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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: "Canada, ELBOWS UP! Do what …" 21 comments
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed …
Again people STOP VOTING LIBERAL!!!!!!!! BOOMERS stop voting liberal!!!! Elbows aren't up, their way f**&^% ing down!!!!! You were duped ,the liberal government has done jack sh*&^^%%% . Stop voting for evil idiots!!! Im pissed off lives are being ruined destroyed!!! This was not happening 10 yrs ago canada was still canada now I dont recognize the very country I was born and raised in 53 yrs I dont even know the country anymore!!!!!! Sooooo f**&^^ ing angry!!
Identity Attack0.37082586
Insult0.71551245
Profanity0.6001929
Threat0.06593887
Severe Toxicity0.35368225
Toxic 0.8403191 Moderate Con 0.421 Insult Call_To_Action
Sep 4, 2025 Why Canadians Are Turning Against …
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Identity Attack0.57150364
Insult0.6675394
Profanity0.62717754
Threat0.0824309
Severe Toxicity0.34977677
Toxic 0.76197964 Low Con 0.166 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Idiots voted carney in forgot all the damage over the last 10 years. Meanwhile carney has literally gone against his platform. Signed a worse deal with trump and "elbows up" has disappeared. Good thing I …
Idiots voted carney in forgot all the damage over the last 10 years. Meanwhile carney has literally gone against his platform. Signed a worse deal with trump and "elbows up" has disappeared. Good thing I have a way to Mexico. Good reponsible law abiding tax payer done here in Canada after 34 years.
Identity Attack0.058401883
Insult0.7344449
Profanity0.29209393
Threat0.009359611
Severe Toxicity0.023076924
Toxic 0.7105462 Constructive 0.51 Insult
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
Liberal elbows up did all this sh!t to Canada there crazy immigration laws and to all the boomers you wanted this government
Liberal elbows up did all this sh!t to Canada there crazy immigration laws and to all the boomers you wanted this government
Identity Attack0.2808415
Insult0.5208188
Profanity0.541926
Threat0.012854968
Severe Toxicity0.112294696
Moderate 0.6342749 Low Con 0.285 Insult
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Pajeets kulpreets are all over Canada from small rural communities to big towns trudope liberals elbows up ass down
Pajeets kulpreets are all over Canada from small rural communities to big towns trudope liberals elbows up ass down
Identity Attack0.18313584
Insult0.5130944
Profanity0.4756165
Threat0.038220957
Severe Toxicity0.09385906
Moderate 0.61223894 Low Con 0.138 Insult Identity_Assertion
Sep 28, 2025 6 likes IRCC Names India in Study …
Elbows up Canada, you voted for it now it’s time to suck it up
Elbows up Canada, you voted for it now it’s time to suck it up
Identity Attack0.17303948
Insult0.47384647
Profanity0.45448917
Threat0.056240413
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.202
Jun 19, 2025 13 likes How Canada broke its immigration …
Elbows down, ass up Canada. The Libs are in charge.
Elbows down, ass up Canada. The Libs are in charge.
Identity Attack0.11047905
Insult0.47273466
Profanity0.47435758
Threat0.04686524
Severe Toxicity0.045767322
Moderate 0.5921536 Low Con 0.197
Jan 5, 2026 New rules, regulations take effect …
I'm sick of immigrants especially Muslims, they will take over the west. Enough is Enough!!! Out of control Immigration blame the Lieberals and elbows up voters. I want my sane Canada back like 12 yrs.ago.
I'm sick of immigrants especially Muslims, they will take over the west. Enough is Enough!!! Out of control Immigration blame the Lieberals and elbows up voters. I want my sane Canada back like 12 yrs.ago.
Identity Attack0.6413409
Insult0.4596616
Profanity0.089370176
Threat0.013165667
Severe Toxicity0.042180564
Moderate 0.55739564 Moderate Con 0.391 Identity Attack
Aug 29, 2025 Why Canadians Are Turning Against …
Careful Lilley, pointing out Canada's issues will get you labeled as a traitor, a racist, and pro-Trump by Kinsella and the rest of the "Elbow-Up" crowd.
Careful Lilley, pointing out Canada's issues will get you labeled as a traitor, a racist, and pro-Trump by Kinsella and the rest of the "Elbow-Up" crowd.
Identity Attack0.17847598
Insult0.5739874
Profanity0.038655918
Threat0.008893564
Severe Toxicity0.01483436
Moderate 0.51980776 Moderate Con 0.324 Insult Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
The breaking point was 10 years ago. Thank the liberal government and their supporters. They have completely fu(ked Canada. Elbows up!
The breaking point was 10 years ago. Thank the liberal government and their supporters. They have completely fu(ked Canada. Elbows up!
