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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

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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: "When Immigrating to a country …" 1,017 comments · Page 16 of 41
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US …
lol no fatso these are not the upper class Indians. These are farmers and other lower-class people that escape India and go to Canada. The upper-class Indians are either in India or in the US because that's where they go with their college degrees to make money. But Canada is very lucky to even have these people. What most people around the world do not understand is that without immigration, countries like Canada have negative population growth, and their economies would collapse. There would not be anybody to work in Tim Hortons or any service positions at anywhere near reasonable prices. Indians do not try to actively change the local culture like Muslims do which our fatso also noted and they do not go on welfare. All of them add to the economy. Which Fatso I'm sure is also doing just like them as he delivers Uber Eats or whatever it is to them as they do the more complicated work. Let's just hope the bike doesn't give in before the next delivery. The Indians need their curry delivered.
Identity Attack0.29798782
Insult0.24767025
Profanity0.08807703
Threat0.008259222
Severe Toxicity0.0125103295
Moderate 0.31825066 Constructive 0.768 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
My parents came here more than 20yrs ago. People have to move and adapt to standards. 1. Wear deo, pls. 2. Pray at facilities/home 3. Please stop being so loud in restaurants. 4. Your kids …
My parents came here more than 20yrs ago. People have to move and adapt to standards. 1. Wear deo, pls. 2. Pray at facilities/home 3. Please stop being so loud in restaurants. 4. Your kids may not run around the restaurant. Tend to them yourself!! 5. Respect one another. This doesn't go out just for the majority, from one country. Today i met horrific British immigrants who let their 6kids run around the restaurant while they talk so loud from the top of their lungs. They made mess all around the table and did not clean any bit. Why do we get worse mannered people?!?
Identity Attack0.31307843
Insult0.24928534
Profanity0.0935729
Threat0.010964886
Severe Toxicity0.013091337
Moderate 0.31825066 Constructive 0.762 Personal_Narrative
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
My apartment complex was taken over by Immigrants and they hated me for making bacon and eggs in the morning they conspired against me and had me evicted I lived in a car for two …
My apartment complex was taken over by Immigrants and they hated me for making bacon and eggs in the morning they conspired against me and had me evicted I lived in a car for two weeks before I found an apartment and now my rent is higher and I can barely afford it... living in canada is going to get worse for canadian and the immigrants our taking our country they only hire their own when they get in a position of power in their line of work... and the cost of living is getting higher because the landlords know to increase rent when the international students come here
Identity Attack0.34000012
Insult0.19734058
Profanity0.049678206
Threat0.011819307
Severe Toxicity0.013607788
Moderate 0.31686464 Constructive 0.636
Aug 29, 2025 Why Canadians Are Turning Against …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest refugee claims are from Africans countries and south America and Islamist countries. You gotta scrutiny these people, find out if there is legitimacy, find out if there is a value in accepting their claim, find out if they have skills or they are just entering for free loads! my point is , Good Immigrations is Welcome.....Bad Immigration is NOT !
Identity Attack0.3817989
Insult0.16195811
Profanity0.0715894
Threat0.02924249
Severe Toxicity0.017739398
Moderate 0.3140926 Constructive 0.627
Nov 21, 2025 Thousands of refugees allowed into …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only their own Indians. They don't drive for licenses, they own the depot, and they don't need credits for loans at the banks because they own the banks. They fight out and make it difficult for all other ethnic groups in Canada. Justin Trudeau seems to have allowed 90% of Indians to immigrate to Canada and 10% of other ethnic backgrounds combined. Trudeau has caused the Canadian culture to be transformed into Indian culture. Canada is no longer Canada. it's become India, and it's extremely unfair to all other ethnic groups. Their agenda is for Canada to be 100% Indians. Canada is in BIG TROUBLE. The Indians are in every organizations and industries, including Immigration, buying out all the franchises, businesses and are the ones fighting against all other ethnic cultured groups, making the system more difficult for other nations to migrate to Canada. Even crime has increased. Canadians need to wake up before Canada totally disappears. The Indians are messing up the Canadian economy. The majority of Indians are here through false documents and don't even speak proper English or even understand the language. Canada is in TROUBLE. They are highly Discriminative. Only making sure Canada only employs Indians in all sectors, not Blacks, not Whites, not Chinese or other Ethnic groups, but only Indians themselves. It seems the Indians are seeking to totally take over Canada and become a world power. This is my view and that of many true concerned Canadian citizens and professionals who care about this country, Canada. The culture has changed and become DISCRIMINATIVE. These Indians are Extremely Extremely RACIST
Identity Attack0.3817989
Insult0.16890354
Profanity0.026863953
Threat0.010576514
Severe Toxicity0.012359619
Moderate 0.3140926 Constructive 0.517 Fear_Threat
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Restore the integrity in immigration and bring back the traditional value of Canadian! Canada is not the country for the fraudsters and those who abuses the system need to go back!
