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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: "Do you link to this …" 24 comments
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that …
Now genernalising indians and saying we eat poo ( i don't understand ur obsession with linking it with us , u people lv it more then us ) and hide behind the curtains saying that shiit is not racist is insane . Idk what else is not considered racist as this video is .
Identity Attack0.46028158
Insult0.48627716
Profanity0.6069483
Threat0.027861187
Severe Toxicity0.31905776
Moderate 0.6667219 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
They seem to all be linked to Indians! Existing fraudsters and new coming fraudsters!!!!
They seem to all be linked to Indians! Existing fraudsters and new coming fraudsters!!!!
Identity Attack0.5135796
Insult0.5130944
Profanity0.1352073
Threat0.011379151
Severe Toxicity0.02425631
Moderate 0.54325575 Low Con 0.145 Identity Attack Insult Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Biggest misake ever , linking any form of student visa, work visa, tfw work or whatever to a citizen path. Mutiple unaccounted for criss crossing paths. They were ridiculous paths to create, Libs, again incompetent. …
Biggest misake ever , linking any form of student visa, work visa, tfw work or whatever to a citizen path. Mutiple unaccounted for criss crossing paths. They were ridiculous paths to create, Libs, again incompetent. Then its the parent family sponsorhip crap that is even worse.They cant afford to be here, but money sent home, or better yet they apply to bring aging parents, entering the most costly health times of their lives to here, where everything is understress and they cant pay for it. But expect it.
Identity Attack0.055673428
Insult0.48627716
Profanity0.36230123
Threat0.009592636
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.402
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for …
The Liberals are brilliant thieves. They’ve managed to pull off over a decade of self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most corrupt government in Canadian history (33 listed below and counting): Green Slush Fund (SDTC) – $1B+ in questionable clean-tech grants SNC-Lavalin Affair – Political interference in criminal prosecution ArriveCAN App – ~$60M for a basic travel app WE Charity Scandal – ~$912M contract to connected insiders Phoenix Pay System – $3.5B+ and still failing McKinsey Consulting Contracts – $500M+ outsourced policy work Foreign Interference Scandal – Intelligence warnings ignored Organized Crime & B.C. Money Laundering – Triad-linked casino and real estate laundering Fentanyl & Opioid Crisis – Border failures and weak enforcement Aga Khan Vacation Ethics Breach – Illegal luxury trip Randy Boissonnault Scandal – Business ties and lobbying questions Investing in Canada Plan – ~$92B in poorly tracked infrastructure spending PMO / Telford Staff Scandals – Obstruction and document withholding Bill Morneau Controversies – WE ties, pension conflicts Paul Chiang Controversy – Foreign interference allegations Unlawful Emergencies Act Use (Trucker Convoy) – Bank accounts frozen, later ruled illegal Firearms Buyback Fiasco – Projected $2B–$6B and counting Mark Carney / Brookfield Conflicts – Offshore tax structures, revolving-door politics Chrystia Freeland Ukraine Funding Controversy – Oversight concerns Baylis Medical Ventilator Contract – ~$237M contract awarded to a firm owned by a former Liberal MP for COVID-19 equipment. Mary Ng Ethics Breach – Multiple government contracts directed to a close personal friend and media personality. Dominic LeBlanc Ethics Breach – Awarding a lucrative Arctic surf clam license to a company linked to his wife’s family. NSICOP "Traitor" MP Allegations – National intelligence reports of sitting MPs "wittingly" collaborating with foreign hostile states. Admiral Mark Norman Prosecution – A failed $50M legal battle involving alleged political interference in a naval procurement contract. Han Dong Controversy – Resignation from caucus following allegations of CCP involvement in his nomination and conduct. Governor General Expense Scandals – ~$1.3M in luxury travel, high-end catering, and secretive villa renovations under Payette and Simon. PBO Carbon Tax Gag Order – Government blocking the Budget Officer from releasing internal data showing the tax’s true economic hit. GC Strategies $250M Windfall – Total federal contracts awarded to the two-person ArriveCAN firm since 2015 across multiple departments. Public Health Agency (PHAC) Missing Data – Intentional destruction of emails and documents related to the Winnipeg Lab security breach. Sustainable Development Technology Canada (SDTC) RCMP Probe – Formal criminal investigation into 186 cases of alleged conflicts and $390M in funding. "The Other Randy" Business Scandal – Investigation into text messages suggesting a Cabinet Minister remained active in private business. COVID-19 Quarantine Hotel Fiasco – Billions spent on mandatory hotel stays marked by reports of safety failures and lack of oversight. Parliamentary Witness Coaching Scandal – $263,000 in taxpayer funds spent to "coach" government employees and witnesses on how to spin answers at committee. Etc Etc The Liberal performance review: rushed programs, no transparency, friends get paid, costs explode, and no one is held accountable. Over a decade, this government has burned through $100B+ in waste, failed programs, insider contracts, and ethics breaches—with zero consequences—all on the backs of taxpayers while they get rich.
