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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: "Immigration lawyer that’s about as …" 51 comments · Page 1 of 3
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time …
Why are international students being told they might be able to stay?!?????!? You're a scumbag Mr. Immigration lawyer! After they graduate and leave, they can apply like everyone else and get in line. Their time as a student should not count for anything. Why are we fasttracking bringing grandparents of new Canadians or PR's? They don't pay taxes and put extra burden on healthcare and CPP. PR's should not be able to bring other extended family members at all. Canada's immigration system hit the breaking point 10 years ago when that failed part-time high school drama teacher took the wrecking ball to it.
Identity Attack0.20483385
Insult0.5678696
Profanity0.2395431
Threat0.009903334
Severe Toxicity0.023076924
Moderate 0.51869136 Moderate Con 0.451 Insult Policy_Critique
Jan 19, 2026 32 likes Why Canada’s immigration system has …
Blame your federal government leadership, dirty immigration lawyers, and the ecosystem who thrives on weak loop holes in the Canadian system. Shame on the Canadian government
Blame your federal government leadership, dirty immigration lawyers, and the ecosystem who thrives on weak loop holes in the Canadian system. Shame on the Canadian government
Identity Attack0.37152436
Insult0.48627716
Profanity0.08549073
Threat0.0101363575
Severe Toxicity0.01825585
Moderate 0.45761138 Low Con 0.15 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Identity Attack0.381025
Insult0.34101152
Profanity0.026180768
Threat0.055917133
Severe Toxicity0.015286255
Moderate 0.37751234 Low Con 0.289 Policy_Critique
Dec 24, 2025 20 likes Deportations From Canada at Their …
Big slap 👋 to this immigration lawyer who wants to warm his pockets at expense of Canadians Canadians will be very happy when Cbsa officers will act as ice and remove illegal aliens
Big slap 👋 to this immigration lawyer who wants to warm his pockets at expense of Canadians Canadians will be very happy when Cbsa officers will act as ice and remove illegal aliens
Identity Attack0.38208112
Insult0.24835461
Profanity0.028230323
Threat0.31721663
Severe Toxicity0.022193791
Moderate 0.37751234 Moderate Con 0.35 Policy_Critique
Jan 16, 2026 2.9 million Canadian temporary visas …
Immigration lawyer consultant are the one becomes millionaire here who knows they are all connected to the corrupt immigration worker just asking
Immigration lawyer consultant are the one becomes millionaire here who knows they are all connected to the corrupt immigration worker just asking
Identity Attack0.25647953
Insult0.37619758
Profanity0.032142747
Threat0.0074565844
Severe Toxicity0.0073623657
Moderate 0.37458646 Low Con 0.165 Unverified_Claim
Nov 20, 2025 119 likes Quebec Ends Economic Immigration Program …
Indian lawyers and law makers are behind running fraudulent immigration scams in Canada, including government agencies ,no student work permits, spousal work permits or or temp work permits should be given to Indians, most of …
Indian lawyers and law makers are behind running fraudulent immigration scams in Canada, including government agencies ,no student work permits, spousal work permits or or temp work permits should be given to Indians, most of documents provided by Indians are fake such as education certificates, work experience, income, savings, birth certificates, marriage certificates ,English test reports ,Indian government and private companies make huge income from sending Indians to Canada.
Identity Attack0.44690517
Insult0.23704576
Profanity0.021330157
Threat0.008259222
Severe Toxicity0.012054443
Moderate 0.36095104 Moderate Con 0.315 Unverified_Claim
Sep 28, 2025 9 likes IRCC Names India in Study …
Immigration lawyers are bottom feeders
Immigration lawyers are bottom feeders
Identity Attack0.28034934
Insult0.32211447
Profanity0.114160895
Threat0.007961469
Severe Toxicity0.01159668
Moderate 0.34757367 Low Con 0.137 Identity_Assertion
Dec 27, 2025 1 likes Deportations From Canada at Their …
I have no words to describe the immigration lawyer guy. I'll let others do that. Canada owes these people nothing. They are here on a temporary basis and now must leave. I suspect some will …
I have no words to describe the immigration lawyer guy. I'll let others do that. Canada owes these people nothing. They are here on a temporary basis and now must leave. I suspect some will try to stay but most will go. Their options are miserable and likely far worse then in their home countries.