Restore the integrity in immigration and bring back the traditional value of Canadian! Canada is not the country for the fraudsters and those who abuses the system need to go back!
Identity Attack0.1508922
Insult0.3126888
Profanity0.018802373
Threat0.009463178
Severe Toxicity0.005569458
Moderate 0.3140926 Moderate Con 0.324
Sep 29, 2025 IRCC Names India in Study …
So out of the 500-600,000 being let in every year over the last 10 yrs.... You do the math.... Explains the increase in crime nation wide and the reason BILLIONS are being spent by tax …
So out of the 500-600,000 being let in every year over the last 10 yrs.... You do the math.... Explains the increase in crime nation wide and the reason BILLIONS are being spent by tax payers for the millions of immigrants and fake refugees. I can't get a loan for 10,000 but they get 80,000 a year FREE... This country is being destroyed
Identity Attack0.26494437
Insult0.18977246
Profanity0.022218296
Threat0.019228047
Severe Toxicity0.010375977
Moderate 0.3127066 Constructive 0.505
Nov 27, 2025 Thousands of refugees allowed into …
All immigrants need to be assimilated like our ancestors were forced to speak English not allowed to do their ceremonies why are they not doing that to immigrants? This is not their country if so …
All immigrants need to be assimilated like our ancestors were forced to speak English not allowed to do their ceremonies why are they not doing that to immigrants? This is not their country if so proud of your original country go back n fight for it all of yous look at your history n go back to it
Identity Attack0.36702603
Insult0.107333586
Profanity0.030890211
Threat0.014393489
Severe Toxicity0.015157142
Moderate 0.3127066 Moderate Con 0.448
Aug 28, 2025 Why Canadians Are Turning Against …
Immigration should be stopped and all illegals deported until this country gets back to some sort of normalcy.
Immigration should be stopped and all illegals deported until this country gets back to some sort of normalcy.
Identity Attack0.36598656
Insult0.07333439
Profanity0.026044132
Threat0.06593887
Severe Toxicity0.01412424
Moderate 0.3127066 Low Con 0.168 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how …
You guys can’t respect Canada and have the same values like Canada, wanting to change our wonderful country then please do Canadian a favor and go back to your country. I hate to see how our lovely country is going down hill because of the mistakes of our government not screening the immigrants coming to this country. We’re sick and tired of the mess this has done to our country. My son is almost 40, born in Canada and is facing the sane dilemma as our fellow Canadians. We must do some reform with our immigration.
Identity Attack0.27991617
Insult0.24928534
Profanity0.035649836
Threat0.009747985
Severe Toxicity0.011367798
Moderate 0.31132057 Constructive 0.597 Identity_Assertion
Sep 15, 2025 Why Canadians Are Turning Against …
They need to work to get to our country, they need to contribute to society and assimilate with white people here. If you come to this country and not try to learn or attempt assimilation …
They need to work to get to our country, they need to contribute to society and assimilate with white people here. If you come to this country and not try to learn or attempt assimilation with everybody that already has, I think immigration is a great thing, but they need to be FORCED to learn english, they need to be FORCED to learn our culture and our religion.
Identity Attack0.3780483
Insult0.07428485
Profanity0.08064143
Threat0.018710058
Severe Toxicity0.01644827
Moderate 0.31132057 Moderate Con 0.404
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Problem is unlike America, MOST immigrants in Canada don't assimilate into a melting pot of their new host country. No such thing as a Canuck anymore. Nevertheless I'll take the Punjabis any day over the …
Problem is unlike America, MOST immigrants in Canada don't assimilate into a melting pot of their new host country. No such thing as a Canuck anymore. Nevertheless I'll take the Punjabis any day over the Pakis.
Identity Attack0.3819294
Insult0.16751462
Profanity0.05168226
Threat0.013424582
Severe Toxicity0.014640691
Moderate 0.30854854 Constructive 0.543 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
We need to be honest about immigration. Its destroying this country.
We need to be honest about immigration. Its destroying this country.
