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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 #}

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Active: "Lobby lobby lobby" 17 comments
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 …
You should then also discuss that a lot of companies are attracting these 'knowledge' workers and the goverment plays a big part of in it too. Its all just dumb. Companies want cheap labor, lobby …
You should then also discuss that a lot of companies are attracting these 'knowledge' workers and the goverment plays a big part of in it too. Its all just dumb. Companies want cheap labor, lobby with goverment, goverment agrees because of international competativeness..... and bamm 1 family turns in to, 2 into 10, into 20 etc. But no body is holding companies responsible, and the people who live there are getting f*cked but not by the immigrants, its the businesses in their own country that lobbied like a mf to get these people here.
Identity Attack0.14233272
Insult0.4710501
Profanity0.39670458
Threat0.011223801
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.536 Economic_Argument
Feb 27, 2026 Inside Canada's Indian Invasion...
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
$50,000 is almost 3 years of my income for two people. How can people coming from the U.S. be "refugees"? Many so-called "refugees" that are Muslim have absolutely NO intent to integrate because their ideology …
$50,000 is almost 3 years of my income for two people. How can people coming from the U.S. be "refugees"? Many so-called "refugees" that are Muslim have absolutely NO intent to integrate because their ideology says they must not, but to supplant the current Canadian system with Islamic Law. They constantly play the victim and lobby for special "rights". This CANNOT BE ALLOWED!
Identity Attack0.40883094
Insult0.13064787
Profanity0.021876704
Threat0.007870848
Severe Toxicity0.012054443
Moderate 0.3286776 Moderate Con 0.484
Apr 14, 2019 How much do refugees and …
Australia is just as bad especially in Melbourne. We even have Indian lobby groups that are strongly influencing our immigration policy.
Australia is just as bad especially in Melbourne. We even have Indian lobby groups that are strongly influencing our immigration policy.
Identity Attack0.33352965
Insult0.16883044
Profanity0.049928714
Threat0.008116818
Severe Toxicity0.00869751
Moderate 0.31686464 Moderate Con 0.486
Jan 27, 2026 Inside Canada's Indian Invasion...
There's definitely some corruption and lobbying going on to fly THEM here easily just like that.. there's been numerous reports about young people being brought in for some work at Walmart, Tim's or other business …
There's definitely some corruption and lobbying going on to fly THEM here easily just like that.. there's been numerous reports about young people being brought in for some work at Walmart, Tim's or other business establishments... it's crazy...the invasion is strong and Canadian culture is slowly being wiped out into oblivion 😢
Identity Attack0.11163961
Insult0.24928534
Profanity0.027000591
Threat0.008841781
Severe Toxicity0.0059127808
Low Tox 0.2854937 Constructive 0.546
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to …
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to his Sikh /Khalistani vote who are an extremely powerful lobby in the Canadian govt, every party in Canada has high ranking Khalistani politicians. The liberal yt elite Canadian govt sold its working and middle class ( who are largely white Canadians) for a 3rd world servile class which would keep them in power forever but it comes at the cost of massive collapse of social cohesion, falling wages and massive cultural shifts. When I visited Toronto, an Indian fast food worker said he was giving me an extra BBQ sauce as a favor and would charge for the second, I called the manager too school this moron and she was also shocked , when you mass import million of 3rd world largely uneducated Indians they mentally still think the are in India
Identity Attack0.24293575
Insult0.113185234
Profanity0.021535112
Threat0.008712323
Severe Toxicity0.006980896
Low Tox 0.2396185 Constructive 0.577 Unverified_Claim
Sep 19, 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 …
Everybody wants a new life... But not everybody gets one, message for Immigrants lobby the Governments from where you came from, to use the money( Billions $$$) they receive to re-build your broken Countries. That …
Everybody wants a new life... But not everybody gets one, message for Immigrants lobby the Governments from where you came from, to use the money( Billions $$$) they receive to re-build your broken Countries. That money goes into their pockets, why does you plight have to be the Wests problem... We need to look out for our own for a change.
Identity Attack0.10221587
Insult0.05262003
Profanity0.013234417
Threat0.0066215824
Severe Toxicity0.0028800964
Low Tox 0.15656179 Constructive 0.625
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Big business lobbying got us here, the liberals don't ever really put out a policy statement like other parties do. They really don't stand for anything. That has always been the problem, they are the …
Big business lobbying got us here, the liberals don't ever really put out a policy statement like other parties do. They really don't stand for anything. That has always been the problem, they are the "whats trending now" party. No clear core values, campaign on one thing, do another, that is why they are untrustworthy .
