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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: "This is why Assimilation is …" 445 comments · Page 11 of 18
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie. So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law. If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit. The first guy speaking truth, even knows it's too much and out of control. And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set. And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Identity Attack0.1808059
Insult0.1469393
Profanity0.02030538
Threat0.008013252
Severe Toxicity0.0063323975
Low Tox 0.2412222 Constructive 0.593 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his …
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his fellow Southern European friends the kind of problems they felt and how difficult it was for them to assimilate in the society. Discrimination against Italians and the internal migration from NY to NJ is known to most people. Spanish were not even granted citizenship for the most part. I agree that immigrants should assimilate, not create a dirty atmosphere and be respectful but the xenophobia in this video is insane and so ironic, coming from a Portugese man.
Identity Attack0.28034934
Insult0.0810151
Profanity0.02119352
Threat0.008789998
Severe Toxicity0.006828308
Low Tox 0.2396185 Constructive 0.791 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Very accurate any cities or town in Canada they are invading….and they are unpleasant! Zero assimilation!
Very accurate any cities or town in Canada they are invading….and they are unpleasant! Zero assimilation!
Identity Attack0.19298288
Insult0.097093195
Profanity0.014600786
Threat0.008259222
Severe Toxicity0.005836487
Low Tox 0.23667802 Moderate Con 0.405 Fear_Threat
Jan 28, 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)
white immigrants are fine, and it has been proven they assimilate and work hard
white immigrants are fine, and it has been proven they assimilate and work hard
Identity Attack0.26155844
Insult0.04090862
Profanity0.07223598
Threat0.008155655
Severe Toxicity0.008506775
Low Tox 0.23523538 Low Con 0.28
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s the new generation on Indian students ruining it for everyone else. My parents generation came here in the 90s and just worked hard and tried to assimilate the best to their abilities. They out …
It’s the new generation on Indian students ruining it for everyone else. My parents generation came here in the 90s and just worked hard and tried to assimilate the best to their abilities. They out us through university with their labour jobs and taught us Indian culture while they learned Canadian culture. These new students are ruining the reputation that my parents generation had built
Identity Attack0.27914262
Insult0.082619295
Profanity0.019212283
Threat0.008039144
Severe Toxicity0.0052261353
Low Tox 0.23523538 Constructive 0.578
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon …
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon its culture. my roots come from ukraine and poland. but im canadian. i work with many ukrainians that fled the war, they're labelled as 'displaced peoples (funny because theyre chritian and white), recieve no federal assistance some have even gone back to ukraine! meanwhile (conveniently 'non white' other religion) new canadians receive extensive federal assistance
Identity Attack0.25309357
Insult0.083359696
Profanity0.024131214
Threat0.008867673
Severe Toxicity0.006828308
Low Tox 0.23523538 Constructive 0.649 Identity_Assertion
Dec 20, 2025 1 likes Why Canadians Are Turning Against …
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town …
As an American speaking, it's crazy that if you were to go to their country, you are permitted to adjust and assimilate the culture, but they come to other countries and turn a whole town into an assimilation of their country make it make sense. Loved how the Indian lady summed it up because immigrants are different
Identity Attack0.27682206
Insult0.07840354
Profanity0.073529124
Threat0.006861079
Severe Toxicity0.0061416626
Low Tox 0.23415339 Constructive 0.75 Comparative_Framing
Feb 7, 2026 Inside Canada's Indian Metropolis (Brampton)
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)
You can tell the people "concerned" about Canada are straight up just hiding their racist agenda. Yes its hard to assimilate in a culture that is so vastly different from India, you can't blame the …
You can tell the people "concerned" about Canada are straight up just hiding their racist agenda. Yes its hard to assimilate in a culture that is so vastly different from India, you can't blame the people. Large majority of them came here legally and frankly are stuck here because of the investments and loans they've taken to come to this country. Blame your government for obviously chasing quick returns rather than working towards a better future for Canadians.
Identity Attack0.17925262
Insult0.1087965
Profanity0.013405213
Threat0.0067769317
Severe Toxicity0.0046157837
Low Tox 0.23198941 Constructive 0.583 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians came to Britain n are brand new and assimilated that’s no who im worried about
Indians came to Britain n are brand new and assimilated that’s no who im worried about
Identity Attack0.27171627
Insult0.06267534
Profanity0.069969244
Threat0.010757755
Severe Toxicity0.011978149
Low Tox 0.23198941 Moderate Con 0.366 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians …
I’m a recent Indian immigrant and I’ve lived in Singapore, Malaysia, the USA, and now Canada. I’ll admit that a lot of what’s said here is true: there are far too many cases where Indians abroad show a lack of civic sense, break rules, or behave in ways that don’t respect the host country.  Personally, my family and I have always assimilated wherever we’ve lived, respecting local customs, following rules, and contributing positively to the community and I hate it when immigrants don't assimilate into the local culture and reside in their own enclaves, I mean what was the point of emigrating then?? I truly value the peace and order these countries offer, and I want to give that back. Every community has good and bad examples. The responsibility is on us as immigrants to lead by example, integrate genuinely, and show that we can be respectful, responsible citizens. That’s how perceptions change for the better. It sucks that a whole racial group can be disliked because of some bad apples — and in our case, unfortunately, there are quite a few.
Identity Attack0.26833034
Insult0.0817555
Profanity0.08064143
Threat0.0100069
Severe Toxicity0.0075912476
Low Tox 0.22980402 Constructive 0.876
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
To be honest i wouldn't see it as too much of a big deal if they just assimilate into our society and culture, not bring their third world cultures and beliefs here as none of …
To be honest i wouldn't see it as too much of a big deal if they just assimilate into our society and culture, not bring their third world cultures and beliefs here as none of us asked for this.
