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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Same here in Niagara falls …" 21 comments
Come to Niagara falls Ontario. It's nasty how many Indians are here. They need to be shipped back and out of Canada. Dirty nasty rapists
Come to Niagara falls Ontario. It's nasty how many Indians are here. They need to be shipped back and out of Canada. Dirty nasty rapists
Identity Attack0.7063701
Insult0.7418356
Profanity0.39842105
Threat0.1954604
Severe Toxicity0.36435235
Toxic 0.8252207 Moderate Con 0.336 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, …
I went to Toronto and Niagara Falls for the first time last year. Both places were filled with Indians. Didn’t even look like Canada. Looked like a third world country. The people were very loud, rude, and dirty. Would not go back.
Identity Attack0.5203519
Insult0.5739874
Profanity0.1067334
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.5721988 Constructive 0.538 Identity Attack Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where …
I went to Niagara Falls with my family in 2020 and because of Covid not a lot of people where there... It was the *reopening* of Clifton Hill and the Hornblower attraction... As we where going to board the Sky Wheel there was a huge stench of weed in the air.... I have been around weed a lot but nothing compared to this... A big group of Indians where sitting in a circle and passing blunts to each other. It felt like a free for all do what the F*** you like. It sucked and they where super rude and cutting in the lines... I love Indians but come on man, have some manners.
Identity Attack0.46028158
Insult0.4794537
Profanity0.57488567
Threat0.03718498
Severe Toxicity0.23223256
Moderate 0.5559701 Constructive 0.595
Jan 27, 2026 Inside Canada's Indian Invasion...
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a …
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a day in Niagara Falls family day and everything is closed. Did you not check it? This video. You make it sound like everybody who is the greatest of Indian move to Franklin people from my neighbourhood they do talk to us saying hello. Help me when I’m at Walmart. Is the person that moving to send if you’re racist country. You’ll talk to Canadians who represent you more than they represent us and your post. What they say must be interesting in your bizarre echo chamber.
Identity Attack0.29035977
Insult0.42567953
Profanity0.46460027
Threat0.01940071
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.56 Meta_Commentary
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul …
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul harssment, poop in beach, niagara falls new Ganges, and much much more. Indians: no pros..just cons
Identity Attack0.5039629
Insult0.5129801
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.47173777 Low Con 0.157 Identity Attack Insult Unverified_Claim
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
They're taking over Canada like crazy, can't even view niagara falls without a sardar and his family of 15 hogging the viewpoints and they are also quite dirty but not as dirty as those in …
They're taking over Canada like crazy, can't even view niagara falls without a sardar and his family of 15 hogging the viewpoints and they are also quite dirty but not as dirty as those in australia or india themselves, some are nice to be fair, like my familys personal driver is actually very kind and nice but then you have like 100s of illegals especially some of them running scams
Identity Attack0.36702603
Insult0.5130944
Profanity0.11230402
Threat0.010654188
Severe Toxicity0.020127986
Moderate 0.4645176 Constructive 0.666 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, …
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, in one of Canada's most densely-populated regions.
Identity Attack0.021786476
Insult0.4747285
Profanity0.11168506
Threat0.0067445673
Severe Toxicity0.011062622
Moderate 0.43230394 Moderate Con 0.448 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
Identity Attack0.44690517
Insult0.28586254
Profanity0.26621178
Threat0.018882722
Severe Toxicity0.023076924
Moderate 0.39915034 Moderate Con 0.421 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Go to Niagara Falls just on the American side. You will die from the smell from what comes over.
Go to Niagara Falls just on the American side. You will die from the smell from what comes over.
Identity Attack0.06158508
Insult0.11172232
Profanity0.054938845
Threat0.44531298
Severe Toxicity0.019740647
Moderate 0.37073207 Moderate Con 0.302 Fear_Threat
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 …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton and Mississauga are total FRAUD and making money from these students. They should be stopped. I have been to IRCC page and it is extremely easy to let criminals in this country. Forced home invasions, Looting of Beer stores or LCBO. Looting of Jewelry stores. making illegal U turns in and around GTA has become a NORM. Garbage is everywhere. Fireworks is another major problems. They want to do it then do it in India. Don't bring this piece of shit in Canada. We have Canada day and couple others which are celebrated near Downtown Toronto and Niagara Falls. Go and watch. Queen is dead and no reason to have fireworks on stupid Victoria day. Abolish Victoria day or ban fireworks on that day.
