Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "what ruined the immigration system …" 12 comments
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 …
HA!!! I STARTED A JOB IN WHITE ROCK BC. DOING GROCERY DELIVERY FOR THRIFTY FOODS, THE FIRST DAY ON THE JOB I HURT MY BACK ON THE L4-L5 VERTEBRAE, THE PAIN WAS SO HORRIBLE THAT …
HA!!! I STARTED A JOB IN WHITE ROCK BC. DOING GROCERY DELIVERY FOR THRIFTY FOODS, THE FIRST DAY ON THE JOB I HURT MY BACK ON THE L4-L5 VERTEBRAE, THE PAIN WAS SO HORRIBLE THAT IT RENDERED ME UNABLE TO WALK, I TRIED TO GET AN APPOINTMENT AT THE JIMMY PATTISON PAIN CLINIC AND THEY TOLD ME I HAD TO WAIT 8 MONTHS, MY PAIN WAS SO HORRIBLE, I COULDN'T EVEN WALK TO THE BATHROOM WITHOUT SCREAMING FROM THE PAIN... THE MEDICAL SYSTEM IN BC IS SO F'N BROKEN ITS NOT EVEN FUNNY!!! SO MANY OF OUR DOCTORS AND NURSES HAVE MOVED TO THE STATES BECAUSE OUR GOVERNMENT IS TOO F'N CHEAP TO PAY FOR GOOD QUALITY CANADIAN CARE WHAT THE HELL IS THIS COUNTRY COMING TO???? WE NEED TO GET RID OF THIS MONEY DRAINING WOKE LIBERAL GOVERNMENT!!! THEY'VE RUINED CANADA SO MUCH WITH HOW THEY OVER POPULATED OUR GREAT COUNTRY WITH IMMIGRANTS WHO DO NOT WANT TO ADAPT TO OUR CANADIAN CULTURE, INSTEAD THEY COME HERE AND EXPECT US CANADIANS TO ADAPT TO THEIR WAY OF LIFE!!! THATS NOT HOW IT WORKS!!! THOSE IMMIGRANTS WHO DO NOT WANT TO ADAPT TO THE CANADIAN WAY OF LIFE ALL NEED TO EITHER PRACTICE YOUR WAY OF LIFE IN YOUR OWN HOME OR GO BACK TO YOUR OWN COUNTRY WHERE YOU CAME FROM... IF I WERE TO VISIT YOUR COUNTRY, I'D HAVE NOTHING BUT MY UTMOST RESPECT FOR YOUR WAYS AND YOUR CULTURE... DON'T COME TO MY COUNTRY AND TRY TO CONVERT ME TO YOUR MUSLIM WAY OF LIFE... I AM A CANADIAN AND I AM A FIRST NATIONS NATIVE AMERICAN... I SAY AMERICAN BECAUSE WHEN YOU LOOK AT A MAP, CANADA IS A PART OF THE NORTH AMERICAN CONTINENT AND MY DESCENDANTS WERE HERE FIRST... BE RESPECTFUL WHEREVER YOU ARE. ❤
Identity Attack0.04280826
Insult0.26957804
Profanity0.29053202
Threat0.012854968
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.533 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.3072352
Insult0.34032786
Profanity0.039657943
Threat0.011793415
Severe Toxicity0.0127685545
Moderate 0.3561489 Constructive 0.519
Jun 26, 2025 2 likes How Canada broke its immigration …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.28883415
Insult0.3406697
Profanity0.021125201
Threat0.010964886
Severe Toxicity0.01159668
Moderate 0.3389984 Constructive 0.51
Jun 26, 2025 1 likes How Canada broke its immigration …
I had a co-worker who applied for PR and keeps waiting and waiting, one co-worker from India said to him.. “Dude! Just get marry with someone who has a citizenship and you will get a …
I had a co-worker who applied for PR and keeps waiting and waiting, one co-worker from India said to him.. “Dude! Just get marry with someone who has a citizenship and you will get a spousal visa so easy, quick! That’s how all my indian friends got it. It’s like a contract.” I told her “Hey that’s illegal!” And that Indian girl laughed and said “Who cares!” They are ruining the entire immigration system in Canada.
Identity Attack0.3857254
Insult0.16751462
Profanity0.08775374
Threat0.011042561
Severe Toxicity0.013866014
Moderate 0.33587718 Constructive 0.643
Oct 12, 2025 IRCC Names India in Study …
My parents came to Canada over 30 years ago with employable skills and money to support ourselves. We go through Canadian education system, get Canadian jobs and pay Canadian taxes. We still celebrate our own …
My parents came to Canada over 30 years ago with employable skills and money to support ourselves. We go through Canadian education system, get Canadian jobs and pay Canadian taxes. We still celebrate our own heritage with food and holiday but we do them in our own house. Not sticking into people’s faces. I feel that’s how immigration should be like. Not hordes of illegals and refugees that ruins our society and cost us loads of tax payer dollars. Now with Canada being India land, I’ll have no choice but leave this country eventually, I’ll have no choice but finding a better place to retire.
