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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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Active: "I go to the usa …" 92 comments · Page 2 of 4
for me very hard to believe; this people living in the USA, get here, and no money?? WHY WE HAVE TO GAVE THEM EVERYTHING,??? what about our own people?? no food no money but this …
for me very hard to believe; this people living in the USA, get here, and no money?? WHY WE HAVE TO GAVE THEM EVERYTHING,??? what about our own people?? no food no money but this "HUMAN " get it , what they want, PLEASE GO HOMEEEEE!!!!!!!! we was a legal landed immigrant 1986 but we was working in SWITZERLAND then they kicked us out, we was honest, we told them , we have a money, from jan. _ may we had to show the Canadian ambassador how much money we have, and we got here but no help. only the English school and we was so happy, 3 years later we asking the citizenship and we got it, THANK YOU CANADA
Identity Attack0.3072352
Insult0.2735258
Profanity0.07482228
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.36095104 Constructive 0.67
Mar 16, 2019 How much do refugees and …
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st …
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st solution NOW
Identity Attack0.27340925
Insult0.35677677
Profanity0.027547138
Threat0.00789674
Severe Toxicity0.010375977
Moderate 0.36095104 Moderate Con 0.333 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You all are missing the point . SEE THE BIG PICTURE!!!!! WHEN USA 🇺🇸 INVADES A “COUNTRY” !!! ITS ALIES HAVE TO OBEY USA 🇺🇸 RULES !! So they so called “ THE OPPOSITION” get …
You all are missing the point . SEE THE BIG PICTURE!!!!! WHEN USA 🇺🇸 INVADES A “COUNTRY” !!! ITS ALIES HAVE TO OBEY USA 🇺🇸 RULES !! So they so called “ THE OPPOSITION” get transformed onto “ REFUGEES “ and temporarily student visas !! . So , ALL THOSE PEOPLE ARE SEND TO , CANADA ,GERMANY , FRANCE , ENGLAND , ITALY ,USA!!! . And that’s the price any country pays , TO BELONG TO “ NATO” . It’s up to Us , to rescue Canada 🇨🇦!! Before is too late !! . NEW IMMIGRANTS!! Please , INTEGRATE!! ,ADAPT , to this country !! OR GO BACK TO YOUR COUNTRY AND FIGHT FOR YOUE FREEDOM and RIGHTS!!!! But STOP TERRAFORMING THIS COUNTRY !! Once upon a time, IT WAS A GREAT COUNTRY !!!
Identity Attack0.2823795
Insult0.16846494
Profanity0.047674157
Threat0.015947454
Severe Toxicity0.020127986
Moderate 0.3266089 Moderate Con 0.45
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
If u have got any problem then that's your problem. I will go to Canada or usa or anywhere i want. Who are you to stop me 😂😂😂😂😂😂😂😂😂
If u have got any problem then that's your problem. I will go to Canada or usa or anywhere i want. Who are you to stop me 😂😂😂😂😂😂😂😂😂
Identity Attack0.04306607
Insult0.09270445
Profanity0.06195303
Threat0.030278467
Severe Toxicity0.013607788
Moderate 0.32182294 Moderate Con 0.377 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
They don't want in the USA. They just want to get out of India. But go anywhere else then Canada. We don't need more people here, we can't even help our own
They don't want in the USA. They just want to get out of India. But go anywhere else then Canada. We don't need more people here, we can't even help our own
Identity Attack0.37655997
Insult0.12883772
Profanity0.023994578
Threat0.009437286
Severe Toxicity0.011978149
Moderate 0.31686464 Moderate Con 0.327 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
GOOD IDEA ALL GO THE F TO USA AND LEAVE CANADA
GOOD IDEA ALL GO THE F TO USA AND LEAVE CANADA
Identity Attack0.22859548
Insult0.14874944
Profanity0.12551236
Threat0.021300001
Severe Toxicity0.015092585
Moderate 0.30439767 Low Con 0.182
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture. Also the lifestyle we are living today is just not sustainable.
