniors and disabled people forced to access food banks and soup kitchens than the last few years! EVER! Disabled people have to constantly prove they are disabled enough to get kitchen scraps from sociopathic politicians who are over paid and under worked! Fees go up, taxes go up, housing goes up, property taxes go up, bus fairs go up, etc.. Services go WAY down! We can afford trillion$ in corporate welfare, but not help our own? Seniors can't afford to live in their homes anymore! YOU'RE WELCOME for paying for YOUR golden pensions pig politicians, and NOT helping us when we need it! POS!
Identity Attack0.018168874
Insult0.06858205
Profanity0.040158957
Threat0.009463178
Severe Toxicity0.005302429
Low Tox 0.15324512 Constructive 0.763 Personal_Narrative
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
Talk, talk, talk.......If you were serious You would come out and vote. And vote PPC! But...No. 😅 👍 👍 And Cnadians would start having kids!!!
Talk, talk, talk.......If you were serious You would come out and vote. And vote PPC! But...No. 😅 👍 👍 And Cnadians would start having kids!!!
Identity Attack0.04512853
Insult0.058475737
Profanity0.014839902
Threat0.00756015
Severe Toxicity0.0032424927
Low Tox 0.13908891 Low Con 0.292
Jan 4, 2026 1 likes Why Canadians Are Turning Against …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
Then stop voting lieberals and vote conservative it's that simple guys carney has until about april next year and there will be a non confidence vote then we can finally get these lieberals out of …
Then stop voting lieberals and vote conservative it's that simple guys carney has until about april next year and there will be a non confidence vote then we can finally get these lieberals out of here we were literally 8k votes off in close ridings to win a conservative minority with how the polls are 41% conservative vs 39% lieberals that would be 172 seats for the conservative just barely a majority and carney is falling just as fast as trudope.
Identity Attack0.0076215584
Insult0.033901088
Profanity0.017367685
Threat0.006815769
Severe Toxicity0.0015544891
Low Tox 0.07845957 Constructive 0.525
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 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 …
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th …
Canada is beyond repair. No political party will do what is necessary to fix the economy or the culture. If such a party existed, citizens who just voted the architects of decline to a 4th term would not elect it. If you can, do as I did, and leave Canada permanently. (No, the door did not hit me on my way out.)
Identity Attack0.010211408
Insult0.021159383
Profanity0.0113215
Threat0.009204263
Severe Toxicity0.0014019012
Low Tox 0.051563308 Moderate Con 0.478 Personal_Narrative
Jun 19, 2025 3 likes How Canada broke its immigration …
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Identity Attack0.025806036
Insult0.016860934
Profanity0.011714331
Threat0.006912862
Severe Toxicity0.0013446808
Low Tox 0.05131592 Constructive 0.708 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than …
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than the average Canadian tax payer
Identity Attack0.017264472
Insult0.02051482
Profanity0.01084327
Threat0.0064468146
Severe Toxicity0.0011110306
Low Tox 0.045131154 Moderate Con 0.356 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Under a conservative government Michelle would fix it Vote smarter next time.
Under a conservative government Michelle would fix it Vote smarter next time.
Identity Attack0.0039587705
Insult0.020579277
Profanity0.011441057
Threat0.0069387536
Severe Toxicity0.0009536743
Low Tox 0.040183347 Moderate Con 0.317 Call_To_Action
Feb 24, 2026 26 likes 'We do know that there's …
I would vote Bike Guy for PM.
I would vote Bike Guy for PM.
Identity Attack0.0036627878
Insult0.021352753
Profanity0.0138151245
Threat0.007068211
Severe Toxicity0.0012779236
Low Tox 0.038519915 Moderate Con 0.349 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
If we had voted conservative we would be the 51st state now!
If we had voted conservative we would be the 51st state now!
Identity Attack0.008583503
Insult0.011920903
Profanity0.012243799
Threat0.007417747
Severe Toxicity0.0012874603
Low Tox 0.028974265 Low Con 0.278
Aug 26, 2025 Why Canadians Are Turning Against …
Who would they vote for?
Who would they vote for?
Identity Attack0.0027748393
Insult0.0074178753
Profanity0.011099464
Threat0.0065180166
Severe Toxicity0.00066280365
Low Tox 0.0131943645 Low Con 0.293 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 likes

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.