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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: "Also they have been here …" 839 comments · Page 12 of 34
It not just Indians, also Persian’s and lots of Chinese people too. Canada is collapsing.😢All the Indians bring their grandparents too, and they contribute nothing to society except take immigration benefits that we’re paying for …
It not just Indians, also Persian’s and lots of Chinese people too. Canada is collapsing.😢All the Indians bring their grandparents too, and they contribute nothing to society except take immigration benefits that we’re paying for through taxes. Its truly frightening.😔
Identity Attack0.40883094
Insult0.17361937
Profanity0.023789622
Threat0.00780612
Severe Toxicity0.0125103295
Moderate 0.3389984 Constructive 0.524 Fear_Threat
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all …
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all big white countries they just wanna turn people against because there’s a growth in their people
Identity Attack0.3817989
Insult0.083359696
Profanity0.12220735
Threat0.019573374
Severe Toxicity0.019095084
Moderate 0.3389984 Moderate Con 0.358 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick together with their fellow whites So there’s no nationalism in this country Even though you have Canadian citizenship you will only help someone who has same skin colour like you Indian business will only hire Indians , Indian homeowners will only rent out their own Indian people Indians even force other foreigners to speak their language Hindi or punjabi if they want to live with them India itself is very racist country , few years ago group of Nigerians were arrested and handcuffed like criminals they treat black people like criminals
Identity Attack0.3895355
Insult0.23237456
Profanity0.039407436
Threat0.009566744
Severe Toxicity0.014640691
Moderate 0.3389984 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
6:33 the typical mindset of indians today and yesterday. The immigrant who migrated 50 years back they also had the same mindset. STOP COMPLAINING
Identity Attack0.37730414
Insult0.17610447
Profanity0.03464781
Threat0.007417747
Severe Toxicity0.0127685545
Moderate 0.3389984 Moderate Con 0.341 Identity_Assertion
Sep 26, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
Also in Scarborough worst driver ever
Also in Scarborough worst driver ever
Identity Attack0.023193322
Insult0.3486032
Profanity0.045419596
Threat0.007819066
Severe Toxicity0.006942749
Moderate 0.3389984 Moderate Con 0.346 Personal_Narrative
Feb 22, 2026 Inside Canada's Indian Invasion...
Legal immigrants are also pissed at the amount of refugees. We went through so much to get here. But these folks just get right in and considered Canadians!?
Legal immigrants are also pissed at the amount of refugees. We went through so much to get here. But these folks just get right in and considered Canadians!?
Identity Attack0.316
Insult0.26957804
Profanity0.20700185
Threat0.0072365063
Severe Toxicity0.013801457
Moderate 0.3389984 Constructive 0.509
Jan 8, 2023 1 likes How much do refugees and …
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay …
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay tax...i agree that there are people comeing who dont know english and the quality has gone down but its wrong to say no indian in homeless shelter and we dont pay tax....
Identity Attack0.36598656
Insult0.16766082
Profanity0.052183274
Threat0.010783645
Severe Toxicity0.015931819
Moderate 0.33836752 Constructive 0.654
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Maybe the whites you're interviewing are also immigrants
Maybe the whites you're interviewing are also immigrants
Identity Attack0.40447855
Insult0.1342682
Profanity0.084844165
Threat0.007197669
Severe Toxicity0.011749268
Moderate 0.33587718 Moderate Con 0.311 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
Every country should throw out immigrants from their country.....they will take the jobs of local people and resources also....
Every country should throw out immigrants from their country.....they will take the jobs of local people and resources also....
Identity Attack0.37432748
Insult0.0818789
Profanity0.022149978
Threat0.13498579
Severe Toxicity0.015996376
Moderate 0.33338684 Moderate Con 0.301 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a concept referring to First Nations presence on the land long before recorded history. Archeological and genetic evidence suggests migration from northeastern Asia, likely via the Bering Strait, with research pointing to human arrival 30,000 years ago or even earlier. 2) we have welcomed immigrants to settle our lands since more inhabitants equals more revenues for infrastructure. Yes, restructuring of the process is a good idea. 3) Poilievre is a thin skinned man of the pointy finger and blame game with little to offer in actual plans or programs. He plays to people’s gripes, whining, and general b*tch*ness. He IS very similar to the blow-hart down south although more literate. 4) There is no possible way he, especially being of like behaviour, could deal with The Felon. He is NOT a negotiator. He is not calm; he’s bombastic. He’s waaaaaaaay to the right, and will trample equal rights for women, and other valued communities. He has no interest in listening to other positions, views, or suggestions. His way or the highway. Again like the Fascist down south. 4) Our provincial leaders (except a few traitors to Canada’s sovereignty) are behind the extremely difficult work Carney is doing for our country. 67% of Canadians are cheering him on, including the Conservative playground scrapper, Doug Ford, plus Stephen Harper. So, put your bile on hold and support the positive. We’re in a really difficult, daily changing, coming at us from all sides, battle with the POS south of us. Carney is giving it his all. Can’t imagine he gets much sleep. How ‘bout break with the party-love, and have some respect for someone working so hard. Fighting for YOU! ❤️🇨🇦❤️
Identity Attack0.18903255
Insult0.3388922
Profanity0.10425757
Threat0.00746953
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.737
Aug 26, 2025 Why Canadians Are Turning Against …
If you aid or abet an illegal alien and they kill a United States citizen, you can be penalized up to and including THE DEATH PENALTY. 4more American citizens were killed in Indiana by an …
If you aid or abet an illegal alien and they kill a United States citizen, you can be penalized up to and including THE DEATH PENALTY. 4more American citizens were killed in Indiana by an illegal alien driving a tractor trailer. Public records and investigative reports have linked the driver and the truck to the following individuals and entities: Saipidin Tutashov: Listed as the primary officer of Sam Express Inc. (based in Palatine, Illinois). Investigative reports indicate the network is often referred to as the "Tutash" network. Mirlanbek Murzapazylov: Identified as the primary officer of KG Line Group Inc., another carrier in the same network that reportedly shares vehicle identification numbers (VINs) and equipment with Sam Express. Ruslanbek Olzhebaev: Listed as a registered agent for Sam Express Corp in California. Azamat Kenjebaev: Primary officer for Sangam Transport Inc., which is also allegedly part of the same "chameleon carrier" network.