Identity Attack0.2783691
Insult0.24835461
Profanity0.07385241
Threat0.01254427
Severe Toxicity0.010681152
Low Tox 0.2922276 Constructive 0.629 Fear_Threat
Dec 7, 2025 Why Canadians Are Turning Against …
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population …
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population has declined. If we don’t have children, then who’s going to pay for the pensioners to live? All the comments here are just about how crooked the liberals are and not a bad word about PP. If you google him you’ll find that he is worth $95 million and he’s a shareholder of Brookfield and yet he’s a god in the same eyes. Well Carney is a banker and I would expect a banker to have more money than just about anyone. I’m a conservative voter but I am proud to say that I voted for Carney otherwise we would have been sold out to the USA . The problems with immigration is a very strong and should be reviewed and corrected.
Identity Attack0.068465814
Insult0.26957804
Profanity0.05393682
Threat0.0074565844
Severe Toxicity0.0060653687
Low Tox 0.2854903 Constructive 0.748 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Many indians are great, some are not. Their population crisis should not become a Canadian problem problem. You are delusional thinking everyone wants to go to the USA. Funny guy..
Identity Attack0.2803029
Insult0.15556364
Profanity0.022696527
Threat0.0069516995
Severe Toxicity0.0061798096
Low Tox 0.28087774 Low Con 0.26 Policy_Critique
Jan 30, 2026 4 likes Inside Canada's Indian Invasion...
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all scandals..wondering…some thing big way wrong going on government side’s also…go deeply…once again I repeat..refugees status very big scandals kicks them immediately out of Canada..most of them working..unofficial in cash payments received…& government all benefits & finance enjoying…that’s more burden on governments & tax payers in Canada..wakes up..mercy less..immediately..still not too late..otherwise once in futures Canadian citizens will be refugees…we know at least India…consultants & contacts in Canada..sir..wakes up..wakes up.
Identity Attack0.2127345
Insult0.16817254
Profanity0.02344803
Threat0.010835429
Severe Toxicity0.009651184
Low Tox 0.26859093 Constructive 0.532
Nov 8, 2025 1 likes IRCC Names India in Study …
Stay home until this foolishness is over. It’s not safe to go down to the USA now. It’s better to wait what will happen to this country which was a democracy but is turning slowly …
Stay home until this foolishness is over. It’s not safe to go down to the USA now. It’s better to wait what will happen to this country which was a democracy but is turning slowly to a dictatorship. Be safe stay home if you don’t have pressing business in the USA.
Identity Attack0.000441165
Insult0.22061415
Profanity0.00034376408
Threat0.0001441768
Severe Toxicity0.000003442361
Low Tox 0.26121676 Fear_Threat
Dec 9, 2025
This is the canada all these prideful canadians are so proud i guess lol. Whats the point of being soverign when you can't control your borders, your economy, your milltary or anything a sovereign nation …
This is the canada all these prideful canadians are so proud i guess lol. Whats the point of being soverign when you can't control your borders, your economy, your milltary or anything a sovereign nation is suppost to do? Our border is unguarded along america allowing illegal migrants who come to our countries from around the world to sneak into the usa or sneak into Canada, 73% of all our exports go to the usa, usa is no longer rather our boss, all these prideful canadians dont realize that our whole economy hinges on america lol, russia and china have been investing in making milltary bases in the artic, if we dont secure our artic then the usa will do it for us, but if that happens then who will really own the artic?
Identity Attack0.18705739
Insult0.15769513
Profanity0.048175167
Threat0.008285114
Severe Toxicity0.008621216
Low Tox 0.2540519 Moderate Con 0.427 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Nobody is going to the USA? Huh? And those that do go there, well, they deserve it. Just stay away from that unstable country.
Nobody is going to the USA? Huh? And those that do go there, well, they deserve it. Just stay away from that unstable country.