Identity Attack0.23163283
Insult0.34548226
Profanity0.027273865
Threat0.007857903
Severe Toxicity0.006790161
Moderate 0.3389984 Constructive 0.533 Policy_Critique
Jan 19, 2026 2 likes 2.9 million Canadian temporary visas …
A clueless immigration minister fits in well with a clueless electorate . The illegal alien extortionists that have been caught in murder and assault with ilegal handguns have claimed asylum and have about six years …
A clueless immigration minister fits in well with a clueless electorate . The illegal alien extortionists that have been caught in murder and assault with ilegal handguns have claimed asylum and have about six years of taxpayer funded lawyers to help them remain in Canada. Tim Hortons laid off Canadian full time workers and imported temporary part time workers and the tacpayer pays half their wages. A company worty of a nation wide boycott.
Identity Attack0.23694818
Insult0.30797598
Profanity0.017709278
Threat0.025271246
Severe Toxicity0.010223389
Moderate 0.3302291 Moderate Con 0.416 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Deport the immigration lawyers.
Deport the immigration lawyers.
Identity Attack0.2846865
Insult0.0836065
Profanity0.03489832
Threat0.1338057
Severe Toxicity0.012435913
Moderate 0.3234372 Low Con 0.117
Dec 25, 2025 60 likes Deportations From Canada at Their …
The entitlement of these temp workers and students is unbelievable. The only people who profit from this insane immigration are lawyers and fake colleges. 30 years ago an immigrant had to be a professional with …
The entitlement of these temp workers and students is unbelievable. The only people who profit from this insane immigration are lawyers and fake colleges. 30 years ago an immigrant had to be a professional with proven skills, you had to speak the language and be ready to integrate and contribute. Now? They do nothing, get everything and demand MORE. STOP immigration.
Identity Attack0.2803029
Insult0.24561718
Profanity0.025087673
Threat0.007935578
Severe Toxicity0.008277893
Moderate 0.31132057 Moderate Con 0.344
Nov 23, 2025 85 likes Quebec Ends Economic Immigration Program …
Immigration lawyer looks very sad
Immigration lawyer looks very sad
Identity Attack0.116281845
Insult0.15698463
Profanity0.041912504
Threat0.007547205
Severe Toxicity0.0048065186
Low Tox 0.27047762 Moderate Con 0.409 Meta_Commentary
Nov 20, 2025 6 likes Quebec Ends Economic Immigration Program …
Instead of interviewing immigration lawyers, maybe you should interview Canadians instead. We don’t need talent in this country. There is plenty of unemployed talent here already. It’s called Canadians.
Instead of interviewing immigration lawyers, maybe you should interview Canadians instead. We don’t need talent in this country. There is plenty of unemployed talent here already. It’s called Canadians.
Identity Attack0.2808415
Insult0.113185234
Profanity0.012722028
Threat0.0076507707
Severe Toxicity0.0063323975
Low Tox 0.25727063 Low Con 0.265
Nov 23, 2025 1 likes Quebec Ends Economic Immigration Program …
Canadians DON"T WANT or NEED immigrants. Corporations and immigration lawyers need them. Citizens don't.
Canadians DON"T WANT or NEED immigrants. Corporations and immigration lawyers need them. Citizens don't.
Identity Attack0.2803029
Insult0.061801232
Profanity0.01354185
Threat0.0071070488
Severe Toxicity0.0062179565
Low Tox 0.2359567 Low Con 0.231 Economic_Argument
Jan 19, 2026 31 likes Why Canada’s immigration system has …
lost me at only "1 million" and again at "the cut back in staffing". Nothing about the student visas fraud, ELMIA fraud, open borders that have created. Probably a lawyer that makes big dough from …
lost me at only "1 million" and again at "the cut back in staffing". Nothing about the student visas fraud, ELMIA fraud, open borders that have created. Probably a lawyer that makes big dough from mass immigration. This "news" downplays it big time. No shame
Identity Attack0.021987455
Insult0.11978693
Profanity0.018255826
Threat0.0074565844
Severe Toxicity0.0031471252
Low Tox 0.20312156 Moderate Con 0.449
Jan 20, 2026 Why Canada’s immigration system has …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
All need to go these immigration lawyers give all the wrong information just for money
All need to go these immigration lawyers give all the wrong information just for money
Identity Attack0.109318495
Insult0.07016616
Profanity0.019212283
Threat0.007948523
Severe Toxicity0.003643036
Low Tox 0.19893374 Low Con 0.153
Nov 21, 2025 Quebec Ends Economic Immigration Program …
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
Identity Attack0.11047905
Insult0.082866095
Profanity0.012585391
Threat0.0068869707
Severe Toxicity0.003452301
Low Tox 0.19694418 Moderate Con 0.364 Policy_Critique
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration lawyers are part of the problem.
