Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "All of them are scammers" 146 comments · Page 5 of 6
Why they vacation where the come from , if they flee the place , scammers .. check where they go on vacation, they go to their home country .
Why they vacation where the come from , if they flee the place , scammers .. check where they go on vacation, they go to their home country .
Identity Attack0.28034934
Insult0.44126466
Profanity0.08775374
Threat0.0100069
Severe Toxicity0.015931819
Moderate 0.41690505 Low Con 0.246
Dec 26, 2025 Deportations From Canada at Their …
Mostly scammers, forgers and the unqualified... including the lawyers
Mostly scammers, forgers and the unqualified... including the lawyers
Identity Attack0.020781586
Insult0.4747285
Profanity0.08225787
Threat0.009100696
Severe Toxicity0.0104522705
Moderate 0.41168427 Low Con 0.145 Unverified_Claim
Jan 15, 2026 2.9 million Canadian temporary visas …
We need a final solution for these scammers...
We need a final solution for these scammers...
Identity Attack0.009693438
Insult0.47384647
Profanity0.10611444
Threat0.019228047
Severe Toxicity0.00831604
Moderate 0.40891263 Low Con 0.221 Fear_Threat
Feb 25, 2026 'We do know that there's …
Please make more scammer videos you could go to Athens praque Copenhagen and many more those are just down places
Please make more scammer videos you could go to Athens praque Copenhagen and many more those are just down places
Identity Attack0.08004672
Insult0.24928534
Profanity0.1854088
Threat0.053654157
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.295 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That’s what happen when you import scammers and conmen
That’s what happen when you import scammers and conmen
Identity Attack0.04667538
Insult0.45758462
Profanity0.124631
Threat0.008181547
Severe Toxicity0.01083374
Moderate 0.39987978 Low Con 0.125 Unverified_Claim
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
9:40 did you just quote bloody trust pilot? That programme is only there to promote scams. They delete any comment that calls out scammers. Im leaving a dislike for that
9:40 did you just quote bloody trust pilot? That programme is only there to promote scams. They delete any comment that calls out scammers. Im leaving a dislike for that
Identity Attack0.04048799
Insult0.2817503
Profanity0.21564959
Threat0.029415153
Severe Toxicity0.023076924
Moderate 0.39987978 Constructive 0.516 Meta_Commentary
Jan 27, 2026 18 likes Inside Canada's Indian Invasion...
Canada government liberals don't know where all these illegal scammer students are? Do they know anything? Does the government know how many of these are terrorists
Canada government liberals don't know where all these illegal scammer students are? Do they know anything? Does the government know how many of these are terrorists
Identity Attack0.27991617
Insult0.42743355
Profanity0.05393682
Threat0.01187109
Severe Toxicity0.013285006
Moderate 0.3969567 Low Con 0.216
Sep 29, 2025 IRCC Names India in Study …
It’s because some immigration consultants sell the PR. It’s becoming a scam. Canadians don’t even get jobs. Young people don’t even get jobs. And Canada now is has lost its integrity as a country. It’s …
It’s because some immigration consultants sell the PR. It’s becoming a scam. Canadians don’t even get jobs. Young people don’t even get jobs. And Canada now is has lost its integrity as a country. It’s infested with drug cartels like America, infested with scammers, terrorists war mongerers, car nappers etc, etc, Canada is not the same anymore. Just imagine the government is already taken by other ideologies. The death of the freedom of Canadian soldiers in the wars are already in vain. The morals, integrity, honesty and due diligence. History of Canada should be inculcated in schools. So children of the country will know how Canada became as Canada. It is the freedom to live in peace in honesty in diligence in integrity. For the unit of a society starts from a family. If all of these is not practice, Canada as a country Will be gone. If a country don’t take control of these things, the history of Canada is totally gone.
Identity Attack0.36702603
Insult0.40243408
Profanity0.064458095
Threat0.03407705
Severe Toxicity0.019611536
Moderate 0.39441586 Moderate Con 0.466 Policy_Critique
Nov 20, 2025 Quebec Ends Economic Immigration Program …
It's pretty obvious that part of the pushback is because the country of origin became completely slanted. There was a time when there was a lot of Chinese immigration, and while you would have wanted …
It's pretty obvious that part of the pushback is because the country of origin became completely slanted. There was a time when there was a lot of Chinese immigration, and while you would have wanted way less, at least they know how to follow the rules and show signs of gratitude for being allowed in. The mass influx of Jeets is a totally different animal. Natural scammers, ungrateful and much more trouble than they are worth.
Identity Attack0.2823795
Insult0.4339631
Profanity0.09260304
Threat0.010369381
Severe Toxicity0.014511578
Moderate 0.39231625 Constructive 0.615 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Dude supposedly hates scammers yet look at his sponsor 🤡
Dude supposedly hates scammers yet look at his sponsor 🤡
Identity Attack0.05794714
Insult0.36021477
Profanity0.15938593
Threat0.00967031
Severe Toxicity0.013672344
Moderate 0.39231625 Low Con 0.142
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
tyler i love and support all ur videos but why are we doing sponsors for known scammers... this video specifically covers something that regards my life but you lose all credit by supporting scammers
tyler i love and support all ur videos but why are we doing sponsors for known scammers... this video specifically covers something that regards my life but you lose all credit by supporting scammers
Identity Attack0.036620867
Insult0.34203702
Profanity0.15985115
Threat0.0113014765
Severe Toxicity0.01483436
Moderate 0.38811707 Constructive 0.579 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
a lot of scammers
a lot of scammers
Identity Attack0.020982565
Insult0.40243408
Profanity0.19524631
Threat0.008919456
Severe Toxicity0.010604858
Moderate 0.3827457 Moderate Con 0.362 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Misleading title. We don’t have a problem with immigration. We have a problem with a hoard of illegals and visa scammers flooding our country.
