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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: "well this is what you …" 686 comments · Page 13 of 28
I speak from experience... It is a scam beyond what many would believe ... as well, the story a little while back about students from India being duped by unscrupulous persons at home leading them …
I speak from experience... It is a scam beyond what many would believe ... as well, the story a little while back about students from India being duped by unscrupulous persons at home leading them to come under false acceptance... they knew exactly what they were doing but one national media conveyed them as unwitting victims...
Identity Attack0.10221587
Insult0.16875735
Profanity0.032142747
Threat0.008815889
Severe Toxicity0.004005432
Low Tox 0.23739935 Constructive 0.725 Personal_Narrative
Sep 28, 2025 IRCC Names India in Study …
Australia is just little India as well. china as child policy needs to be adopted
Australia is just little India as well. china as child policy needs to be adopted
Identity Attack0.27340925
Insult0.082866095
Profanity0.044167064
Threat0.011560392
Severe Toxicity0.009727478
Low Tox 0.23667802 Low Con 0.165 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, …
Good journalism, it's good to get out and hear what people are thinking. In viewing, it occurs to me that it's hard for white people, and maybe Christians, to understand some Asians. I'm an American, so-called white American, and love Sanatana Dharm, or what most people call Hinduism - that term should soon be forgotten. Anyway, this video shows a variety of people called Indians but whom are vastly different in belief. So much so, they maybe fighting in India but abroad, they stick together. Islam and most Indian philosophies (they are not religions as there is no overarching institution or organization) feed the "devotees" several times a day...it is a part of the culture, shared meals with those who share faith. The Indians, they basically want a better life and will send money home. Muslims will buy land through a trust and then buy more and more. I don't know about Canada, but there are no such cultures in America - well, the Church has bought a lot of land but does nothing to serve people. The Mormons have land and a strong daily schedule, some community churches have very strong programs, but as a whole, The Church has done nothing to make itself appealing and therefore, there's no opposite or equal force. What to do? and as far as assimilating, yes, they should, but to what? Should they start playing hockey, drinking beer, etc. The second gen might. The West has lost it's way and religion isn't the solution but a culture not so decadent would be a good start.
Identity Attack0.28034934
Insult0.06722072
Profanity0.075792134
Threat0.014911477
Severe Toxicity0.008888245
Low Tox 0.2359567 Constructive 0.847
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why doesn't the US do a flyover and drop leaflets to the migrants of how it's going to be at the border?. We all knew this invasion of migrants was a well orchestrated event with …
Why doesn't the US do a flyover and drop leaflets to the migrants of how it's going to be at the border?. We all knew this invasion of migrants was a well orchestrated event with planned busing, meals, transportation, media event stops where everybody got off the buses for the media event and then boarded the buses again. Ever notice the babies, consider the 7000 people, a good number of them requiring disposable diapers all along the way. Notice the number of people walking in Flip-Flop shower shoes that are totally impractical for walking any distance. If these people were walking you'd be seeing them sitting when the caravan stopped. Don't feel sorry for these opportunist they're getting PAID because we all know they don't have a hive mind seeking discomfort, exhaustion, starvation, pissing on the roadside, putting their children through a stressful event. Caravan is said to be 14,000 people now. With about 4,000 getting paid. The former ICE director says 18 to 20% of illegals have criminal records. The democrats are trying to conquer by occupation, eventually they will have our nation so broke the system of welfare services will collapse under the weight of sheer numbers of illegals taking a free ride. Then our nation will be socialist like Ecuador.
Identity Attack0.18468912
Insult0.100019015
Profanity0.034146797
Threat0.012699619
Severe Toxicity0.009002686
Low Tox 0.2359567 Constructive 0.555
Oct 31, 2018 How much do refugees and …
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire …
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire only Indians from India, why is this you ask? subsidize workers? Tim Hortons, Knows. Brampton is now India. I am myself and my tradesmen and I’m disgusted with the amount of taxes that we all pay to subsidize the open border we have in this country. Why? Are we shipping in people that are just gonna get on welfare and provide nothing to this country why is our government still promoting our healthcare system and other countries in order to get people here for some reason our government is selling this country down the drain for some kind of political gain. Well, it’s all financial game but at some point it has to stop. We are the next UK.