Identity Attack0.017063495
Insult0.06739554
Profanity0.013712646
Threat0.0064532873
Severe Toxicity0.0016403198
Low Tox 0.1140901 Moderate Con 0.404
Jun 19, 2025 1 likes How Canada broke its immigration …
Canada, Australia and UK are all heading in the same direction. Controlled by leftist governments virtue signalling. Existing citizens are being extinguished and they don't even do anything about it? Like lobby government and vote …
Canada, Australia and UK are all heading in the same direction. Controlled by leftist governments virtue signalling. Existing citizens are being extinguished and they don't even do anything about it? Like lobby government and vote appropriately to limit immigration, especially family reunion of old relatives and males that the country will have to look after for decades. Exactly the same thing is happening to all our countries. I personally believe for Australia, Canada and the UK in the next 10 years the Western cultures in these countries are finished if the leftist virtue signalling governments are not removed.
Identity Attack0.046159767
Insult0.04969218
Profanity0.01627459
Threat0.009929225
Severe Toxicity0.0031089783
Low Tox 0.11223003 Constructive 0.63 Fear_Threat
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads …
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads up on projects (413 highway) before the public knows so Italians can buy up all the land. Check out the companies that received funding from the Skills and Development fund. Mostly Italian companies and donors to his government. It's also ironic, because this government lobbied for more and more immigrants and opened up scam colleges to bring immigrants in and exploit them for low wages. But na, let's ignore all that and blame immigrants for everyone's problems.
Identity Attack0.057492398
Insult0.05203446
Profanity0.017709278
Threat0.007832011
Severe Toxicity0.0030517578
Low Tox 0.11202335 Constructive 0.582 Unverified_Claim
Mar 1, 2026 Inside Canada's Indian Invasion...
the globalist bankers and corporate heads who lobby the government love the policy of importing the 3rd world as it lowers their labor costs
the globalist bankers and corporate heads who lobby the government love the policy of importing the 3rd world as it lowers their labor costs
Identity Attack0.037909906
Insult0.02425329
Profanity0.015181494
Threat0.0074824756
Severe Toxicity0.002374649
Low Tox 0.09308127 Low Con 0.179 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Yeah, the majority here in Ontario are happy that the government is getting it under control, and unfortunately, the method is not fair. The missing parts of the report are: 1) the government has increased …
Yeah, the majority here in Ontario are happy that the government is getting it under control, and unfortunately, the method is not fair. The missing parts of the report are: 1) the government has increased the number of permanent residency spots to convert temporary residents, but the increase is not proportionate. 2) The reason why we had an increase in temporary residents was because corporations (like Tim Horton's) lobbied the government to let in more temporary workers whom they can underpay and exploit, as the employees don't have as many rights. So now it is not surprising that they are lobbying against the changes.
Identity Attack0.0042917514
Insult0.018516673
Profanity0.01220964
Threat0.0063238298
Severe Toxicity0.0010061264
Low Tox 0.031213367 Constructive 0.778 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
In the year 2000 Brampton was 325,000 people... you can thank Trudeau and Dominic Barton of McKinsey & Company and World Economic Forum infamy for the moderate increase to 800,000 as he's been lobbying for …
In the year 2000 Brampton was 325,000 people... you can thank Trudeau and Dominic Barton of McKinsey & Company and World Economic Forum infamy for the moderate increase to 800,000 as he's been lobbying for this through the Century Initiative and plans to increase Canada's population to 100 million through immigration only by 2100.
Identity Attack0.0056236745
Insult0.016708933
Profanity0.010177165
Threat0.0060098954
Severe Toxicity0.0008678436
Low Tox 0.029799197 Constructive 0.528 Unverified_Claim
Dec 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Lobby lobby lobby
Lobby lobby lobby
Identity Attack0.004236255
Insult0.012186904
Profanity0.015113175
Threat0.006977591
Severe Toxicity0.0014019012
Low Tox 0.023906821 Moderate Con 0.414 Meta_Commentary
Jan 21, 2026 1 likes Why Canada’s immigration system has …

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.