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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: "Just so long that they …" 336 comments · Page 12 of 14
This started LONG before Trudeau, as far back as 2004 and 2005. It was basically an open secret that RIM made agreements with India to hire a huge percentage of Indian immigrants so they could …
This started LONG before Trudeau, as far back as 2004 and 2005. It was basically an open secret that RIM made agreements with India to hire a huge percentage of Indian immigrants so they could penetrate the Indian market with BlackBerrys. And they were not the only company to do this sort of thing.
Identity Attack0.0376521
Insult0.016936934
Profanity0.012482914
Threat0.0067445673
Severe Toxicity0.001335144
Low Tox 0.046368107 Moderate Con 0.373
Jun 23, 2025 How Canada broke its immigration …
The Liberals are spending billions to win votes. They don’t seem to prioritize Canadians’ long-term interests. Instead, it feels like they are focused on gaining power and using taxpayer money for their own benefit.
The Liberals are spending billions to win votes. They don’t seem to prioritize Canadians’ long-term interests. Instead, it feels like they are focused on gaining power and using taxpayer money for their own benefit.
Identity Attack0.012441003
Insult0.02373764
Profanity0.010228404
Threat0.0060778605
Severe Toxicity0.0009870529
Low Tox 0.046120718 Moderate Con 0.341 Policy_Critique
Feb 24, 2026 7 likes 'We do know that there's …
Nothing is going to change as long as the public sit on their couch and become keyboard warrior. To bring change sacrifice is needed otherwise it will keep going on.
Nothing is going to change as long as the public sit on their couch and become keyboard warrior. To bring change sacrifice is needed otherwise it will keep going on.
Identity Attack0.0037182847
Insult0.017743196
Profanity0.013576009
Threat0.010343489
Severe Toxicity0.0012159348
Low Tox 0.045378547 Low Con 0.25 Call_To_Action
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed me. Now it's happening. Here we go.
Identity Attack0.025806036
Insult0.016632931
Profanity0.010621235
Threat0.0074824756
Severe Toxicity0.0014972687
Low Tox 0.045131154 Constructive 0.512
Sep 30, 2025 IRCC Names India in Study …
It's called Karma, it keeps giving no matter how long.😅😅
It's called Karma, it keeps giving no matter how long.😅😅
Identity Attack0.0029783275
Insult0.014884921
Profanity0.017777596
Threat0.007754337
Severe Toxicity0.0017166138
Low Tox 0.043399423 Moderate Con 0.355 Humor_Satire
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It broke long ago along with our sanity
It broke long ago along with our sanity
Identity Attack0.0046987277
Insult0.01617693
Profanity0.017231047
Threat0.0072365063
Severe Toxicity0.0012397766
Low Tox 0.04216247 Low Con 0.26 Fear_Threat
Jan 21, 2026 Why Canada’s immigration system has …
now they have another official language- their signs are going to be 3 meters long to accommodate all of their languages - adios canada
now they have another official language- their signs are going to be 3 meters long to accommodate all of their languages - adios canada
Identity Attack0.023193322
Insult0.01625293
Profanity0.011167783
Threat0.007417747
Severe Toxicity0.0016593933
Low Tox 0.0414203 Low Con 0.246 Fear_Threat
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Identity Attack0.004846719
Insult0.018774498
Profanity0.01309778
Threat0.006738094
Severe Toxicity0.0010108948
Low Tox 0.0414203 Constructive 0.7 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration and Customs Enforcement should be done a long time ago
Immigration and Customs Enforcement should be done a long time ago
Identity Attack0.017766917
Insult0.0113889
Profanity0.013200258
Threat0.007832011
Severe Toxicity0.0016117096
Low Tox 0.04067813 Low Con 0.192 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Even if they are LEGIT asylum seekers, why aren't they paying for medical care? The only thing I could rationalize covering would be acute life saving treatment, not long term care (like chemo).
Even if they are LEGIT asylum seekers, why aren't they paying for medical care? The only thing I could rationalize covering would be acute life saving treatment, not long term care (like chemo).
Identity Attack0.011839314
Insult0.013288911
Profanity0.0117997285
Threat0.0072235605
Severe Toxicity0.0013923645
Low Tox 0.040430736 Moderate Con 0.464 Policy_Critique
Feb 24, 2026 'We do know that there's …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public school. Only my friend and I were paying CAD 1,000 per month to study, while everyone (refugees) paid nothing to study and received CAD 500 per person, plus rent.
Identity Attack0.024801146
Insult0.015644927
Profanity0.010296722
Threat0.0058707283
Severe Toxicity0.0010061264
Low Tox 0.039935954 Constructive 0.684
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
I been saying this for a long time they bringing these pay to other countries to take there place
I been saying this for a long time they bringing these pay to other countries to take there place
Identity Attack0.013244915
Insult0.014048916
Profanity0.014839902
Threat0.00704232
Severe Toxicity0.0012874603
Low Tox 0.038519915 Moderate Con 0.336 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The shift from being a majority to a minority is largely about timing—some people’s ancestors arrived earlier than others, usually in search of better opportunities they couldn’t find at home. Most people don’t want to leave their motherland, but they move out of necessity, not preference. Throughout history, Western and Middle Eastern powers destroyed economies, accumulated global wealth for themselves, and caused immense suffering through violence, forced conversions, and plundering. This exploitation is a major reason why some countries today struggle to reach the living standards seen in the West. The long-term effects of colonialism, conflict, and migration continue to shape societies and opportunities for many people.
