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Canadian Immigration Dashboard [ CID ]
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: "I prefer Indians over your …" 32 comments · Page 1 of 2
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Found one racist white guy who said he also prefers Indians. Tyler has reached new levels of moron.
Identity Attack0.6007182
Insult0.7827088
Profanity0.41375932
Threat0.010110466
Severe Toxicity0.16960317
Toxic 0.8252207 Low Con 0.166 Identity Attack Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus …
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus someone of a preferred colour came in.
Identity Attack0.57150364
Insult0.5130944
Profanity0.70864636
Threat0.025271246
Severe Toxicity0.23225832
Toxic 0.72028047 Moderate Con 0.478 Identity Attack Insult Personal_Narrative
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
I prefer Indians over your pedos and perverts
I prefer Indians over your pedos and perverts
Identity Attack0.55044734
Insult0.6308392
Profanity0.44431314
Threat0.05203775
Severe Toxicity0.34942797
Toxic 0.71760553 Low Con 0.23 Identity Attack Insult Identity_Assertion
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act …
Indians can't help it if you €₹@€ke₹$ are too lazy to work and keep their country functional. The reason business owners prefer hiring Indians we are simply better at doing the job, and don't act entitled. You want Canadians to keep jobs in Canada, simply work harder stop crying like a little bitch about everything and be a good employee. Or get of your arse and start a business. You are not unemployed because you are being discriminated against, you are simply being outcompeted by people willing to work harder. The harsh truth of life.
Identity Attack0.46028158
Insult0.62169385
Profanity0.5188411
Threat0.021472665
Severe Toxicity0.20984669
Moderate 0.6426206 Moderate Con 0.339 Insult Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
curious question : Would Canada prefer more Muslims, Africans or Indians ?? pick your poison . 😂 . Your corrupt politicians have screwed over your country ...
Identity Attack0.57150364
Insult0.6099415
Profanity0.26603898
Threat0.011819307
Severe Toxicity0.049354076
Moderate 0.6342749 Low Con 0.206 Identity Attack Insult Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
Complaining about Indians in Canada is next level dumbness when the county is like 90% white European colonisers that invaded the land. As a native, yeah, I prefer the Indians.
Complaining about Indians in Canada is next level dumbness when the county is like 90% white European colonisers that invaded the land. As a native, yeah, I prefer the Indians.
Identity Attack0.5485698
Insult0.5678696
Profanity0.1719469
Threat0.008427517
Severe Toxicity0.023076924
Moderate 0.55739564 Moderate Con 0.414 Identity Attack Insult Moral_Argument
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
At least no Africans I prefer all Indians they at least One of us
At least no Africans I prefer all Indians they at least One of us
Identity Attack0.6458014
Insult0.3388922
Profanity0.21024476
Threat0.047835086
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.343 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The thing you really have to be careful of, as is the situation with any instance of mass migration, is to be aware if newcomers are taking advantage of Western social assistance programs, like the Somalis have done with the welfare system. They need to understand that to be welcomed as new Americans, they have to work. Indians have proven to be industrious through hotels and convenience shops. I'd prefer them to Middle Easterners or certain cultures of Africans. That all being said, they should also come to understand that, having moved to a modern country, there's very little point in having massive families with ten kids. No need to endlessly spawn more people to help with chores like water fetching when you have indoor plumbing. It's an unfortunate trend a lot of migrants have trouble getting over, the endless breeding that makes locals anxious that they'll become a minority in their own country in just a few generations.
Identity Attack0.5498214
Insult0.46173862
Profanity0.5381406
Threat0.02924249
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.805 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are NOT junkies. Id prefer Indians to white and black junkies
Indians are NOT junkies. Id prefer Indians to white and black junkies
Identity Attack0.5698139
Insult0.4555076
Profanity0.2659699
Threat0.012337137
Severe Toxicity0.032316983
Moderate 0.50789946 Moderate Con 0.312 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
I'D PREFER INDIANS OVER ISLAM ANYDAY
I'D PREFER INDIANS OVER ISLAM ANYDAY
Identity Attack0.5135796
Insult0.16839184
Profanity0.12286829
Threat0.025616571
Severe Toxicity0.02378681
Moderate 0.44573322 Moderate Con 0.347 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
America way better everyone prefers mexicans over indians
America way better everyone prefers mexicans over indians
Identity Attack0.5203519
Insult0.25007802
Profanity0.13873272
Threat0.010576514
Severe Toxicity0.023076924
Moderate 0.4398409 Low Con 0.172 Identity Attack Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
indian but i dont like how indian people act. Actually i prefer white washed indians as regular indians are people who take advantage racist unkind and all that. ive met indians like me that arent …
indian but i dont like how indian people act. Actually i prefer white washed indians as regular indians are people who take advantage racist unkind and all that. ive met indians like me that arent like that but white washed
Identity Attack0.5135796
Insult0.3388922
Profanity0.21456863
Threat0.017328756
Severe Toxicity0.023076924
Moderate 0.43230394 Moderate Con 0.445 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I came to Canada 20 yrs ago as a skilled worker. Brought a lot of money , pass ielts with 8.5 bands even learn French . I was a software engineer . Got a job …
I came to Canada 20 yrs ago as a skilled worker. Brought a lot of money , pass ielts with 8.5 bands even learn French . I was a software engineer . Got a job paid all taxes here . Learn and respect Canadian culture adopt it . Upgrade my education to masters in AI . Now I can’t get a job coz Indian support Indian . And Pakistani prefer Canadian over Pakistani . No job on merit and skill ? Found out many dumb ppl got job even they are not citizens ? How come ? Coz they have reference ? I came to Canada for my kids better future now Canada is being taken over by one culture and I really don’t like this . Crimes are increasing , schools are over crowded , health system is exhausted . They should do something otherwise after 10 yrs when our kids grew up Canada won’t be same as it was when we came
Identity Attack0.37507164
Insult0.47630358
Profanity0.15283443
Threat0.010239923
Severe Toxicity0.017868511
Moderate 0.4269174 Constructive 0.631 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first …
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first generation of Indians went there to get away from the people who shit on the bus and throw rubbish into rivers and canals. In India the biggest vehicle has the right of way - "might is right"
Identity Attack0.2854555
Insult0.27146968
Profanity0.40878695
Threat0.014393489
Severe Toxicity0.022064678
Moderate 0.39231625 Constructive 0.667 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud school to sell course acceptance letter to be approved of student visa. They come not to study but to work and then later on apply for PR. Why do you think Indians are over populated in Canada? they flood the food bank and employment that is no longer available for the Canadian born youth. They are everywhere because they are preferable by greedy employer for cheap labour, the reason this people flood the food bank, theyre wages is not liveable in Canada. Canada becomes a joke since Trudeau took over the government, open border for fraudster to come in. Immigration policy will never be fix until the Liberal is kick out from power. I dont think we need more migrant for walmart tim horton, and uber!