Identity Attack0.37879246
Insult0.4747285
Profanity0.21024476
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.45396814 Moderate Con 0.497 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This isn’t Liberal incompetence — it’s self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most …
This isn’t Liberal incompetence — it’s self-funded corruption. They use taxpayer money to buy media, influence institutions, and protect themselves from accountability. Canadians are literally paying for their own political manipulation. Liberals = the most corrupt government in Canadian history: Green Slush Fund (SDTC) SNC-Lavalin Affair ArriveCAN Firearms Buyback fiasco WE Charity scandal Foreign interference Triad-linked organized crime in B.C. Fentanyl crisis Aga Khan vacation Investing in Canada Plan 2019 Election "Lavish" Spending Telford/Trudeau Staff Scandal Finance Minister Bill Morneau's Controversies Liberal MP Paul Chiang controversy Greenbelt scandal Montgomery Carney's countless conflicts of interest and his Brookfield $6.5B tax evasion. Chrystia Freeland Ukraine reconstruction funding controversy
Identity Attack0.34974504
Insult0.36709076
Profanity0.12551236
Threat0.022681303
Severe Toxicity0.021935565
Moderate 0.39441586 Low Con 0.3 Policy_Critique
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son is currently still running this scam with indian agents who lie and commit fraud and other wise lie on the application the ileds and also lie to the government about money in there bank 😂😂😂 i have more i have been trying to tell mps from coast to coast but no one will listen i have names and times and i have even know one of the indians that fled canada cause the government wanted him too and still scamming canada 😂 i have all the information if you guys are even slight curious 😂😂 😂
Identity Attack0.22935481
Insult0.3388922
Profanity0.1589207
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.593
Nov 23, 2025 Quebec Ends Economic Immigration Program …
as an indian, i feel ashamed to be linked to these kind of ppl. absolutely no respect for the people that lived there before
as an indian, i feel ashamed to be linked to these kind of ppl. absolutely no respect for the people that lived there before
Identity Attack0.37361985
Insult0.22303216
Profanity0.11477985
Threat0.011456826
Severe Toxicity0.017222947
Moderate 0.36095104 Moderate Con 0.412 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you aid or abet an illegal alien and they kill a United States citizen, you can be penalized up to and including THE DEATH PENALTY. 4more American citizens were killed in Indiana by an …
If you aid or abet an illegal alien and they kill a United States citizen, you can be penalized up to and including THE DEATH PENALTY. 4more American citizens were killed in Indiana by an illegal alien driving a tractor trailer. Public records and investigative reports have linked the driver and the truck to the following individuals and entities: Saipidin Tutashov: Listed as the primary officer of Sam Express Inc. (based in Palatine, Illinois). Investigative reports indicate the network is often referred to as the "Tutash" network. Mirlanbek Murzapazylov: Identified as the primary officer of KG Line Group Inc., another carrier in the same network that reportedly shares vehicle identification numbers (VINs) and equipment with Sam Express. Ruslanbek Olzhebaev: Listed as a registered agent for Sam Express Corp in California. Azamat Kenjebaev: Primary officer for Sangam Transport Inc., which is also allegedly part of the same "chameleon carrier" network.
Identity Attack0.3072352
Insult0.16053712
Profanity0.040409464
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.33338684 Moderate Con 0.469 Unverified_Claim
Feb 7, 2026 Inside Canada's Indian Invasion...