Immigration lawyers are part of the problem.
Identity Attack0.16801116
Insult0.06302499
Profanity0.017299367
Threat0.006835188
Severe Toxicity0.003528595
Low Tox 0.19694418 Low Con 0.279
Jan 20, 2026 3 likes 2.9 million Canadian temporary visas …
host is east indian and an immigration and a biased lawyer reporting....you do the math and let me know how objective reporting this is inherently
host is east indian and an immigration and a biased lawyer reporting....you do the math and let me know how objective reporting this is inherently
Identity Attack0.120924085
Insult0.07333439
Profanity0.01490822
Threat0.006589218
Severe Toxicity0.0032234192
Low Tox 0.19409354 Low Con 0.237 Meta_Commentary
Jan 22, 2026 1 likes Why Canada’s immigration system has …
Immigration lawyer?????? What a guest.. You must be kidding
Immigration lawyer?????? What a guest.. You must be kidding
Identity Attack0.054763943
Insult0.07333439
Profanity0.016547862
Threat0.006712203
Severe Toxicity0.0029754639
Low Tox 0.19124292 Low Con 0.276
Jan 21, 2026 2 likes Why Canada’s immigration system has …
Deport 18,000 and let in 1 million. Immigration lawyers have created a very lucrative racket.
Deport 18,000 and let in 1 million. Immigration lawyers have created a very lucrative racket.
Identity Attack0.10221587
Insult0.04852104
Profanity0.014498309
Threat0.018019408
Severe Toxicity0.00415802
Low Tox 0.18744208 Low Con 0.264
Dec 26, 2025 Deportations From Canada at Their …
I moved to Brampton got married w White lady got citizenship & collected Govt money all along 😅 & Govt appointed free Lawyer for my immigration case; now im divorced & am sponsoring my whole …
I moved to Brampton got married w White lady got citizenship & collected Govt money all along 😅 & Govt appointed free Lawyer for my immigration case; now im divorced & am sponsoring my whole family & past wife from Punjab..all is well 😊
Identity Attack0.17070955
Insult0.035553806
Profanity0.023584666
Threat0.008764107
Severe Toxicity0.005722046
Low Tox 0.18174082 Constructive 0.701 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
of course it's immigration lawyers lobbying paid for this skewed news piece.
of course it's immigration lawyers lobbying paid for this skewed news piece.
Identity Attack0.057492398
Insult0.076819435
Profanity0.017367685
Threat0.006874025
Severe Toxicity0.0024414062
Low Tox 0.1693855 Low Con 0.125 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
I'm no expert, but it's obvious that mass immigration is detrimental to any country. Years ago, Canada seemed like a dream country, but in the last few years, it looks like the homelessness, crime etc. …
I'm no expert, but it's obvious that mass immigration is detrimental to any country. Years ago, Canada seemed like a dream country, but in the last few years, it looks like the homelessness, crime etc. has increased and the housing prices are insane. I have a Sikh friend who lived there for about 5 years but moved back to India due to the high cost of living and quality of life there going downhill. He has a much better, low stress life back home. I think there should be stricter measures to immigration. For example: Let doctors, nurses, engineers, lawyers in more easily, but those that are coming as students and going to work as cashiers, should be limited.
Identity Attack0.10221587
Insult0.06921569
Profanity0.028913507
Threat0.007974415
Severe Toxicity0.0043296814
Low Tox 0.1587729 Constructive 0.826 Policy_Critique
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)

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.