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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 #}

Comment Explorer

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Active: "I am Indian from India. …" 760 comments · Page 15 of 31
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Identity Attack0.23467018
Insult0.35677677
Profanity0.24341469
Threat0.013372798
Severe Toxicity0.01825585
Moderate 0.34757367 Moderate Con 0.434 Policy_Critique
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
My greatest hope for the world is not world peace. It's that a communist dictator would arise in India, and model the country after North Korea, so that no Indians can leave the Subcontinent
My greatest hope for the world is not world peace. It's that a communist dictator would arise in India, and model the country after North Korea, so that no Indians can leave the Subcontinent
Identity Attack0.38223284
Insult0.12521741
Profanity0.08355101
Threat0.1319513
Severe Toxicity0.023076924
Moderate 0.34328604 Moderate Con 0.315 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Meanwhile immigrants get more welfare than hard working Canadians and they disrespect Campbada. Carney and the Trudeau Liberals appointed Liberal judges who refuse to uphold our laws but make their decisions based on their own …
Meanwhile immigrants get more welfare than hard working Canadians and they disrespect Campbada. Carney and the Trudeau Liberals appointed Liberal judges who refuse to uphold our laws but make their decisions based on their own opinion. We have immigrants like Indians, from India, and now they have built a 50’ idol of their god, and we allow Palistinians to terrorize our citizens while we give them sanctuary here. This is not a co-incidence. If you voted Liberal then you are just as responsible as the Liberal government who brought us to this state.
Identity Attack0.39773783
Insult0.24928534
Profanity0.028640235
Threat0.012958534
Severe Toxicity0.015867263
Moderate 0.34328604 Moderate Con 0.456
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Canada, etc. is being Assam-ed. No one believed us and our ancestors when we stood up against the illegal Indians immigrants/migrants. They refused to assimilate with the native Asian matriarchal, matrilineal societies. Instead, they have …
Canada, etc. is being Assam-ed. No one believed us and our ancestors when we stood up against the illegal Indians immigrants/migrants. They refused to assimilate with the native Asian matriarchal, matrilineal societies. Instead, they have been killing the native Asian matriarchal societies and forcing them into patriarchal societies. Only one left to be forcibly converted to patriarchal society. On the other hand, India has been committing the genocide and ethnic cleansing of the native Asian population, with the West supporting it.
Identity Attack0.40351558
Insult0.22770336
Profanity0.041912504
Threat0.1319513
Severe Toxicity0.02116089
Moderate 0.3389984 Constructive 0.519 Unverified_Claim
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
doesnt any indian wanna make india great????????????????
doesnt any indian wanna make india great????????????????
Identity Attack0.38200524
Insult0.07808672
Profanity0.0816113
Threat0.011146127
Severe Toxicity0.017158391
Moderate 0.3389984 Low Con 0.274
Nov 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
People in Canada don’t hate Indians but it seems Indians don’t want to be Canadian they want to turn Canada into India.
People in Canada don’t hate Indians but it seems Indians don’t want to be Canadian they want to turn Canada into India.
Identity Attack0.45610145
Insult0.14512913
Profanity0.04366605
Threat0.009230154
Severe Toxicity0.01302678
Moderate 0.3389984 Moderate Con 0.339
Sep 28, 2025 2 likes Why Canadians Are Turning Against …
I was shocked how many Indians were in Brampton it’s basically India pt2. It smells like curry soon as you walk outside.
I was shocked how many Indians were in Brampton it’s basically India pt2. It smells like curry soon as you walk outside.