Identity Attack0.014048826
Insult0.016784932
Profanity0.013917602
Threat0.0068287146
Severe Toxicity0.0011873245
Low Tox 0.03639866 Constructive 0.702 Moral_Argument
Oct 15, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration of time these individuals are waiting for a job?
Identity Attack0.0054756827
Insult0.012756908
Profanity0.016069634
Threat0.0066280556
Severe Toxicity0.0014972687
Low Tox 0.03592727 Moderate Con 0.396 Economic_Argument
Jan 20, 2026 Why Canada’s immigration system has …
Upgrade to the last video, "Don't they like us?" Stephen Harper opened the flood gates. Treadeu held then opened too long.
Upgrade to the last video, "Don't they like us?" Stephen Harper opened the flood gates. Treadeu held then opened too long.
Identity Attack0.0037367835
Insult0.014428918
Profanity0.014225035
Threat0.008194493
Severe Toxicity0.0012493134
Low Tox 0.034748793 Low Con 0.265
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been focused industries only such as agriculture. Instead our business model is basically : Cheap Labour via Worker Visas, Housing Market due to quick and massive population boost and Student Visas making them pay 3.5x more than regular students that encourages post-secondary schools to choose international over domestic which may also have long-term consequences as we see many immigrants go back to their home or take their degree to a higher paying nation.
Identity Attack0.003884775
Insult0.019419061
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0010824203
Low Tox 0.034748793 Constructive 0.527 Policy_Critique
Jan 19, 2026 9 likes Why Canada’s immigration system has …
She’s was told to let whoever into Canada as long as they vote liberal
She’s was told to let whoever into Canada as long as they vote liberal
Identity Attack0.017264472
Insult0.012794908
Profanity0.011475217
Threat0.0067316215
Severe Toxicity0.0010728836
Low Tox 0.034513097 Low Con 0.233 Unverified_Claim
Feb 26, 2026 292 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
OMG FINALLY, THANK YOU TYLER! I've been waiting for this episode for so long
OMG FINALLY, THANK YOU TYLER! I've been waiting for this episode for so long
Identity Attack0.0056236745
Insult0.011122898
Profanity0.028640235
Threat0.009307829
Severe Toxicity0.002937317
Low Tox 0.033806015 Moderate Con 0.458 Meta_Commentary
Jan 29, 2026 12 likes Inside Canada's Indian Invasion...
as long as you vote liberal you're accepted
as long as you vote liberal you're accepted
Identity Attack0.013948337
Insult0.012414906
Profanity0.015318131
Threat0.0072882893
Severe Toxicity0.001449585
Low Tox 0.03357032 Low Con 0.222 Identity_Assertion
Nov 20, 2025 23 likes Thousands of refugees allowed into …
Canadian parents who were born OUTSIDE of Canada can now pass their citizenship to their kids who are also born OUTSIDE of Canada as long as the parents can prove they spent 3 years in …
Canadian parents who were born OUTSIDE of Canada can now pass their citizenship to their kids who are also born OUTSIDE of Canada as long as the parents can prove they spent 3 years in Canada. What?? Why??
Identity Attack0.016963007
Insult0.011578901
Profanity0.010979908
Threat0.0058027627
Severe Toxicity0.0010204315
Low Tox 0.03309893 Moderate Con 0.368 Question
Jan 15, 2026 Canada’s new rules in 2026
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment? Our healthcare system is strained to its capacity! Every week one can find a news story …
Dialysis is for people with CHRONIC kidney disease, just how long are we supposed to fund the worlds treatment? Our healthcare system is strained to its capacity! Every week one can find a news story about someone who was waitlisted too long for an oncologist or a scan, and no longer has a chance of recovery ❤️‍🩹
Identity Attack0.00673361
Insult0.014162917
Profanity0.011219022
Threat0.00636914
Severe Toxicity0.0012397766
Low Tox 0.03192045 Constructive 0.657 Policy_Critique
Dec 24, 2025 Deportations From Canada at Their …
What a surprise 😮. It’s taken this long to figure it out ? why didn’t you just look around?? Plus look at who is filling the majority of the Canadian government jobs and what community …
What a surprise 😮. It’s taken this long to figure it out ? why didn’t you just look around?? Plus look at who is filling the majority of the Canadian government jobs and what community they belong to. 😮 no no that wouldn’t be possible!! would it!! Maybe you should be doing a better job at supervising the government employees. We all know that the expectations are those of just having a warm body to work in the Government and not ask any questions, all else is secondary.
Identity Attack0.003385304
Insult0.017292
Profanity0.011389818
Threat0.005757453
Severe Toxicity0.00079631805
Low Tox 0.030977672 Moderate Con 0.338 Unverified_Claim
Nov 13, 2025 IRCC Names India in Study …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed asylum here. They knew they would be rejected, but they said it would take six months until then, and they were being taken care of by our government. For everything. They said several of their friends had done the same... It seemed well known as a way to travel free in Canada...
Identity Attack0.022791367
Insult0.011122898
Profanity0.011150704
Threat0.0061878995
Severe Toxicity0.0010633469
Low Tox 0.03062413 Constructive 0.748 Personal_Narrative
Feb 25, 2026 'We do know that there's …

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.