Identity Attack0.2854555
Insult0.16780703
Profanity0.025634222
Threat0.011275585
Severe Toxicity0.010604858
Low Tox 0.2763787 Constructive 0.708 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The damage is done. Liberals ruined this country and let us down. They are just importing their voters. In 10 years they’ve been in power they created tones of new citizens to vote for them. …
The damage is done. Liberals ruined this country and let us down. They are just importing their voters. In 10 years they’ve been in power they created tones of new citizens to vote for them. I’m a first generation immigrant. The selection process for us was extremely hard. We were well educated professionals with university degrees, healthy (checked), had to provide funds allowing us to live for at least 6 months without any support from welfare organizations, no OHIP for 3 months. Why has this system been changed? How do all these people without education, money or skills coming here? Why our country is flooded with illegal immigrants? I love Canada dearly. It’s my home now. I’m a proud Canadian. And I’m very sed to watch my country decline like that. Shame on you Liberals.
Identity Attack0.10221587
Insult0.16788013
Profanity0.029050145
Threat0.010550622
Severe Toxicity0.005569458
Low Tox 0.25084448 Constructive 0.678 Personal_Narrative
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
what ruined the immigration system are the immigrants> My first job in Canada was demolishing houses for Teperman Demolition and I started two days after arrival. Today, I potentially would arrive, get high stay at …
what ruined the immigration system are the immigrants> My first job in Canada was demolishing houses for Teperman Demolition and I started two days after arrival. Today, I potentially would arrive, get high stay at home government wages to support me indefinitely. What good would I have been to Canada?
Identity Attack0.22707681
Insult0.07555214
Profanity0.012892825
Threat0.007961469
Severe Toxicity0.005455017
Low Tox 0.22980402 Constructive 0.634 Personal_Narrative
Feb 20, 2026 1 likes LILLEY UNLEASHED: The fall of …
What does it cost to imprison a 100,000 foreigners? A million? What does it cost the justice system to get an arrest, trial and conviction? What does it cost in damages and ruined lives with …
What does it cost to imprison a 100,000 foreigners? A million? What does it cost the justice system to get an arrest, trial and conviction? What does it cost in damages and ruined lives with illegals crimes? In America I figure we pay about 50 billion a year for all the above... every year, year in, year out.What does it cost America with the illegals sending unreported earnings out of the country, what does it cost in terms of uncollected government revenues? What does it cost to provide free birth services to 10% of the total population- being illegals getting 'Welfare baby' services? What does it cost the education system?I figure another 50 billion a year, year in and year out...For those that say America WAS built on immigration, realize America did NOT build on immigration with all these benefits... hence Immigrants had to become full fledged participants and be absorbed into the common fabric of America.For those expecting a 'One World Order, realize the immigrants must first fix their own country first.. if there is to be a 'One World Order' fabric otherwise 'Our Fabric' becomes their 'Fabric' and not a Fabric of Democratic principles we have in our society.Only by observing a common pattern in other countries where immigrants get the same benefits in those other countries is there any 'One World order' capable of extending benefits to all the same way.For now, all we have is immigration collapsing the ability for this Nation to provide Social services to everyone. And then what?
Identity Attack0.18391247
Insult0.081261896
Profanity0.023106437
Threat0.020954676
Severe Toxicity0.007820129
Low Tox 0.22579013 Constructive 0.718
Dec 20, 2018 1 likes How much do refugees and …
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, …
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, built a nation where opportunity is possible. We cannot erase the past, but we can acknowledge it and learn to live with respect. But to the wave of immigrants who came after 2017—listen carefully: you are ruining the very country you ran to for safety and opportunity. Too many of you are uncivilized. You don’t respect others. You lie, you cheat, you act without humility or integrity, you always go for short cut, you stink. You take advantage of a system you never helped build, and you give nothing back in return. This country was built on respect, honesty hard work, and accountability—values you seem to ignore. If you cannot live by those principles, then you don’t belong here. Canada is not here to lower itself to your standards. Either rise up, learn the values that make this country strong, or stop pretending you deserve the opportunities that others fought for. Never mind, just leave!!!!!!!
Identity Attack0.105256535
Insult0.07935401
Profanity0.019690514
Threat0.009359611
Severe Toxicity0.004234314
Low Tox 0.17891699 Constructive 0.605
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canada has a very good immigration system that benefits the Canadian economy (point system), then there are a few bypasses that completely ruins it to grease the pockets of a few and gain cheap votes(students …
Canada has a very good immigration system that benefits the Canadian economy (point system), then there are a few bypasses that completely ruins it to grease the pockets of a few and gain cheap votes(students pipeline, abuses of family reunification, fake "refugees", ...).
Identity Attack0.0775651
Insult0.07365121
Profanity0.013678487
Threat0.007573096
Severe Toxicity0.0030517578
Low Tox 0.1641865 Moderate Con 0.438
Dec 30, 2025 Deportations From Canada at Their …
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of …
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of us who came here legally. Some Filipinos who chose to study here have already gone back to the Philippines because life here is difficult and we see no future anymore in Canada. Others have moved to the United States to work as nurses or to Singapore instead, because we realize that the money we invested in paperwork and tuition fees is no longer worth it. Meanwhile, we see many Indian students at school who only attend classes when there’s an exam or quiz.
Identity Attack0.10221587
Insult0.058475737
Profanity0.017982552
Threat0.007534259
Severe Toxicity0.0030708313
Low Tox 0.14256015 Constructive 0.605 Personal_Narrative
Sep 30, 2025 290 likes IRCC Names India in Study …

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.