Identity Attack0.10221587
Insult0.40243408
Profanity0.44431314
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.309
Jan 20, 2026 Why Canada’s immigration system has …
Mass migration of "low quality" newcomers who have nothing in common with and are not interested in the Judeo-Christian Rule of Law and Culture that is the Foundation of every great Western Democracy has completely …
Mass migration of "low quality" newcomers who have nothing in common with and are not interested in the Judeo-Christian Rule of Law and Culture that is the Foundation of every great Western Democracy has completely ruined Canada and other nations who have engaged the same self suicidal policies. National failure brought to us by the Liberal Party of Canada and their sychophants the NDP - and all of the geopolitically, historicaly, politically unsophisticated, easily deluded Elbows Up and other dim electorate who repeatedly vote for these Neo-Marxist Kleptocrats. Dual Citizenship: so grateful to have it.
Identity Attack0.32768643
Insult0.26957804
Profanity0.030138692
Threat0.016810767
Severe Toxicity0.013349563
Moderate 0.33338684 Moderate Con 0.462 Identity_Assertion
Feb 19, 2026 LILLEY UNLEASHED: The fall of …
Voting does have consequnces...for you Not Justin or Jugmeat They are now enjoying their millionaire pensions And what do you get...Lib Carney and out of whack inflation Elbow up Canada .....Hell is on for about …
Voting does have consequnces...for you Not Justin or Jugmeat They are now enjoying their millionaire pensions And what do you get...Lib Carney and out of whack inflation Elbow up Canada .....Hell is on for about 5 more years
Identity Attack0.029660052
Insult0.16846494
Profanity0.26280963
Threat0.010990778
Severe Toxicity0.010681152
Moderate 0.30716252 Low Con 0.209 Policy_Critique
Jun 30, 2025 1 likes How Canada broke its immigration …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family businesses we all know it go to your corner store you see it people that can't speak English convenience stores people are driving for Uber can't speak English people working at Tim Hortons can't speak English and it's really funny that even when I go to Tim Hortons they play Indian music they talk behind the counter in Indian why this is not rocket science we know what's going on we know it started with the liberal government this is all just a scam by Jeemeet Trudeau he even dressed up as an Indian what does that tell you he makes special trips to India what does that tell you and our borders are opened up to anybody from India to come in as a temporary foreign worker yeah just think about it Canada and don't forget elbows up elbows up 💪
Identity Attack0.13163337
Insult0.24928534
Profanity0.058445938
Threat0.008414571
Severe Toxicity0.010604858
Moderate 0.30319387 Constructive 0.578 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
How are immigrants to blame for all of Canadas problems?? If anyone is to blame, it’s the Canadian government and the elbows up Canadians themselves who voted for them
How are immigrants to blame for all of Canadas problems?? If anyone is to blame, it’s the Canadian government and the elbows up Canadians themselves who voted for them
Identity Attack0.2816105
Insult0.09563028
Profanity0.016172111
Threat0.008531082
Severe Toxicity0.0064468384
Low Tox 0.27525392 Moderate Con 0.324 Policy_Critique
Aug 25, 2025 28 likes Why Canadians Are Turning Against …
Let me off the ride. I dont the canadian government. Elbows up is destroying canada
Let me off the ride. I dont the canadian government. Elbows up is destroying canada
Identity Attack0.10221587
Insult0.082372494
Profanity0.020442016
Threat0.06863153
Severe Toxicity0.005493164
Low Tox 0.2524482 Low Con 0.254
Jan 3, 2026 New rules, regulations take effect …
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - …
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - Winnipeg Labs - SNC Scandal - Aga Khan trip Scandal - $84k Jamaican Vacation - $6k/night for a single room for the Queen's Funeral - $1.3 Million on 3 'Affordability Retreats' - China Election Interference - Chinese Police Stations in Canada - Green Slush Fund Scandal - Funding Islamic groups who are protesting in support of Hamas - $1 Billion paid out for Hotels for Immigrants - $40 Million to fire staff - A Billion Dollars to CBC to collapse their credibility - Blocking Veterans Affairs Committee investigation - $29 Billion in cost overruns on TMX - Expanding MAiD into those with Mental Illness - $2 Billion to invest in companies that don't exist - $500 Million to fund abortions in other countries - WE Scandal - CPP increase and CPP2 - Highest inflation in 30 years - Highest interest rates in 30 years - Unsustainable immigration - Forcing Untested Vaccinations - Ignoring Vaccine Injured - 11 Million Canadians requiring Food Banks - Tent Cities in every major city - Housing and Rent prices skyrocketing - Healthcare Collapsing - Out of-control spending by the Governor General - Overpayment of CERB payments to prisoners, people