Identity Attack0.3817989
Insult0.24835461
Profanity0.10363861
Threat0.00967031
Severe Toxicity0.016383713
Moderate 0.3389984 Moderate Con 0.401 Identity_Assertion
Jan 27, 2026 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)
Why the Canadian government allow the indian people to enter Canada, look at their population in India 🇮🇳 over Billion of them Canadian government should do something right now before is too late to start …
Why the Canadian government allow the indian people to enter Canada, look at their population in India 🇮🇳 over Billion of them Canadian government should do something right now before is too late to start deport them
Identity Attack0.43256098
Insult0.14874944
Profanity0.02119352
Threat0.030278467
Severe Toxicity0.015544481
Moderate 0.3389984 Low Con 0.261
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The indigenous people of Canada are from India and Oriental then the white Europeans came made it white now the Indians are making it brown again make Canada brown again
The indigenous people of Canada are from India and Oriental then the white Europeans came made it white now the Indians are making it brown again make Canada brown again
Identity Attack0.44690517
Insult0.13969865
Profanity0.032643758
Threat0.008712323
Severe Toxicity0.015673593
Moderate 0.3389984 Low Con 0.171
Jan 27, 2026 Inside Canada's Indian Invasion...
Niagara Falls turned into INDIA over night. Almost every restaurant that is Indian employed has been shut down due to health violations such as filthy infested food
Niagara Falls turned into INDIA over night. Almost every restaurant that is Indian employed has been shut down due to health violations such as filthy infested food
Identity Attack0.36702603
Insult0.25404143
Profanity0.12220735
Threat0.0077154995
Severe Toxicity0.01573815
Moderate 0.3389984 Moderate Con 0.379 Unverified_Claim
Oct 6, 2025 IRCC Names India in Study …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people in who want Khalistan. Theyre the ones who did the air india bombings, theyre the ones who assassinated an Indian female prime minister. Instead of having other Indian ethnicities, youre choosing a more extreme one who wont integrate fully. Most dont even know English., unlike other Indians.
Identity Attack0.4139151
Insult0.19225755
Profanity0.031391226
Threat0.060119797
Severe Toxicity0.016125489
Moderate 0.3389984 Constructive 0.516 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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...
Chandigarh one of the cleanest city of india, they might put of pic. Of chandigarh but when he talk about punjab he put bad picture this show your mindset...... When u need cheap labour or …
Chandigarh one of the cleanest city of india, they might put of pic. Of chandigarh but when he talk about punjab he put bad picture this show your mindset...... When u need cheap labour or money inflow for your clgs/university then indians are good but they want to do job, business their then they became dirty smally.. If west have problem with India just stop giving visa to Indians
Identity Attack0.3817989
Insult0.3388922
Profanity0.124631
Threat0.020436687
Severe Toxicity0.02296847
Moderate 0.3389984 Moderate Con 0.442 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years …
UK has the same problem with Indians and student visas. India, Nigeria, and Pakistan commit the most student visa frauds or non compliance in the UK. It was in the papers a couple of years ago. Indians cause too many problems and countries need to be like the US and expel them or make it harder for them to come in. I can say in London, London Metropolitan University and University of East London have way too many Indians and Pakistanis who barely speak English and from what I heard, some take their visas and run off into the sunset. Luckily at my university, in my program, only 1 or 2 Indians.
Identity Attack0.43896464
Insult0.24171697
Profanity0.07805514
Threat0.029933142
Severe Toxicity0.01935331
Moderate 0.3389984 Constructive 0.741 Unverified_Claim
Nov 2, 2025 IRCC Names India in Study …
This is why I left Canada. Too many Indians. So I moved to India.
This is why I left Canada. Too many Indians. So I moved to India.
Identity Attack0.43896464
Insult0.11797678
Profanity0.028093686
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.3389984 Moderate Con 0.426
Sep 19, 2025 47 likes Inside Canada's Indian Metropolis (Brampton)
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham …
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham schools in India abuse our immigration merit system. What's even worse is that we bring in different groups of people from that region indiscriminately, and they fight each other when they get here too... who would have thought??? Indian people are great, when you actually thoroughly vet them. If you check the numbers given by the Canadian government its insanely disproportionate how many people are immigrating from India relative to other countries.