Identity Attack0.14233272
Insult0.25205973
Profanity0.026317406
Threat0.011560392
Severe Toxicity0.008964539
Low Tox 0.28674445 Constructive 0.554 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
I visited Niagara Falls this summer. NOTHING BUT INDIANS.
I visited Niagara Falls this summer. NOTHING BUT INDIANS.
Identity Attack0.25140062
Insult0.057890166
Profanity0.037904397
Threat0.008789998
Severe Toxicity0.008392334
Low Tox 0.21776234 Moderate Con 0.377 Fear_Threat
Nov 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Same here in Niagara falls ..i strongly dislike them!
Same here in Niagara falls ..i strongly dislike them!
Identity Attack0.06567776
Insult0.06984934
Profanity0.025770858
Threat0.008220384
Severe Toxicity0.004711151
Low Tox 0.2043827 Moderate Con 0.467 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If you can’t beat them, join them. I took my first dump on a beach today. I bought a turban off Amazon to ride my motorcycle without a helmet. I go to Niagara Falls to …
If you can’t beat them, join them. I took my first dump on a beach today. I bought a turban off Amazon to ride my motorcycle without a helmet. I go to Niagara Falls to litter. This is my Canada.
Identity Attack0.026207991
Insult0.03588435
Profanity0.027410502
Threat0.13815513
Severe Toxicity0.0075149536
Low Tox 0.16678599 Moderate Con 0.411 Humor_Satire
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I feel bad for Canada I seen their side of Niagara Falls and I honestly thought it was India at first for a sec
I feel bad for Canada I seen their side of Niagara Falls and I honestly thought it was India at first for a sec
Identity Attack0.12440576
Insult0.04383647
Profanity0.024062896
Threat0.0083886795
Severe Toxicity0.0037384033
Low Tox 0.16591948 Moderate Con 0.444 Humor_Satire
Jan 27, 2026 461 likes Inside Canada's Indian Invasion...
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada …
Niagara falls 25 years ago was the same way, I didn't realize driving my car into Canada was the equivalent to a flight to India. I was very surprised and never went back to Canada since then
Identity Attack0.031464707
Insult0.014884921
Profanity0.011184863
Threat0.0062526283
Severe Toxicity0.0013446808
Low Tox 0.04240986 Constructive 0.51 Personal_Narrative
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Tyler come to Niagara Falls
Tyler come to Niagara Falls
Identity Attack0.008398513
Insult0.014504919
Profanity0.020783609
Threat0.011094344
Severe Toxicity0.0026130676
Low Tox 0.0414203 Moderate Con 0.382 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
Not missing all here in welland dain city port colbonre st cathrines thorld and Niagara falls they are here your just not looking 😂
Not missing all here in welland dain city port colbonre st cathrines thorld and Niagara falls they are here your just not looking 😂
Identity Attack0.004180758
Insult0.017227544
Profanity0.01309778
Threat0.006641001
Severe Toxicity0.001115799
Low Tox 0.034984488 Moderate Con 0.447
Oct 6, 2025 IRCC Names India in Study …
Bro.. go check out Niagara Falls. Over run!
Bro.. go check out Niagara Falls. Over run!
Identity Attack0.0029598286
Insult0.013288911
Profanity0.012551232
Threat0.007754337
Severe Toxicity0.0011634827
Low Tox 0.027324399 Moderate Con 0.351 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Try going to Niagara falls in summertime 😂
Try going to Niagara falls in summertime 😂
Identity Attack0.0039772694
Insult0.0118069025
Profanity0.015044857
Threat0.0072365063
Severe Toxicity0.0012874603
Low Tox 0.026735162 Low Con 0.251
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.