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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 #}

Comment Explorer

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Active: "There like somalis" 17 comments
Just like the black somali trash that got dumped in MN, Canada will get a taste of some punjab ass "diversity". They are literally coming over to your country and shitting on it, and you …
Just like the black somali trash that got dumped in MN, Canada will get a taste of some punjab ass "diversity". They are literally coming over to your country and shitting on it, and you smile and say "we need this diversity". Just remember canada: once they start forming r@pe gangs and banging your innocent children, just remember: you wanted this.
Identity Attack0.6649212
Insult0.6407567
Profanity0.5865656
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.743089 Low Con 0.288 Identity Attack Insult Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Indian Hindus are bad deport them immediately and bring somalis, sudanese , libyans, iraqis ,syrians , yemenis, pakistaniz , afghaniz, chechens , Palestinians muzlims these are the people who will help build your country they …
Indian Hindus are bad deport them immediately and bring somalis, sudanese , libyans, iraqis ,syrians , yemenis, pakistaniz , afghaniz, chechens , Palestinians muzlims these are the people who will help build your country they don't blow themselves like indian Hindus they don't plough their vehicles through christmas parade they don't do 9/11 , they don't feed hungry people in gurudwaras ,Hare Krishna movement, ISCKON .Indian Hindus are the worst deport them immediately
Identity Attack0.69783735
Insult0.54471385
Profanity0.33453682
Threat0.4467921
Severe Toxicity0.45895407
Moderate 0.6544696 Moderate Con 0.33 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's …
As a Canadian this is not just a problem in shit hole Brampton. Almost every single major city is becoming like Brampton. Look at Calgary, a big city in a very Conservative province but there's so many Indians and Somali they vote NDP to keep their BS social programs.
Identity Attack0.44690517
Insult0.48627716
Profanity0.541926
Threat0.009566744
Severe Toxicity0.07805709
Moderate 0.57271194 Constructive 0.554 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like …
honestly the guy on the bike said it best: sure there are some street shitters here but hey so do the chinese. and the majority of Indians are good people who don't cause problems like the Muslims and Africans in Dearborn MI. furthermore they actually do contribute to the economy unlike Somalis
Identity Attack0.5548181
Insult0.489133
Profanity0.48510036
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.655 Identity Attack Unverified_Claim
Jan 27, 2026 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...
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me …
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me $8 over my asking wage. I don't mind Indians at all. They are hard working people and don't usually create problems. The Somalis are horrible. They have ZERO etiquette, manners and a complete disregard for anyone but themselves. I moved cities to get away from them because they have like 8-10 kids. They all just make kids for child benefit money and sit at home on welfare. They are ALL on welfare. Those on ODSP work under the table while on a disability benefit. The government is dumb as hell for bringing so many. Nice cities have become shit holes because they're dirty and don't care about their communities. They're just awful.
Identity Attack0.55044734
Insult0.44464502
Profanity0.3194067
Threat0.051391184
Severe Toxicity0.16960317
Moderate 0.5024724 Constructive 0.654 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I was liking the video until you randomly started glazing Somalis
I was liking the video until you randomly started glazing Somalis
Identity Attack0.44690517
Insult0.18604483
Profanity0.20592089
Threat0.34889272
Severe Toxicity0.031420294
Moderate 0.4269174 Moderate Con 0.333 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I'll take Indians over Somalis any day of the week at least Indians WORK instead of stealing welfare like in Minnesota
I'll take Indians over Somalis any day of the week at least Indians WORK instead of stealing welfare like in Minnesota
Identity Attack0.50125694
Insult0.28586254
Profanity0.10920923
Threat0.051391184
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.366 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler goes all over the world demonizing and ridiculing different cultures for views. He's the worlds biggest shid-disturber who would do anything for views while claiming its journalism. He makes Johnny Somali look like a …
Tyler goes all over the world demonizing and ridiculing different cultures for views. He's the worlds biggest shid-disturber who would do anything for views while claiming its journalism. He makes Johnny Somali look like a saint. This is like if Morton Downey Jr. was a youtuber.
Identity Attack0.07921951
Insult0.43296707
Profanity0.10735235
Threat0.009929225
Severe Toxicity0.012962224
Moderate 0.40060925 Moderate Con 0.363 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians are not like those somalis who will fight you if simple questions.
Indians are not like those somalis who will fight you if simple questions.
Identity Attack0.44690517
Insult0.22303216
Profanity0.11539881
Threat0.04132889
Severe Toxicity0.019998873
Moderate 0.37751234 Moderate Con 0.403
Jan 27, 2026 Inside Canada's Indian Invasion...
when you discover the level of fraud they do and how sneaky and nonchalant they are about it, somalis will seem like angels.
when you discover the level of fraud they do and how sneaky and nonchalant they are about it, somalis will seem like angels.
