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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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Search comment text, filter by category or toxicity level
Active: "Immigration fraud" 64 comments · Page 1 of 3
fkn immigrants, get them out of our country fraud, scammers who try calling our Seniors to scam their pensions and anything else they can get their hands on, Get them the fuck out of Canada. …
fkn immigrants, get them out of our country fraud, scammers who try calling our Seniors to scam their pensions and anything else they can get their hands on, Get them the fuck out of Canada. i've gotten 5 phone calls in the last week from scammers in India and other countries who get called out and hang up right away.
Identity Attack0.7063701
Insult0.71551245
Profanity0.7809412
Threat0.44942492
Severe Toxicity0.45895407
Toxic 0.8696708 Moderate Con 0.499 Identity Attack Insult Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Indians are awful! Nobody can stand this damn invasion anymore, the schemes, the immigration fraud, the horrible habits, the noise they make, and all the bad things they do!
Indians are awful! Nobody can stand this damn invasion anymore, the schemes, the immigration fraud, the horrible habits, the noise they make, and all the bad things they do!
Identity Attack0.7426507
Insult0.6798578
Profanity0.6528205
Threat0.09776353
Severe Toxicity0.45895407
Toxic 0.85333383 Low Con 0.277 Identity Attack Insult Identity_Assertion
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the amount of people I deal with daily in sales that can’t speak a single word of English yet drive off in brand new car, live in a nicer house….. bro? What’s happening?! How do I get that shit working 80 hours?!
Identity Attack0.3817989
Insult0.5678696
Profanity0.8089582
Threat0.01750142
Severe Toxicity0.35368225
Toxic 0.8403191 Constructive 0.514 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Arent you a Mexican fraud with the Oliviera surname? You are also an illegal immigrant. Go back to your hellhole Mexico.
Arent you a Mexican fraud with the Oliviera surname? You are also an illegal immigrant. Go back to your hellhole Mexico.
Identity Attack0.7115778
Insult0.7065844
Profanity0.45028755
Threat0.06939816
Severe Toxicity0.35368225
Toxic 0.82048255 Low Con 0.1 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the …
The west is their own fault not screening real immigrants, and letting them set up false colleges and enter with fraud documents. If they do not check legitimate checking, you get every one exploits the system. The guy in bicycle has no clue about India. What nonsense rape is in their culture, rubbish crap video.
Identity Attack0.55044734
Insult0.5739874
Profanity0.5188411
Threat0.17964768
Severe Toxicity0.34962174
Toxic 0.73663366 Low Con 0.294 Identity Attack Insult Policy_Critique
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
I dont blame them. Too much immigrants and majority of them are illegal and fraud
I dont blame them. Too much immigrants and majority of them are illegal and fraud
Identity Attack0.5698139
Insult0.5145894
Profanity0.11911256
Threat0.008893564
Severe Toxicity0.023692908
Moderate 0.568186 Moderate Con 0.39 Identity Attack Insult
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Immigration fraud and Canada is defending it...crazy
Immigration fraud and Canada is defending it...crazy
Identity Attack0.2854555
Insult0.5678696
Profanity0.085167445
Threat0.0082074385
Severe Toxicity0.017868511
Moderate 0.52272606 Low Con 0.177 Insult Policy_Critique
Oct 20, 2025 IRCC Names India in Study …
Yes please end the sponsorship immigrants and all other immigrants coming in and kick the frauds out and the illegals and insyilam seekers KICK THEM OUT
Yes please end the sponsorship immigrants and all other immigrants coming in and kick the frauds out and the illegals and insyilam seekers KICK THEM OUT
Identity Attack0.54996765
Insult0.36798462
Profanity0.15195307
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.269 Identity Attack Threat Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
white people think they are land owners. this is called fraud. WHERE ARE THE LAND OWNERS OR NATIVE CANADIANS ??? everybody else is an immigrant!!!
white people think they are land owners. this is called fraud. WHERE ARE THE LAND OWNERS OR NATIVE CANADIANS ??? everybody else is an immigrant!!!
Identity Attack0.55044734
Insult0.3486032
Profanity0.08290444
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.4850187 Low Con 0.276 Identity Attack Identity_Assertion
Nov 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No surprise India is the top country for frauds. And stop mass immigration from India. It's a disaster
No surprise India is the top country for frauds. And stop mass immigration from India. It's a disaster
Identity Attack0.5135796
Insult0.40243408
Profanity0.13608865
Threat0.019746035
Severe Toxicity0.024678862
Moderate 0.46982017 Low Con 0.175 Identity Attack Unverified_Claim
Sep 29, 2025 1 likes IRCC Names India in Study …
Criminal immigrant frauds ruined our systems
Criminal immigrant frauds ruined our systems
Identity Attack0.49032792
Insult0.36798462
Profanity0.19032755
Threat0.028897164
Severe Toxicity0.023317307
Moderate 0.4475325 Low Con 0.228 Unverified_Claim
Oct 9, 2025 How Canada broke its immigration …
Fraudulent immigration consultants, schools, fake sponsorship...fake Tim Horton, Subway hires! Fake and fraud thanks to one group from one country!
Fraudulent immigration consultants, schools, fake sponsorship...fake Tim Horton, Subway hires! Fake and fraud thanks to one group from one country!
Identity Attack0.3857254
Insult0.4339631
Profanity0.032142747
Threat0.009230154
Severe Toxicity0.021935565
Moderate 0.44002727 Low Con 0.225
Sep 24, 2025 How Canada broke its immigration …
India: and the fraud and corruption it brings to Canada. Note the people with Indian background in inside Immigration Canada.