who don't qualify, people who don't live in Canada - 10k Ventilators, purchased from a Liberal Friend, that never got used because they were never needed - $300 Million for storage of Mobile Hospitals that were never used - $400 Million for Quarantine Hospitals - Illegally using the Emergencies Act against Canadians - Firing Federal workers and not paying them El based on Vaccination Status - $30 Billion in making batteries for cars, while EV Manufacturers are divesting from EV Technology - $9 Million in Cricket factory for Human consumption - Accusing India of killing citizens on Canadian Soil - Soiling relations with China - Telling Germany, Japan and Greece that we don't want their business on LNG - Violent protesters allowed to escalate without recourse - Violated Canadian Charter of Rights - 2018 India Vacation Mr. Dressup - Elbow gate in HoC - 25% living in poverty - Housing is unaffordable. - Canadian forces made ineffective - Rising crime rate - Failed gun bans on lawful owner - An opioid epidemic - No progress on missing Aboriginal women - A divided country - Reduction of Canadian forestry management causing more forest fires - 6 billion to the Philippines for gender equality and fight climate change - 5 million ice rink on Parliament Hill - 8.6 million reno on the Herington Lake cottage - 2.5 million for the additional cottage at Herington lake for Sophie and kids - Safe injection sites, not so safe around children - Failed safe supply being sold for hard drugs - Legalization of hard drugs - Speaker Greg Fergus after partisan language appeared in an ad for an upcoming event in his riding - Fergus was found to have violated the act - Freeland by-election at by-election - Anthony Rota is thrown under the bus for the HoC Hunka clap-in. PMO’s office knew who he was before. - Mary Ng $17,000 ethical contract - Mary Ng named as one of the 11 MP's who allegedly conspired with foreign actors - Failed UN Security seat campaign of over 8.6 million - 300 million on redesigning the Canadian passport (what was wrong with the old design, not WOKE enough?) - 220k on in-flight catering Indo-Pacific trip, total for the trip over 2 million - Justin Trudeau bought his buddy Tom a $9 million condo in NYC - $28,000 to Randy Boissonnault’s former company - Randy Boissonnault faking indigenous to get grants/money - Randy Boissonnault steps away from HoC to be protected from his crimes - 25% of Canadians are living below the poverty line - Steven Guilbeault $30 Billion coverup - MP Joly’s husband top recipient of future entrepreneurs program - Immigration minister Marc Miller importing terrorists - $523K Joly Rush furniture order spending spree THIS IS NOT EVEN SCRATCHING THE SURFACE SHARE SHARE
Identity Attack0.10221587
Insult0.08484049
Profanity0.020442016
Threat0.008867673
Severe Toxicity0.006790161
Low Tox 0.19789438 Moderate Con 0.499 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Tell it to the people who voted for the Liberal, Mark Carney will magically made Canada great again, elbows up! 🤣🤣🤣🤣
Tell it to the people who voted for the Liberal, Mark Carney will magically made Canada great again, elbows up! 🤣🤣🤣🤣
Identity Attack0.015053716
Insult0.039737478
Profanity0.019485557
Threat0.007340072
Severe Toxicity0.002784729
Low Tox 0.10783285 Low Con 0.233 Humor_Satire
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
This is Trump's fault and our Liberal government is doing their best to fix this mess. Do not worry, everything will be ok. Elbows up everyone, work hard and always trust the liberal government. They …
This is Trump's fault and our Liberal government is doing their best to fix this mess. Do not worry, everything will be ok. Elbows up everyone, work hard and always trust the liberal government. They will solve this problem. All should boycott the USA! Do not buy their products, cars, etc. Do not go there! There industry and healthcare will collapse soon. Canada will win this battle at the end of the day. Trust in Liberal!
Identity Attack0.023193322
Insult0.04149419
Profanity0.012380436
Threat0.008285114
Severe Toxicity0.002298355
Low Tox 0.10566349 Moderate Con 0.461 Call_To_Action
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Elbows up and now blarney Carney is continuing the decimation of Canada and Canada is in the penalty box for elbowing.
Elbows up and now blarney Carney is continuing the decimation of Canada and Canada is in the penalty box for elbowing.
Identity Attack0.01766643
Insult0.029934563
Profanity0.01261955
Threat0.010938995
Severe Toxicity0.002002716
Low Tox 0.085582085 Low Con 0.285
Jan 4, 2026 New rules, regulations take effect …
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our …
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our current shameless government administration. Be well and do what you must.
Identity Attack0.00013077578
Insult0.015129442
Profanity0.00017793183
Threat0.000048101545
Severe Toxicity0.0000022707145
Low Tox 0.019032147
Dec 10, 2025

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.