Identity Attack0.28034934
Insult0.0838533
Profanity0.031140719
Threat0.044278983
Severe Toxicity0.009765625
Moderate 0.30716252 Moderate Con 0.329 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
no not 1 in 4 are immigrant 1 in 4 are Indian. let them run this country into the ground idc anymore. no more innovation and our elderly can fight to try and find retirement …
no not 1 in 4 are immigrant 1 in 4 are Indian. let them run this country into the ground idc anymore. no more innovation and our elderly can fight to try and find retirement homes.
Identity Attack0.37152436
Insult0.12159709
Profanity0.05168226
Threat0.012906751
Severe Toxicity0.014382465
Moderate 0.30716252 Moderate Con 0.348
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada needs to be much more vigilant in who gets into this country, the legal immigration process is not robust enough and it is too easy to remain illegally. We don’t want to become a …
Canada needs to be much more vigilant in who gets into this country, the legal immigration process is not robust enough and it is too easy to remain illegally. We don’t want to become a harbour for criminal gangs or scammers!
Identity Attack0.09245483
Insult0.3126888
Profanity0.036401358
Threat0.009722093
Severe Toxicity0.005874634
Moderate 0.3057765 Moderate Con 0.498 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Aspects like religion, race, language are big factors that shape a culture. No country wants mass immigration but you can not blame Indians for this mess. Though Brampton might be an exception (Sikh and Pakistani …
Aspects like religion, race, language are big factors that shape a culture. No country wants mass immigration but you can not blame Indians for this mess. Though Brampton might be an exception (Sikh and Pakistani illegals coming as hardcore radicals) Most Indians (non-Sikh) come legally, are law abiding, pay taxes and work hard just like immigrant forefathers of the whiteys. If the current whiteys have issues, they should elect good politicians but stop being r@cist towards Indians just due to skin color
Identity Attack0.3817989
Insult0.1640896
Profanity0.10982819
Threat0.014048163
Severe Toxicity0.015544481
Moderate 0.30527395 Constructive 0.693
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada is turning into INDIA 2.0. This country is literally unrecognizable in the past few years. The immigration system is a joke.
Canada is turning into INDIA 2.0. This country is literally unrecognizable in the past few years. The immigration system is a joke.
Identity Attack0.2700233
Insult0.2469859
Profanity0.02392626
Threat0.0069646453
Severe Toxicity0.007171631
Moderate 0.30527395 Low Con 0.294 Identity_Assertion
Feb 14, 2026 3 likes Inside Canada's Indian Invasion...
What is it with these immigrants who are so proud and nostalgic of the country they fled from. Maybe go back home.
What is it with these immigrants who are so proud and nostalgic of the country they fled from. Maybe go back home.
Identity Attack0.2964622
Insult0.13969865
Profanity0.026317406
Threat0.011223801
Severe Toxicity0.010604858
Moderate 0.30527395 Low Con 0.272 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Blame the previous government for letting unchecked immigrants enter our country. We Canadians are now minorities !!
Blame the previous government for letting unchecked immigrants enter our country. We Canadians are now minorities !!
Identity Attack0.36702603
Insult0.15556364
Profanity0.016889455
Threat0.008893564
Severe Toxicity0.009841919
Moderate 0.30527395 Moderate Con 0.327 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Why are immigrants running the country?
Why are immigrants running the country?
Identity Attack0.37432748
Insult0.07935401
Profanity0.03189224
Threat0.0074048014
Severe Toxicity0.009498596
Moderate 0.30514878 Low Con 0.206 Unverified_Claim
Dec 7, 2025 1 likes IRCC Names India in Study …
Immigration should be reserved for refugees not ppl who come and strip mine the country like these ppl
Immigration should be reserved for refugees not ppl who come and strip mine the country like these ppl
Identity Attack0.3072352
Insult0.11172232
Profanity0.04291453
Threat0.011974656
Severe Toxicity0.011062622
Moderate 0.30514878 Low Con 0.243
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
My family came to this country 35 years. My parents were educated, they brought over money and skill, we went through background checks to confirm we were not criminals. We paid taxes and we contributed …
My family came to this country 35 years. My parents were educated, they brought over money and skill, we went through background checks to confirm we were not criminals. We paid taxes and we contributed to the society. Now everything is different. The problem is not immigrants. The immigrants who come here properly are fine. They do not burden the society. The problems are illegals and refugees. They drain the society and create crimes. That’s what you gotta stop.
Identity Attack0.35624164
Insult0.1823172
Profanity0.020373698
Threat0.010239923
Severe Toxicity0.0119018555
Moderate 0.30502358 Constructive 0.659
Aug 26, 2025 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.