Misleading title. We don’t have a problem with immigration. We have a problem with a hoard of illegals and visa scammers flooding our country.
Identity Attack0.33352965
Insult0.39297962
Profanity0.04366605
Threat0.009877442
Severe Toxicity0.012207031
Moderate 0.37795907 Moderate Con 0.301 Policy_Critique
Aug 27, 2025 Why Canadians Are Turning Against …
It's true. I was in Toronto Pearson airport to catch a flight back to Montreal. All the CATSA members there are 80% Hindus! Passengers Hindus. Security Hindus. Everywhere you see Hindus. Canada has become the …
It's true. I was in Toronto Pearson airport to catch a flight back to Montreal. All the CATSA members there are 80% Hindus! Passengers Hindus. Security Hindus. Everywhere you see Hindus. Canada has become the 36th State of India! Edit: Oh and BTW I got some scam calls with Hindu accent, some claiming to be from CRA(Canada Revenue Agency). Ask if they can speak French, if they cannot, they are scammers, cause real CRA agents HAVE to speak both French and English!
Identity Attack0.40351558
Insult0.3470427
Profanity0.06646215
Threat0.008556974
Severe Toxicity0.015544481
Moderate 0.37751234 Constructive 0.622
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
This makes Iselin NJ jealous. Though unlike Somalis, at least the Indians work...the scammers generally stay in India. But still, Canada is losing its culture. Only liberal Western nations allow this unchecked immigration.
Identity Attack0.39334553
Insult0.35016364
Profanity0.040409464
Threat0.0084793
Severe Toxicity0.012435913
Moderate 0.37751234 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Upper class????? I see them in California: ALL SCAMMERS buying BRAND NEW HOUSES!!! How come??!!!?? Cash transactions: no record, evade taxes!!!!
Upper class????? I see them in California: ALL SCAMMERS buying BRAND NEW HOUSES!!! How come??!!!?? Cash transactions: no record, evade taxes!!!!
Identity Attack0.060675595
Insult0.40420914
Profanity0.035399333
Threat0.007637825
Severe Toxicity0.008277893
Moderate 0.37751234 Moderate Con 0.372 Unverified_Claim
Feb 10, 2026 Inside Canada's Indian Invasion...
But there was high scammers coming in student visa aslmyer seekers etc illegals are illegals
But there was high scammers coming in student visa aslmyer seekers etc illegals are illegals
Identity Attack0.3043136
Insult0.38852
Profanity0.098377466
Threat0.007832011
Severe Toxicity0.012703998
Moderate 0.37751234 Moderate Con 0.332 Unverified_Claim
Jul 5, 2025 1 likes How Canada broke its immigration …
Pass this video off to the police. Stop the scammers
Pass this video off to the police. Stop the scammers
Identity Attack0.03636306
Insult0.3388922
Profanity0.17287734
Threat0.039256934
Severe Toxicity0.015609037
Moderate 0.37751234 Moderate Con 0.363 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick …
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick you up.
Identity Attack0.07012023
Insult0.40420914
Profanity0.06145202
Threat0.0097738765
Severe Toxicity0.008125305
Moderate 0.37694603 Moderate Con 0.46 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I like majority of Indian ppl. I don't like criminals and scammers and violent crazies regardless of the race.
I like majority of Indian ppl. I don't like criminals and scammers and violent crazies regardless of the race.
Identity Attack0.36702603
Insult0.36798462
Profanity0.2366394
Threat0.025789235
Severe Toxicity0.020257099
Moderate 0.37458646 Constructive 0.515 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
You can’t import low trust scammers into a country of high trust kind hearted people
You can’t import low trust scammers into a country of high trust kind hearted people
Identity Attack0.10221587
Insult0.38406035
Profanity0.0961592
Threat0.009281937
Severe Toxicity0.010528564
Moderate 0.36867723 Low Con 0.228 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
There are all scammers. No they can’t find them they’re all over Canada.
There are all scammers. No they can’t find them they’re all over Canada.
Identity Attack0.10221587
Insult0.40243408
Profanity0.037403382
Threat0.007340072
Severe Toxicity0.0060653687
Moderate 0.36095104 Low Con 0.248 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
Great video @TylerOlivera Please look into Canadian Lima scams and indigenous scams next our country is being bled dry by scammers and our media is telling us to look the other way.
Great video @TylerOlivera Please look into Canadian Lima scams and indigenous scams next our country is being bled dry by scammers and our media is telling us to look the other way.
Identity Attack0.17070955
Insult0.36939126
Profanity0.045419596
Threat0.008039144
Severe Toxicity0.00869751
Moderate 0.36095104 Constructive 0.602 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Of course, wasting our resources on bringing scammers, and again on forcing them to leave!
Of course, wasting our resources on bringing scammers, and again on forcing them to leave!
Identity Attack0.010729378
Insult0.36798462
Profanity0.029186781
Threat0.013010317
Severe Toxicity0.00541687
Moderate 0.3561489 Low Con 0.161 Policy_Critique
Jan 15, 2026 2.9 million Canadian temporary visas …
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
Identity Attack0.052490227
Insult0.24903896
Profanity0.19770569
Threat0.025271246
Severe Toxicity0.01735206
Moderate 0.35186127 Low Con 0.259 Meta_Commentary
Feb 22, 2026 302 likes 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.