Identity Attack0.27662867
Insult0.06477321
Profanity0.02836696
Threat0.008194493
Severe Toxicity0.008010864
Low Tox 0.22579013 Constructive 0.538 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Yeah as a Canadian who lives in the Greater Toronto Area, I can appreciate how immigration as a concept is good. But Canada is at a point now where a large influx of immigrants are …
Yeah as a Canadian who lives in the Greater Toronto Area, I can appreciate how immigration as a concept is good. But Canada is at a point now where a large influx of immigrants are shocking our economy and dropping our quality of life. And the majority of these immigrants come from one country. No hate to India, as a half Indian myself, but when you bring these people over in droves, they feel it unnecessary to assimilate as they all coalesce with each other - where they feel comfortable. So you have the majority of them who don't speak our language, who don't carry our values, and don't feel that any of it is required. And it makes you feel, as a Canadian like you're being taken over. We want a lower immigration rate, and we want a greater spread of people from across the world. I don't want Canada to become India.
Identity Attack0.24970764
Insult0.08582769
Profanity0.029050145
Threat0.008686432
Severe Toxicity0.00705719
Low Tox 0.22579013 Constructive 0.843
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I seen the same thing happening in California. It's in small towns adjacent to the 5 freeway in the Grapevine area . North of Magic Mountain. You'll see mostly only Indian stores and restaurants. Indiana …
I seen the same thing happening in California. It's in small towns adjacent to the 5 freeway in the Grapevine area . North of Magic Mountain. You'll see mostly only Indian stores and restaurants. Indiana don't like to assimilate to American cultures.
Identity Attack0.28622448
Insult0.046178754
Profanity0.024609445
Threat0.007586042
Severe Toxicity0.0052261353
Low Tox 0.22445217 Constructive 0.684
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
*Hey! I Love Indian folk. But don't bring what you left behind to a new country. That is not fair to that new country's culture and heritage. Assimilate or go back.*
*Hey! I Love Indian folk. But don't bring what you left behind to a new country. That is not fair to that new country's culture and heritage. Assimilate or go back.*
Identity Attack0.23922618
Insult0.06512285
Profanity0.04892669
Threat0.010654188
Severe Toxicity0.008506775
Low Tox 0.22445217 Constructive 0.55 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) …
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) will use the hell out of it. That's why it works in places like Denmark, Finland, etc. They don't let just ANYONE in, it's actually quite difficult. Nothing wrong with Immigration as long as the immigrants assimilate and do so legally.
Identity Attack0.17769934
Insult0.07301756
Profanity0.17055123
Threat0.008259222
Severe Toxicity0.0077819824
Low Tox 0.22445217 Constructive 0.689 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Indians live peacefully, Hard working people , Talented peoples, Try to assimilate as much as they can. if u have any problem then just get pakistanis , syrians, iraqi and afghani then you will understand …
Indians live peacefully, Hard working people , Talented peoples, Try to assimilate as much as they can. if u have any problem then just get pakistanis , syrians, iraqi and afghani then you will understand what actual immigration is .
Identity Attack0.26494437
Insult0.047935467
Profanity0.045670103
Threat0.013476364
Severe Toxicity0.010604858
Low Tox 0.22311419 Moderate Con 0.493 Identity_Assertion
Sep 21, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Its crazy letting people enter your country in massive amounts and then letting them simply settle and create insulated communities within your nation. Any group must be compelled to assimilate to the host culture as …
Its crazy letting people enter your country in massive amounts and then letting them simply settle and create insulated communities within your nation. Any group must be compelled to assimilate to the host culture as a condition for citizenship.
Identity Attack0.06929302
Insult0.09270445
Profanity0.05393682
Threat0.007754337
Severe Toxicity0.0040626526
Low Tox 0.22311419 Moderate Con 0.348
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
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)
Host Country have Authority to Dispose that kind of people of any kind ethnicity with sick attitude except who assimilate on Host Country and law abiding immigrants......if Canada and other Host Country ignore this Good …
Host Country have Authority to Dispose that kind of people of any kind ethnicity with sick attitude except who assimilate on Host Country and law abiding immigrants......if Canada and other Host Country ignore this Good Luck and Good Luck
Identity Attack0.1444726
Insult0.10587067
Profanity0.014293353
Threat0.008285114
Severe Toxicity0.0052261353
Low Tox 0.20705862 Moderate Con 0.357 Policy_Critique
Feb 17, 2026 Inside Canada's Indian Invasion...
People in Canada are currently complaining about Indians coming and bringing their culture without assimilating? Colonisation and the complete destruction and disregard for Indigenous culture?? Hello? Now it’s the settler’s turn to get invaded, and …
People in Canada are currently complaining about Indians coming and bringing their culture without assimilating? Colonisation and the complete destruction and disregard for Indigenous culture?? Hello? Now it’s the settler’s turn to get invaded, and they’re mad about it. What makes European settler culture the right one? Why not Indigenous culture? Why not Indian culture? What gives Europeans the right to have their culture remain in the Americas?
Identity Attack0.23998553
Insult0.0623257
Profanity0.01620627
Threat0.008582866
Severe Toxicity0.005302429
Low Tox 0.2043827 Moderate Con 0.428 Moral_Argument
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
Identity Attack0.2772088
Insult0.04090862
Profanity0.07320584
Threat0.009722093
Severe Toxicity0.008506775
Low Tox 0.2043827 Constructive 0.74 Personal_Narrative
Jan 27, 2026 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.