Identity Attack0.3072352
Insult0.16053712
Profanity0.040409464
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.33338684 Moderate Con 0.469 Unverified_Claim
Feb 7, 2026 Inside Canada's Indian Invasion...
whites are loosing jobs not only in Canada,but also in Europe,Australia and the USA
whites are loosing jobs not only in Canada,but also in Europe,Australia and the USA
Identity Attack0.39461556
Insult0.09855611
Profanity0.038655918
Threat0.007754337
Severe Toxicity0.010299683
Moderate 0.3317266 Low Con 0.262
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Wannabe Nick Shirley. I guess you want also blood on your hands
Wannabe Nick Shirley. I guess you want also blood on your hands
Identity Attack0.039456755
Insult0.0820023
Profanity0.079025
Threat0.33923563
Severe Toxicity0.020257099
Moderate 0.3302291 Low Con 0.172
Jan 27, 2026 Inside Canada's Indian Invasion...
Most numbers are from India...MOST MONEY BROUGHT IN FROM INDIA...MOST non compliant also will be from INDIA... STOP SENSATIONALIZING and turning people against us
Most numbers are from India...MOST MONEY BROUGHT IN FROM INDIA...MOST non compliant also will be from INDIA... STOP SENSATIONALIZING and turning people against us
Identity Attack0.34000012
Insult0.15982662
Profanity0.047173142
Threat0.011327368
Severe Toxicity0.016964722
Moderate 0.3302291 Moderate Con 0.348 Unverified_Claim
Sep 27, 2025 5 likes IRCC Names India in Study …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is one of the first countries to turn into India which is orchestrated by the elites. It will be a corrupt third world country. They are in Canadas politics, army, and police force. They …
Canada is one of the first countries to turn into India which is orchestrated by the elites. It will be a corrupt third world country. They are in Canadas politics, army, and police force. They also own businesses and properties. Once they have 100 percent taken over, they will either kick everyone else out or abuse them. Only possible way for Canada to be fixed is if Canadians have a civil war
Identity Attack0.28034934
Insult0.24767025
Profanity0.02932342
Threat0.15434735
Severe Toxicity0.013672344
Moderate 0.3302291 Low Con 0.289 Fear_Threat
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
Identity Attack0.06704199
Insult0.18977246
Profanity0.052183274
Threat0.34804323
Severe Toxicity0.014447021
Moderate 0.32971194 Low Con 0.176 Fear_Threat
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
The immigration system focused on highly educated people with skill set. The English test requirements was setup for much higher score then what they have now. The people they bring from Punjab are not verified …
The immigration system focused on highly educated people with skill set. The English test requirements was setup for much higher score then what they have now. The people they bring from Punjab are not verified and many are just rich and criminals in India. Some are involved in drug traffic also. It is madness
Identity Attack0.34974504
Insult0.26196828
Profanity0.073529124
Threat0.01052473
Severe Toxicity0.0126394415
Moderate 0.32919475 Moderate Con 0.446 Policy_Critique
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Regarding 🍇 with Africans, don't India also have a 🍇 capital?
Regarding 🍇 with Africans, don't India also have a 🍇 capital?
Identity Attack0.28034934
Insult0.08831572
Profanity0.25915453
Threat0.008789998
Severe Toxicity0.022452017
Moderate 0.3286776 Low Con 0.254 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
If all of them say the drivers are terrible, then odds are a lot of them are also the terrible drivers lol
If all of them say the drivers are terrible, then odds are a lot of them are also the terrible drivers lol
Identity Attack0.023193322
Insult0.2817503
Profanity0.098067984
Threat0.008349842
Severe Toxicity0.00667572
Moderate 0.3286776 Low Con 0.168
Jan 27, 2026 Inside Canada's Indian Invasion...
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples and also they export that culture across the globe.
Identity Attack0.36733335
Insult0.2679134
Profanity0.10735235
Threat0.023371955
Severe Toxicity0.019095084
Moderate 0.3281604 Constructive 0.504 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Good idea to toughen up on fraud. Could we also get Michelle Remple to tackle that fraud from at Loblaws grocery chains while she is at it? Maybe she could take on the banking oligarchs …
Good idea to toughen up on fraud. Could we also get Michelle Remple to tackle that fraud from at Loblaws grocery chains while she is at it? Maybe she could take on the banking oligarchs too? Naw! That wont appeal to the christian fundamentalist racist base she is trying to cultivate for her base. More theater from our political class.
Identity Attack0.28034934
Insult0.25998658
Profanity0.02071529
Threat0.008116818
Severe Toxicity0.006713867
Moderate 0.32764325 Moderate Con 0.325
Oct 10, 2025 IRCC Names India in Study …
you should come to North Stockton or Mountain House in CA!!! I would love to know if they are coming here off of something similar because their population has also grown exponentially over the last …
you should come to North Stockton or Mountain House in CA!!! I would love to know if they are coming here off of something similar because their population has also grown exponentially over the last 10 years its crazy!!
Identity Attack0.023595277
Insult0.3393024
Profanity0.0569429
Threat0.008311004
Severe Toxicity0.005340576
Moderate 0.32764325 Constructive 0.679 Question
Feb 28, 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.