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at …
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at basic things too Your rules look compromised hence you are spoiling your country It's going to be very soon when your country is going to turn into a Pakistani vassal just like UK Because khalistan and Pakistan are linked Edit: I'm from Bharat aka india
Identity Attack0.2831485
Insult0.15911613
Profanity0.04141149
Threat0.014738814
Severe Toxicity0.012703998
Low Tox 0.27975297 Moderate Con 0.478 Fear_Threat
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
Awesome episode. Just so you know, FreeCash is scamming you, they wont allow me to use your code and also when QR code they sign up and pretend like it wasnt your link. Tried to …
Awesome episode. Just so you know, FreeCash is scamming you, they wont allow me to use your code and also when QR code they sign up and pretend like it wasnt your link. Tried to get the $10 but mostly was trying to support you but they using u as a free ad
Identity Attack0.021786476
Insult0.10294484
Profanity0.12035047
Threat0.012492486
Severe Toxicity0.007896423
Low Tox 0.25727063 Constructive 0.69 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
GOOD!!!! Stop the insanity!! I have been trying for 2 years to get my son (Canadian citizen) and my fiancee up here!! She was denied once because I didnt supply a return ticket in the …
GOOD!!!! Stop the insanity!! I have been trying for 2 years to get my son (Canadian citizen) and my fiancee up here!! She was denied once because I didnt supply a return ticket in the app!! Number 1..my son is a citizen of this country!! I won't shed tears for non-Canadians..sorry!! Close the doors unless there is a direct LINK to Canada! FYI..took 19 months to get my son's citizenship! 18 months!! I had to go through the EXACT same process as everyone who has ZERO connection to this country other than the thought of free money!! Maybe I need to move to Quebec? My fiancee speaks English, French, Spanish AND Italian but still....not admissible! Wrong colour or religion I guess!
Identity Attack0.10221587
Insult0.16989174
Profanity0.032643758
Threat0.009204263
Severe Toxicity0.007209778
Low Tox 0.2553839 Constructive 0.751
Nov 25, 2025 Quebec Ends Economic Immigration Program …
brothers about to get rich off the free cash referral links that's what I'm trying to do but ya only a few family members joined it lmao
brothers about to get rich off the free cash referral links that's what I'm trying to do but ya only a few family members joined it lmao
Identity Attack0.009360458
Insult0.034672357
Profanity0.08904689
Threat0.0097738765
Severe Toxicity0.007095337
Low Tox 0.15545623 Moderate Con 0.464
Jan 27, 2026 Inside Canada's Indian Invasion...
You see this anywhere in the western world where unskilled Indians are brought en masse without proper or poorly functioning controls. As a cultural group, the intake needs to be linked to professional skill’s migration …
You see this anywhere in the western world where unskilled Indians are brought en masse without proper or poorly functioning controls. As a cultural group, the intake needs to be linked to professional skill’s migration and a rate the enables assimilation. This scenario isn’t good for the country - and the group as a whole.
Identity Attack0.13163337
Insult0.033901088
Profanity0.018255826
Threat0.010214032
Severe Toxicity0.003452301
Low Tox 0.14950264 Moderate Con 0.455 Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
4400 immigrants come in everyday, but Carney building only 4000 total for a cost of 3.25 million for each shipping container modular home linked to Brookfield of course. BTW you don't own it, the government …
4400 immigrants come in everyday, but Carney building only 4000 total for a cost of 3.25 million for each shipping container modular home linked to Brookfield of course. BTW you don't own it, the government does. Pure communism.
Identity Attack0.031722516
Insult0.023479814
Profanity0.010689554
Threat0.006207318
Severe Toxicity0.001335144
Low Tox 0.08004235 Moderate Con 0.471
Nov 21, 2025 9 likes Thousands of refugees allowed into …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent time, concerns have emerged about indian government covert operations linked to foreign non sikh actors. It is important that Canada remains vigilant against any external threats to its sovereignty, especially when such actions undermine public safety or democratic values.