Identity Attack0.20483385
Insult0.089778624
Profanity0.06345607
Threat0.010731863
Severe Toxicity0.008010864
Low Tox 0.23523538 Constructive 0.651 Economic_Argument
Jan 1, 2026 Deportations From Canada at Their …
So they care more about outsiders then their own citizens well being. I swear the west have become a joke 🙄😒🤦🏾‍♂️
So they care more about outsiders then their own citizens well being. I swear the west have become a joke 🙄😒🤦🏾‍♂️
Identity Attack0.10221587
Insult0.11172232
Profanity0.03389629
Threat0.0072753434
Severe Toxicity0.0046539307
Low Tox 0.23415339 Low Con 0.201
Dec 30, 2025 1 likes Deportations From Canada at Their …
Well, the problem is we jump minimum wage too fast and it screwed the economy and that’s all true. Those fault.
Well, the problem is we jump minimum wage too fast and it screwed the economy and that’s all true. Those fault.
Identity Attack0.005401687
Insult0.082866095
Profanity0.2395431
Threat0.0071588317
Severe Toxicity0.005455017
Low Tox 0.23343207 Moderate Con 0.423 Economic_Argument
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Well then, the government should be held responsible and do their jobs and due diligence and go get these people out of our country..
Well then, the government should be held responsible and do their jobs and due diligence and go get these people out of our country..
Identity Attack0.09328204
Insult0.07428485
Profanity0.01846078
Threat0.025616571
Severe Toxicity0.005683899
Low Tox 0.2330714 Low Con 0.251 Call_To_Action
Oct 1, 2025 1 likes IRCC Names India in Study …
I know some older Indians who assimilated well and made Canada better, but these new immigrants are no good. They want everything for free. My roommate is from the Philippines, but she works hard, is …
I know some older Indians who assimilated well and made Canada better, but these new immigrants are no good. They want everything for free. My roommate is from the Philippines, but she works hard, is very clean, polite, and easy to get along with. So I'm not against immigration, but I want the people coming over to pay their own way. My mom and stepdad did that in the 80s and did well.
Identity Attack0.27914262
Insult0.0817555
Profanity0.019553876
Threat0.006835188
Severe Toxicity0.0059127808
Low Tox 0.2330714 Constructive 0.809 Personal_Narrative
Feb 18, 2026 Inside Canada's Indian Metropolis (Brampton)
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Well the guy on the bike was right about sub saharan africa IQ. Google it, i dare you.
Well the guy on the bike was right about sub saharan africa IQ. Google it, i dare you.
Identity Attack0.14661247
Insult0.0806213
Profanity0.07449899
Threat0.009722093
Severe Toxicity0.0066375732
Low Tox 0.22980402 Low Con 0.18 Unverified_Claim
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
The guy at 9:37 😅 Well if they dont want to suffer discrimination or racism, work, pay taxes, integrate !
The guy at 9:37 😅 Well if they dont want to suffer discrimination or racism, work, pay taxes, integrate !
Identity Attack0.09576365
Insult0.05964688
Profanity0.026180768
Threat0.010214032
Severe Toxicity0.0063323975
Low Tox 0.22846605 Low Con 0.295 Policy_Critique
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
For years I goaded my liberal mate here in rural AB. Tongue firmly in cheek. That the conspiracy theory Project Kali was a real thing. That’s to say the shadowy Indian Illuminati are orchestrating a …
For years I goaded my liberal mate here in rural AB. Tongue firmly in cheek. That the conspiracy theory Project Kali was a real thing. That’s to say the shadowy Indian Illuminati are orchestrating a takeover of Canada with the assistance of quisling politicians. The very ones he votes for by-the-way. Kali is funded by rich Indian billionaires. End-game 2100. When Canada be little more than offshore state of India. Well recently his son was laid off from his job. Replaced by a lower paid Indian worker as prophesied would gradually happen to native workers by whoever outed Project Kali four decades back. Low & behold his lad is now looking to move overseas. Surprise, surprise. My mate has become a big believer in Project Kali. Now even wants an Alberta free of Ottawa.