India: and the fraud and corruption it brings to Canada. Note the people with Indian background in inside Immigration Canada.
Identity Attack0.4774257
Insult0.39297962
Profanity0.028503597
Threat0.008401625
Severe Toxicity0.01935331
Moderate 0.4269174 Low Con 0.254
Oct 1, 2025 IRCC Names India in Study …
All immigrant communities around the world knew since the stone age about all dirty practices and fraud east Indian people always commit in their day to day life. Have you been sleeping all the time …
All immigrant communities around the world knew since the stone age about all dirty practices and fraud east Indian people always commit in their day to day life. Have you been sleeping all the time canada? 5 years ago when i told about this to canadian friends , all they said I am racist🤷🏽‍♂️ now you can see yourself…
Identity Attack0.46028158
Insult0.36537176
Profanity0.03389629
Threat0.008349842
Severe Toxicity0.01896597
Moderate 0.40614098 Moderate Con 0.371
Oct 3, 2025 1 likes IRCC Names India in Study …
The shinning India: First, call center fraud! Second, shoplifting Third, immigration fraud! Fourth, to be continued!
The shinning India: First, call center fraud! Second, shoplifting Third, immigration fraud! Fourth, to be continued!
Identity Attack0.41222036
Insult0.36798462
Profanity0.082581155
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.146
Sep 29, 2025 26 likes IRCC Names India in Study …
India involved in immigration fraud nooooooo way
India involved in immigration fraud nooooooo way
Identity Attack0.44690517
Insult0.26957804
Profanity0.14490221
Threat0.013631714
Severe Toxicity0.023076924
Moderate 0.4013387 Low Con 0.247
Nov 24, 2025 IRCC Names India in Study …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the bus, or it's just so crowded and smells so horrible they get on and then walk right off again. I've seen people in tears over it. Increasing taxes to pay for the things this school has abused is a load of BS....and worse, They're spreading like a virus. Situated themselves into Guelph - plans for Milton. And they want to flood each city with immigrants and call themselves a school. It's fraud. greed. and corruption. Go there. you'll see.
Identity Attack0.2127345
Insult0.41530323
Profanity0.16915557
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.3974717 Constructive 0.52
Oct 10, 2025 IRCC Names India in Study …
Study permit itself is a FRAUD, no Indians are coming to study, they are using it as a means to immigrate to Canada!
Study permit itself is a FRAUD, no Indians are coming to study, they are using it as a means to immigrate to Canada!
Identity Attack0.46028158
Insult0.28586254
Profanity0.05268429
Threat0.007521313
Severe Toxicity0.016771052
Moderate 0.3972142 Low Con 0.22
Sep 29, 2025 IRCC Names India in Study …
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. …
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. Honestly finally fails against the frauds, liars, corrupt people, criminals and money launders. No doubt the process of scams has involvement of corrupt politicians, business owners, real estate developers, money launders and criminals. Instead of growing a self sustainable country the incompetent corrupt politician assisted mass illegal immigration scams as a cheap way to make money to grow GDP, but costly people in a huge way in ways more bad quality unaffordable life with future marred with corruption everywhere
Identity Attack0.22063516
Insult0.4339631
Profanity0.03715288
Threat0.0086087575
Severe Toxicity0.012130737
Moderate 0.39669925 Moderate Con 0.464
Dec 25, 2025 Deportations From Canada at Their …
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 …
Lets also account for the ODSP Child Tax fraud immigrants....
Lets also account for the ODSP Child Tax fraud immigrants....
Identity Attack0.32184324
Insult0.36798462
Profanity0.025087673
Threat0.0072753434
Severe Toxicity0.010681152
Moderate 0.37751234 Low Con 0.218 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Some indians are here as refugees. They said , they're persecuted in india for bieng " Christians" . They are not Christians, they lied to immigration to come to Canada. Once in Canada they do …
Some indians are here as refugees. They said , they're persecuted in india for bieng " Christians" . They are not Christians, they lied to immigration to come to Canada. Once in Canada they do all kinds of fraud to get work permit. They have a Bible written in their language but they're not Christians.
Identity Attack0.46614665
Insult0.25602314
Profanity0.03715288
Threat0.008556974
Severe Toxicity0.015673593
Moderate 0.37751234 Moderate Con 0.456 Unverified_Claim
Oct 5, 2025 IRCC Names India in Study …
We need the Conservatives in power & start an ICE program & get rid of all these illegals & the fraud & revamp our entire immigration system .
We need the Conservatives in power & start an ICE program & get rid of all these illegals & the fraud & revamp our entire immigration system .
Identity Attack0.40351558
Insult0.24928534
Profanity0.036651865
Threat0.16067244
Severe Toxicity0.023076924
Moderate 0.37694603 Low Con 0.285 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
The Khslistan movement is a fraud for immigration only to seek asylum.
The Khslistan movement is a fraud for immigration only to seek asylum.
Identity Attack0.36702603
Insult0.25998658
Profanity0.08193458
Threat0.011638066
Severe Toxicity0.012435913
Moderate 0.34757367 Low Con 0.153 Unverified_Claim
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
Immigration fraud
Immigration fraud
Identity Attack0.36598656
Insult0.24171697
Profanity0.09001675
Threat0.009411395
Severe Toxicity0.01825585
Moderate 0.34328604 Moderate Con 0.375 Policy_Critique
Feb 3, 2026 3 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.