Identity Attack0.37012735
Insult0.24630153
Profanity0.050429728
Threat0.024580594
Severe Toxicity0.014188796
Moderate 0.3389984 Constructive 0.691 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians in n India openly talk about owner ngvCabada and getting rid of the ( GORAs) white people they say you will clean thier toilets soon , thier plans for you are domestic servants
Indians in n India openly talk about owner ngvCabada and getting rid of the ( GORAs) white people they say you will clean thier toilets soon , thier plans for you are domestic servants
Identity Attack0.3817989
Insult0.26957804
Profanity0.16450337
Threat0.079364374
Severe Toxicity0.023076924
Moderate 0.3389984 Moderate Con 0.348
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
As a Canadian I’ll try and put this very politely and everything but I am friends with Indians that immigranted here 20+ years ago and the immigrants back then wanted to be Canadian and actually …
As a Canadian I’ll try and put this very politely and everything but I am friends with Indians that immigranted here 20+ years ago and the immigrants back then wanted to be Canadian and actually wanted to assimilate themselves in our culture the new round of immigration doesn’t do that they want to make Canada the new India they have no respect no care for the others around them and yes! They do smell not all of them but if it’s a smelly person in Canada 9/10 they are Indian that’s what I’ve seen obviously there is more but we just want them to want to be Canadians and not build your stupid praying status sorry I tried to be polite but this is something that has pissed me off more and more and people are finally talking about it
Identity Attack0.3802808
Insult0.2735258
Profanity0.12220735
Threat0.009955117
Severe Toxicity0.018449519
Moderate 0.33836752 Constructive 0.698 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Im sorry for the earlier Indian immigrants who did assimilate and now India has found them to swamp them yet again
Im sorry for the earlier Indian immigrants who did assimilate and now India has found them to swamp them yet again
Identity Attack0.38445538
Insult0.16195811
Profanity0.10735235
Threat0.094697006
Severe Toxicity0.02296847
Moderate 0.33836752 Moderate Con 0.497
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
walmat, tim hortons, mcdonals, gsa stations every where indian. how come. war related effected innocent people are refugees. there is no war india. how come so many indians. 😢😮
walmat, tim hortons, mcdonals, gsa stations every where indian. how come. war related effected innocent people are refugees. there is no war india. how come so many indians. 😢😮
Identity Attack0.3825363
Insult0.1505596
Profanity0.033645786
Threat0.02924249
Severe Toxicity0.017222947
Moderate 0.3375374 Moderate Con 0.478
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog …
One person Person complaining other person served me first at the butcher shop isn’t that funny that is like when some narrow minded people they put the sign in the restaurant and casino. No Dog and Indian are not allowed that is the racist is and when the people come from China and India, they charge tax And the other people coming from Europe they can come anytime why thats racist
Identity Attack0.293411
Insult0.25998658
Profanity0.0913099
Threat0.0097738765
Severe Toxicity0.015802706
Moderate 0.3375374 Constructive 0.559 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian myself, I wouldn't want any country to turn into India.
As an Indian myself, I wouldn't want any country to turn into India.
Identity Attack0.40158966
Insult0.0836065
Profanity0.06345607
Threat0.013631714
Severe Toxicity0.016900165
Moderate 0.3367073 Constructive 0.526 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I had a co-worker who applied for PR and keeps waiting and waiting, one co-worker from India said to him.. “Dude! Just get marry with someone who has a citizenship and you will get a …
I had a co-worker who applied for PR and keeps waiting and waiting, one co-worker from India said to him.. “Dude! Just get marry with someone who has a citizenship and you will get a spousal visa so easy, quick! That’s how all my indian friends got it. It’s like a contract.” I told her “Hey that’s illegal!” And that Indian girl laughed and said “Who cares!” They are ruining the entire immigration system in Canada.
Identity Attack0.3857254
Insult0.16751462
Profanity0.08775374
Threat0.011042561
Severe Toxicity0.013866014
Moderate 0.33587718 Constructive 0.643
Oct 12, 2025 IRCC Names India in Study …

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.