Identity Attack0.14661247
Insult0.1469393
Profanity0.026454043
Threat0.009955117
Severe Toxicity0.0061798096
Low Tox 0.22311419 Constructive 0.529 Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Yo some1 pls tell me that there are at least some well mannered Indians abroad
Yo some1 pls tell me that there are at least some well mannered Indians abroad
Identity Attack0.23542951
Insult0.0623257
Profanity0.07385241
Threat0.011560392
Severe Toxicity0.009994507
Low Tox 0.22177623 Moderate Con 0.343 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's …
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's true for every immigrant community that emigrated from Europe as well. You have Irish immigrant towns, little Italy's, China towns, little India's, polish neighborhoods in Chicago etc ...these kind of neighborhoods are all over north America (USA & Canada). This is natural. Assimilation happens in 1 or 2 generations. Economic expansion and fulfilling social security benefits for the older generation needs population growth and a new younger workforce. This is achieved thru immigration of skilled labor force of all kinds. Population dynamics and demographics keep changing all the time and it has happened thru out human history. Now we are living in an interconnected and inter dependent world. It's better to adapt to change and move on and retain your loyalty to the country they migrated to and contribute positively to their economy and try to assimilate as much as possible and be aware of the sensitivities. This new immigration is from Asia and they are of different ethnicities and cultural background unlike european immigration that happened earlier. So some backlash to these new people's is to be expected and there will be lot of scapegoating and stereotypical epithets that will employed to demonize the new immigrant groups. We all have to adjust assimilate and move on in this great circle of life.
Identity Attack0.18705739
Insult0.08582769
Profanity0.027410502
Threat0.012440704
Severe Toxicity0.0062179565
Low Tox 0.2191003 Constructive 0.732 Comparative_Framing
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Well time to conquer India again
Well time to conquer India again
Identity Attack0.18313584
Insult0.03136692
Profanity0.049678206
Threat0.1954604
Severe Toxicity0.016577384
Low Tox 0.21776234 Low Con 0.255
Sep 12, 2025 Why Canadians Are Turning Against …
It's because Indian culture is pretty distant from the Western culture, even Asians, Africans, Arabs, Latinos could assimilate if they're educated and progressive enough but for Us it's pretty hard as we don't really have …
It's because Indian culture is pretty distant from the Western culture, even Asians, Africans, Arabs, Latinos could assimilate if they're educated and progressive enough but for Us it's pretty hard as we don't really have a common ground. Despite preaching 'World is one family' we aren't really inclusive.We like to be the frog of the well & those who does they usually act entitled or annoying. As a Bengali Indian that's what I observe after past 3 years of living in Dubai where Indian immigrants make 40% of it's population.
Identity Attack0.2783691
Insult0.082866095
Profanity0.07320584
Threat0.009566744
Severe Toxicity0.00831604
Low Tox 0.21642438 Constructive 0.706 Personal_Narrative
Nov 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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
Immigrant here, we got vetted and the condition to get into Canada was that we were WANTED by a employer so desperately that they paid crazy money to get us in. We speak English in …
Immigrant here, we got vetted and the condition to get into Canada was that we were WANTED by a employer so desperately that they paid crazy money to get us in. We speak English in public and we did pretty good here. Well until the libs took over and everything goes downhill now for 10 consecutive years. What's coming now is going to change the country to the worse.
Identity Attack0.06158508
Insult0.1469393
Profanity0.036401358
Threat0.0068028234
Severe Toxicity0.0033187866
Low Tox 0.21374844 Constructive 0.634
Aug 31, 2025 Why Canadians Are Turning Against …
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s …
The problem is that Canada didn't just take immigrants from India, they took in criminals in the name of "asylum". In certain parts of India, there used to be small-scale separatist movements, back in 1970s and 1980s. Senior Trudeau saw this as an opportunity to vent his frustration for India's not signing of NPT . So the guy kept giving "asylum" to the violent separatists, to "teach India a lesson" (Yeahh... sure) Gradually, it became so that once you have gained enough rep in organised crime, drug trade, so that it's difficult for you to stay under the radar in India, running from law enforcement, you would run to Canada, UK or Australia, and ask for asylum, with whatever reason. And those countries, in their stupid sense of righteousness, would accept it without any background checks. Now, yes, it's a trouble for us (good job), because most of the gang leaders are hiding away in these countries, running their operations remotely. Indian officials are only able to nab the low-level gang members. But it also means that these countries now ALSO have the worst criminals in their cities. And once they settle down, they will do what they know best .... crimes. And gradually they become a problem for their host countries, as well as other Indians in these countries. (Whenever Khalistanis do any parade, they force other Indian families to put up their yellow flags on their homes, to make it look like they have massive support) It's not good for anyone, but these countries have put themselves in a position from which they have no idea how to extricate themselves. Sure, you may blame Indians. But we were literally asking you to send those criminals back, and you refused to do so. Now they are your problem. If they create problems for us, then maybe, they will drop de** in some parking lot. But apart from that, most of their activities are going to be Canada's problem to deal with. They are already turning the streets of Canada into a drug paradise, hurting the young people of both local and Indian origins. Such a waste of life and potential.