Identity Attack0.36702603
Insult0.3388922
Profanity0.08581402
Threat0.012078222
Severe Toxicity0.0125103295
Moderate 0.3625127 Low Con 0.235 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Once you discover the frauds they do, and how sneaky and nonchalant they are about it, somalis will seem like angels.
Once you discover the frauds they do, and how sneaky and nonchalant they are about it, somalis will seem like angels.
Identity Attack0.3072352
Insult0.33154017
Profanity0.080318145
Threat0.013217449
Severe Toxicity0.011062622
Moderate 0.3389984 Low Con 0.265
Jan 27, 2026 Inside Canada's Indian Invasion...
OK, I do like Indians more than Somalis or Pakistanis. Maybe it's the culture and intelligence and beliefs that are mostly for peace and less harmful.
OK, I do like Indians more than Somalis or Pakistanis. Maybe it's the culture and intelligence and beliefs that are mostly for peace and less harmful.
Identity Attack0.40158966
Insult0.16831873
Profanity0.06946823
Threat0.009929225
Severe Toxicity0.016190045
Moderate 0.3317266 Constructive 0.648 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire …
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire other Indians anymore since they have the options of only their type. They erased several industries at this point, most small business are forgien owned, Indian or middle eastern. They can't drive (just google India driving) theirs a couple feet of snow and they just floor it around sliding through intersections while playing candy crush or what ever Every business that is fast food place is almost exclusively Indian to the point the "white point game" isn't even playable. They buy up insane amounts of properties because they bring thier entire family on different visas and many just stay till they get deported as they bring that money home with them. Every student housing is filled with Indians, every one bedroom has 30 of them living in it. Most starter homes where cheap so they bought them to flip with thier combined money. Security sector is filled with them exclusively because it's the highest amount of money they can make here without any skills .(Most are 0 skilled). Schools all had to cut staff in half because when we cut funding and spots for people coming to our universitys they lost half thier income. Crime rate went way up. My city is really bad for human trafficking and aex trafficking. Many come to our city since it's far enough away to commit crimes. Many get 0 consequences because again.. Illegally overstaying a visa is deportation. Doug Ford literally gave everyone 200$ before an election...like how corrupt and garbage is this country. Now we have Indian only business that can't speak English, similar to the daycare issue. Job postings for specific races or language s only. Mind you everything just stated is also being done by the Arabs and Somalis and Nigerians. Many of these people coming here are "escaping dangerous situations" Wich means criminals who want to start again. Somehow these people with 0 resources have the money to buy million dollar properties 😂 Also don't forget, it's a hate crime to say or do many things about this and could land you in jail or worse. Much of Canada are college towns and those idiot kids want more
Identity Attack0.28034934
Insult0.113185234
Profanity0.087430455
Threat0.018019408
Severe Toxicity0.0125103295
Low Tox 0.25084448 Constructive 0.658 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Difference between the somali community and indian community is night and day... indian people generally have a very strong work ethic and are educated but like with everything there is diminishing marginal utility when you …
Difference between the somali community and indian community is night and day... indian people generally have a very strong work ethic and are educated but like with everything there is diminishing marginal utility when you decide to import in mass. It's not optimal.
Identity Attack0.27701542
Insult0.076819435
Profanity0.025360947
Threat0.00746953
Severe Toxicity0.005760193
Low Tox 0.22043827 Constructive 0.608
Jan 27, 2026 Inside Canada's Indian Invasion...
There like somalis
There like somalis
Identity Attack0.10221587
Insult0.036104713
Profanity0.04792466
Threat0.009981008
Severe Toxicity0.0062561035
Low Tox 0.14256015 Low Con 0.285 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just …
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just with old foods and some customs of the old land. Like Germans, Scandinavians, English, Scottish, Polish, Italians, French immigrants. 2nd gen is already thoroughly Americanized. By 3rd generation, impossible to tell the difference. We do tend to be much more conservative, very Protestant actually in the PNW. Ilya Malinin, a memeber of our US figure skating team, is ethnically Russian. Looks like a Russian, but Russians look very American generally. Many such cases. And then the Mexis, Somalis, Indians... Even the fresh Ukrainians are a little uh... but I think at least the Ukies will adapt quickly
Identity Attack0.06249457
Insult0.030044744
Profanity0.016616182
Threat0.0069646453
Severe Toxicity0.0025177002
Low Tox 0.09872158 Constructive 0.79 Comparative_Framing
Feb 25, 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.