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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

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.

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Search comment text, filter by category or toxicity level
Active: "The government of Canada allowed …" 88 comments · Page 4 of 4
Y have canada government allow such things. U should make the rules strick for foreigners
Y have canada government allow such things. U should make the rules strick for foreigners
Identity Attack0.057492398
Insult0.018774498
Profanity0.01220964
Threat0.007417747
Severe Toxicity0.00166893
Low Tox 0.07371122 Low Con 0.226 Policy_Critique
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada should only allow educated people to immigrate but unfortunately due to government policies a vast majority of people who have committed crime in their countries are the ones who apply for asylum.
Canada should only allow educated people to immigrate but unfortunately due to government policies a vast majority of people who have committed crime in their countries are the ones who apply for asylum.
Identity Attack0.04280826
Insult0.022964163
Profanity0.00995513
Threat0.006375613
Severe Toxicity0.0013160706
Low Tox 0.071337044 Moderate Con 0.415
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
To immigrants Canada is a free meal ticket with housing included. My wife works two jobs with myself working 60+ hours a week to barely make ends meet. It enrages me that our government allows …
To immigrants Canada is a free meal ticket with housing included. My wife works two jobs with myself working 60+ hours a week to barely make ends meet. It enrages me that our government allows it. I could go on and on but just putting my two cents worth out there!
Identity Attack0.04512853
Insult0.02051482
Profanity0.012038844
Threat0.0063497215
Severe Toxicity0.0014781952
Low Tox 0.06896287 Constructive 0.675 Economic_Argument
Aug 30, 2025 4 likes Why Canadians Are Turning Against …
This is Alberta, they should check out the number here in Ontario, unbelievable what our Government allows here in Canada. It's time the people stood up and spoke up for our rights. People have a …
This is Alberta, they should check out the number here in Ontario, unbelievable what our Government allows here in Canada. It's time the people stood up and spoke up for our rights. People have a right to live where they want, but if you're illegal and taking out jobs send them back.
Identity Attack0.026207991
Insult0.023608726
Profanity0.010757872
Threat0.007327127
Severe Toxicity0.0016021729
Low Tox 0.06579731 Constructive 0.6
Sep 30, 2025 11 likes IRCC Names India in Study …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly …
Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly and yearly. So I find it unfair when people work under the table. However, I've noticed that some students, who never attend their classes, end up in high positions with well-paying jobs at big companies. Meanwhile, I can't count how many refugees and immigrants are in low-income brackets, receiving 100% coverage for their medication and a monthly allowance from the government. In contrast, Canadian senior citizens still have to pay 20-30% of their medication costs and don't get the same privileges when it comes to their essentials. It frustrates me that the government makes our senior citizens suffer at retirement age, even after they've worked so hard for so many years. Yet they still struggle to pay for their own medication and necessities. I've encountered many rude refugees and people on income support from other countries who feel entitled to special treatment just because they are under government programs. Ironically, some of them come wearing luxury clothes and bags—like Gucci and Louis Vuitton. As I said, I am an immigrant too, but my heart goes out to those who have fully earned the support and benefits they deserve.
Identity Attack0.027011903
Insult0.024768941
Profanity0.01402008
Threat0.006543908
Severe Toxicity0.0014591217
Low Tox 0.05725329 Constructive 0.87 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
Its too late -- Canada has lost its identity. The liberal government created this problem and has allowed this to happen. Tks to Turdeau and Carney
Its too late -- Canada has lost its identity. The liberal government created this problem and has allowed this to happen. Tks to Turdeau and Carney
Identity Attack0.011173353
Insult0.026702631
Profanity0.010450439
Threat0.0067251488
Severe Toxicity0.0013160706
Low Tox 0.05205809 Moderate Con 0.319 Identity_Assertion
Aug 25, 2025 4 likes Why Canadians Are Turning Against …
We not invaded Canada.... Canada government allow them to come in....
We not invaded Canada.... Canada government allow them to come in....
Identity Attack0.028418748
Insult0.0140109155
Profanity0.011253181
Threat0.007870848
Severe Toxicity0.0015735626
Low Tox 0.048099842 Low Con 0.189 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians have not been passive. The government has a mission, allow all immigrants to enter Canada even if the citizens are totally against it.
Canadians have not been passive. The government has a mission, allow all immigrants to enter Canada even if the citizens are totally against it.
Identity Attack0.029660052
Insult0.015948927
Profanity0.010177165
Threat0.006602164
Severe Toxicity0.0010728836
Low Tox 0.044636376 Moderate Con 0.495
Sep 7, 2025 3 likes Why Canadians Are Turning Against …
The government needs to much more thoroughly vet people before allowing them to enter Canada.
The government needs to much more thoroughly vet people before allowing them to enter Canada.
Identity Attack0.016360072
Insult0.0151129225
Profanity0.010160086
Threat0.008013252
Severe Toxicity0.0013923645
Low Tox 0.03828422 Low Con 0.185 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live in Canada to a particular group of people who weren’t the First people of Canada especially if the Government allows the information out !! Also 340 million is cheaper than keeping them here
Identity Attack0.01666154
Insult0.014276917
Profanity0.00997221
Threat0.0063432488
Severe Toxicity0.0011396408
Low Tox 0.036162965 Constructive 0.609
Dec 31, 2025 1 likes Deportations From Canada at Their …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
I heard the government allowed 800,000 new immigrants into Canada in the first 6 months. Were they all the same demographic?
I heard the government allowed 800,000 new immigrants into Canada in the first 6 months. Were they all the same demographic?
Identity Attack0.010951365
Insult0.008842885
Profanity0.009733095
Threat0.006194372
Severe Toxicity0.0007724762
Low Tox 0.02035702 Moderate Con 0.384 Question
Jan 31, 2026 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.