Identity Attack0.038425524
Insult0.020643732
Profanity0.012346277
Threat0.008582866
Severe Toxicity0.0017642975
Low Tox 0.050326355 Constructive 0.606 Solidarity
Sep 30, 2025 IRCC Names India in Study …
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind …
we could have linked immigration to the data points and mandatory rules to ensure temporary workers are paid 50% more than the prevailing market wage to ensure its legitimacy. Unfortunately its runited and far behind the repair and its still going on without any brakes :'(
Identity Attack0.007473567
Insult0.012072904
Profanity0.010296722
Threat0.00636914
Severe Toxicity0.00084400177
Low Tox 0.026145924 Moderate Con 0.434 Policy_Critique
Jun 29, 2025 1 likes How Canada broke its immigration …
Send this link to the government
Send this link to the government
Identity Attack0.0058456613
Insult0.0096028885
Profanity0.016821137
Threat0.010084574
Severe Toxicity0.0018119812
Low Tox 0.023671126 Low Con 0.275
Aug 27, 2025 Why Canadians Are Turning Against …
Perhaps this can be linked to 3 million or more victims of identity theft in Canada.
Perhaps this can be linked to 3 million or more victims of identity theft in Canada.
Identity Attack0.00621564
Insult0.010894896
Profanity0.009280485
Threat0.0072365063
Severe Toxicity0.0008249283
Low Tox 0.023553278 Moderate Con 0.345
Sep 30, 2025 IRCC Names India in Study …
Do you link to this pdf or can you share ? It’s for people who cannot watch 2hrs. Thanks
Do you link to this pdf or can you share ? It’s for people who cannot watch 2hrs. Thanks
Identity Attack0.0038477771
Insult0.009488888
Profanity0.01354185
Threat0.0074436385
Severe Toxicity0.000910759
Low Tox 0.0201057 Moderate Con 0.45 Question
Sep 14, 2025 Canadian Citizenship Test 2025 – …
clicked on it immediately this time when you reposted the link on X just now.
clicked on it immediately this time when you reposted the link on X just now.
Identity Attack0.0035887922
Insult0.008291881
Profanity0.016069634
Threat0.009204263
Severe Toxicity0.0013923645
Low Tox 0.018095128 Moderate Con 0.369 Meta_Commentary
Feb 3, 2026 8 likes Inside Canada's Indian Invasion...
Hi do you have the link to the slideshow ?
Hi do you have the link to the slideshow ?
Identity Attack0.0047357255
Insult0.008424882
Profanity0.017777596
Threat0.009592636
Severe Toxicity0.0015544891
Low Tox 0.016838523 Moderate Con 0.387 Question
Feb 23, 2026 Canadian Citizenship Test 2025 – …
If we actually want solutions, we should be talking about things like real-time tracking for overstays, linking federal/provincial systems, funding enforcement properly, and setting penalties that are predictable and enforced. Bring in experts not random …
If we actually want solutions, we should be talking about things like real-time tracking for overstays, linking federal/provincial systems, funding enforcement properly, and setting penalties that are predictable and enforced. Bring in experts not random paper pushers for “gotcha” moments. Sessions like this aren’t about fixing the system, they’re about stoking outrage. And more often than not, it ends up targeting vulnerable groups instead of creating policy that actually works.
Identity Attack0.0013596712
Insult0.009146886
Profanity0.010467518
Threat0.006641001
Severe Toxicity0.00061035156
Low Tox 0.013948329 Constructive 0.599 Policy_Critique
Oct 3, 2025 IRCC Names India in Study …
May I get the PDF download link for practice
May I get the PDF download link for practice
Identity Attack0.0030153254
Insult0.0072088744
Profanity0.01442999
Threat0.0076637166
Severe Toxicity0.0011444092
Low Tox 0.0126288915 Moderate Con 0.371 Question
Jan 21, 2026 Canadian Citizenship Test 2025 – …
https://youtu.be/c4Jj3x5UJ8M?si=k9kopQAUsAjXCIIQ This link is for a podcaster whom is mentioning a gathering to save Canada on September 13. Need to find exact place and time.
https://youtu.be/c4Jj3x5UJ8M?si=k9kopQAUsAjXCIIQ This link is for a podcaster whom is mentioning a gathering to save Canada on September 13. Need to find exact place and time.
Identity Attack0.0021458757
Insult0.006819372
Profanity0.0092292465
Threat0.006543908
Severe Toxicity0.00051021576
Low Tox 0.0079480335 Moderate Con 0.48
Aug 29, 2025 1 likes Why Canadians Are Turning Against …

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.