Identity Attack0.46028158
Insult0.3486032
Profanity0.07255927
Threat0.010913103
Severe Toxicity0.020515325
Moderate 0.39231625 Constructive 0.653
Sep 29, 2025 IRCC Names India in Study …
Canadians turning against Indians because they have government preferences, taking over housing and jobs in every type of business. They are changing the face of Canada and forcing us into CanIndia. Canadians do not want …
Canadians turning against Indians because they have government preferences, taking over housing and jobs in every type of business. They are changing the face of Canada and forcing us into CanIndia. Canadians do not want to be forced to live the lifestyle they left behind in India. Enough is enough !!!!!!!!!!!! I am becoming racist at the age of 80 and I do not like having to say that.
Identity Attack0.43896464
Insult0.24928534
Profanity0.02522431
Threat0.010343489
Severe Toxicity0.015931819
Moderate 0.3827457 Constructive 0.587 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
Identity Attack0.46028158
Insult0.11464815
Profanity0.066963166
Threat0.008712323
Severe Toxicity0.015673593
Moderate 0.3666224 Moderate Con 0.35 Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
PLEASE INVESTIGATE ON WHY AMAZON HIRES ALOT OF INDIANS IN THEIR WAREHOUSES, THERES MILLIONS OF THEM!!! especially in CALIFORNIA! do the RESEARCH! they prefer INDIAN OVER ANYONE ELSE!
PLEASE INVESTIGATE ON WHY AMAZON HIRES ALOT OF INDIANS IN THEIR WAREHOUSES, THERES MILLIONS OF THEM!!! especially in CALIFORNIA! do the RESEARCH! they prefer INDIAN OVER ANYONE ELSE!
Identity Attack0.39461556
Insult0.13607834
Profanity0.055940874
Threat0.00933372
Severe Toxicity0.015867263
Moderate 0.36456755 Moderate Con 0.414 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Novascotia , new Glasgow we had Celtic as the preference language ,but now it's mixed up with 😂Indian language n Syrian refugees creating a havoc on our streets lol ...wake-up
Novascotia , new Glasgow we had Celtic as the preference language ,but now it's mixed up with 😂Indian language n Syrian refugees creating a havoc on our streets lol ...wake-up
Identity Attack0.39870077
Insult0.24493282
Profanity0.104876526
Threat0.016638106
Severe Toxicity0.022064678
Moderate 0.3625127 Moderate Con 0.458
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I will prefer Sikhs and Indians all day and everyday over Somalian’s. In my opinion they have better culture and are more friendly.
I will prefer Sikhs and Indians all day and everyday over Somalian’s. In my opinion they have better culture and are more friendly.
Identity Attack0.39870077
Insult0.08484049
Profanity0.06546012
Threat0.013372798
Severe Toxicity0.018707745
Moderate 0.3266089 Constructive 0.515 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’d prefer Indians over a lot of other immigrants honestly. They actually contribute and most of them try to assimilate
I’d prefer Indians over a lot of other immigrants honestly. They actually contribute and most of them try to assimilate
Identity Attack0.36873037
Insult0.0811385
Profanity0.059948977
Threat0.0086087575
Severe Toxicity0.01159668
Low Tox 0.2854903 Moderate Con 0.451 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It …
Who really wants to work? Especially on Mondays and Fridays! Honestly, I'd prefer to collect unemployment, live in my mom's basement, smoke weed, play video games, and complain about all the hardworking Indian folks. It just seems easier than putting in the hustle. I don't understand what the problem is. If someone wants to work, we should let them. Clearly, we have different priorities. We only get one life—just enjoy it and keep complaining about all the Indian people actually doing the work. We need someone to hate and complain about so we can hide our laziness. Honestly, if they leave, we’ll have to go to work, and I don’t think that's going to be easy. So, I'll say thanks to the foreigners who are actually working and paying taxes so we can collect our welfare checks.
Identity Attack0.23239216
Insult0.08484049
Profanity0.064458095
Threat0.012596053
Severe Toxicity0.008773804
Low Tox 0.2396185 Constructive 0.586 Humor_Satire
Aug 29, 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.