Identity Attack0.17303948
Insult0.12159709
Profanity0.023789622
Threat0.01101667
Severe Toxicity0.005493164
Low Tox 0.21107252 Constructive 0.659
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
First opting as per DNA report aboriginal people they came from India 7300 years ago and they came much earlier than European. We are the first one who came here and second babe start coming …
First opting as per DNA report aboriginal people they came from India 7300 years ago and they came much earlier than European. We are the first one who came here and second babe start coming to canada 1870. We fight to world war even protect this country as well and protecting you from Nazi more than 350,000 sikh soldier died in fast and second world. but we never complained why the people coming from Ukraine and other European country and some racist they are only less than 0.001% and they’re talking about the Indians are coming to Canada why dehydration start coming to Canada for less electric and less than 300 400 a year but we come to Canada 7300 years ago this is proven DNA and we are willing to sacrifice our life to protect nation. This is our country as well. If you don’t know the history first learn it.
Identity Attack0.13591312
Insult0.110259406
Profanity0.025497584
Threat0.011223801
Severe Toxicity0.0066375732
Low Tox 0.20973456 Constructive 0.616 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I talked to a family of immigrants a few years ago and they were terribly upset with the open door policy that Canada had adopted. They said the reason they left their home was to …
I talked to a family of immigrants a few years ago and they were terribly upset with the open door policy that Canada had adopted. They said the reason they left their home was to get away from the bad people that Canada was now welcoming. They said these people will poison Canada. Well, years later they seemed to be spot on with their assessment.
Identity Attack0.11396073
Insult0.08582769
Profanity0.020578653
Threat0.01187109
Severe Toxicity0.004711151
Low Tox 0.20335422 Constructive 0.687 Personal_Narrative
Feb 19, 2026 Canadian immigration officers investigating hundreds …
all well said.. my opinion, if you cant speak english fairly well or at the verry least decent and want to come to canada, you shouldnt be allowed in and be sent back to where …
all well said.. my opinion, if you cant speak english fairly well or at the verry least decent and want to come to canada, you shouldnt be allowed in and be sent back to where you came from on your dime not ours,,,
Identity Attack0.11860296
Insult0.07396803
Profanity0.014703264
Threat0.011405042
Severe Toxicity0.0059890747
Low Tox 0.20312156 Constructive 0.568
Sep 10, 2025 Why Canadians Are Turning Against …
Well i hope millions more Indians move to Canada.
Well i hope millions more Indians move to Canada.
Identity Attack0.27340925
Insult0.039151907
Profanity0.019553876
Threat0.0075083673
Severe Toxicity0.0051116943
Low Tox 0.20265625 Moderate Con 0.308 Identity_Assertion
Feb 12, 2026 Inside Canada's Indian Invasion...
Trudeau, Biden all the leftist leaders in Europe not only opened their borders to mass illegal immigration. They all facilitated it as well.... but that just a coincidence, it has nothing to do with that …
Trudeau, Biden all the leftist leaders in Europe not only opened their borders to mass illegal immigration. They all facilitated it as well.... but that just a coincidence, it has nothing to do with that evil organization the WEF and their push for open borders , "you will own nothing and be happy" everyone will be equal poor besides the leftist elites like Trudeau, ect
Identity Attack0.06340405
Insult0.15236975
Profanity0.015932998
Threat0.0069905366
Severe Toxicity0.0032997131
Low Tox 0.20219094 Low Con 0.265
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)

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.