Identity Attack0.033228662
Insult0.08653287
Profanity0.00037343163
Threat0.0035887193
Severe Toxicity0.000008950863
Low Tox 0.2161736
Dec 10, 2025
2026-2-26-why do you not ask the Carney government directly about these two ministers who need to be replaced - officially - due to their absolute and incomprehensible lacking in leadership abilities and skills - why …
2026-2-26-why do you not ask the Carney government directly about these two ministers who need to be replaced - officially - due to their absolute and incomprehensible lacking in leadership abilities and skills - why he keeps them in their respective portfolio? But he absolutely needs to be also removed He is doing so much harm to Canada as this 70 yr old has never seen in her entire adult life He has done nothing to repair the relationship with USA Which he has to repair No instead he is working on China Go figure why Because they are a communist regime Whereas the USA is a democracy and solvant democracy such as our own and as far back Canada use to have a rather strong relationship with them But now its not Why? These are the kind of questions that should be asked Why Because CTV and CBC Are our CNN NBC Equivalent of fake news And totally Libéral bias
Identity Attack0.010063417
Insult0.16751462
Profanity0.020168742
Threat0.013631714
Severe Toxicity0.0051498413
Low Tox 0.20312156 Moderate Con 0.448 Call_To_Action
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Indians are going to Canada and Canadians are going to USA 😅
Indians are going to Canada and Canadians are going to USA 😅
Identity Attack0.23998553
Insult0.05262003
Profanity0.029050145
Threat0.0074306927
Severe Toxicity0.0064849854
Low Tox 0.20219094 Low Con 0.2 Comparative_Framing
Feb 26, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Not unlike the problem in the USA with Illegal Aliens. They simply need to go.
Not unlike the problem in the USA with Illegal Aliens. They simply need to go.
Identity Attack0.10775458
Insult0.036716945
Profanity0.00013964473
Threat0.0013180199
Severe Toxicity0.000008605419
Low Tox 0.19569367 Policy_Critique
Apr 15, 2025
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
9:25 when that person said ' I am proud to be Canadian', as an Indian I feel ashamed of that person. What is not there in India. Of course we can go to countries like …
9:25 when that person said ' I am proud to be Canadian', as an Indian I feel ashamed of that person. What is not there in India. Of course we can go to countries like Canada, USA to build a better professional life but not for a long time. Definitely not. It is someone else country. We don't have the right to take away their property.
Identity Attack0.17226285
Insult0.061626412
Profanity0.0166845
Threat0.007365964
Severe Toxicity0.003566742
Low Tox 0.18744208 Constructive 0.681
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
4:00 the good ones go to USA lol
4:00 the good ones go to USA lol
Identity Attack0.073429056
Insult0.033019636
Profanity0.059447967
Threat0.012647836
Severe Toxicity0.0073623657
Low Tox 0.17025198 Low Con 0.21 Comparative_Framing
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Why would Indians want to go to USA when they're doing fine there in Canada? It's cold but there's no risk of ICE
Why would Indians want to go to USA when they're doing fine there in Canada? It's cold but there's no risk of ICE
Identity Attack0.18158256
Insult0.033019636
Profanity0.027410502
Threat0.007327127
Severe Toxicity0.004787445
Low Tox 0.165053 Low Con 0.291
Jan 27, 2026 Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
We absolutely do have an immigration problem, I’d say time to turn the tap off, and get on the ones here about status, BUT we cannot allow what has been happening in the states, anyone …
We absolutely do have an immigration problem, I’d say time to turn the tap off, and get on the ones here about status, BUT we cannot allow what has been happening in the states, anyone with a brain can see what the USA has become these days (government wise) But a controlled program without liberals and conservatives talking it into the ground. Or going the human rights violations route. We would see a noticeable decrease in this very evident problem, and yes it’s problem. I’m not liberal or conservative at all and you should not need to be either to see the problem.
Identity Attack0.058401883
Insult0.06617179
Profanity0.025497584
Threat0.010369381
Severe Toxicity0.003566742
Low Tox 0.15103401 Constructive 0.665
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are generally good people some might have issues but hey no one ain't perfect. Now the issue is I prefer migrants to assimilate e.g. I am a japanese migrant in canada so I decided …
Indians are generally good people some might have issues but hey no one ain't perfect. Now the issue is I prefer migrants to assimilate e.g. I am a japanese migrant in canada so I decided to do things to be canadian speak English, Go skiing and live like everyone else Not building my own japan town or whatever. Also the second issue is Mass migration because these people once they come they start promoting it back home so more people come so it pretty much a point of no return. Also using the canada for a stop over for usa is very weird reason but don't do that that just sets a bad example to your people
Identity Attack0.12556632
Insult0.037980765
Profanity0.03840541
Threat0.0077025536
Severe Toxicity0.004673004
Low Tox 0.147767 Constructive 0.717
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...

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.