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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

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Active: "I don't understand why this …" 311 comments · Page 11 of 13
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They …
How about we change the language law. I'm english, don't understand indy. Still they are aloud to speak there language in font of me, even if I'm the ony English person in the room. They should speak English if there's an English person in the room
Identity Attack0.035331827
Insult0.017420914
Profanity0.019075647
Threat0.0086087575
Severe Toxicity0.0018501282
Low Tox 0.055026773 Constructive 0.693 Policy_Critique
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
90% of them are from a particular state in India and people from this state are very close to liberals heart. I hope you all understand what I mean
90% of them are from a particular state in India and people from this state are very close to liberals heart. I hope you all understand what I mean
Identity Attack0.034816213
Insult0.018581128
Profanity0.016103793
Threat0.00675104
Severe Toxicity0.0016021729
Low Tox 0.05280026 Constructive 0.517 Unverified_Claim
Oct 1, 2025 1 likes IRCC Names India in Study …
Cannot understand why Canadians voted for Liberal again?
Cannot understand why Canadians voted for Liberal again?
Identity Attack0.026007013
Insult0.020192537
Profanity0.010108846
Threat0.006304411
Severe Toxicity0.0013446808
Low Tox 0.05131592 Low Con 0.284 Question
Jul 2, 2025 1 likes How Canada broke its immigration …
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with …
Bike guy is saying it so plainly it comes out TERRIBLE but I understand where he's coming from, in the sense that we lump a group of people when we tend to associate them with certain things/activity. I say this as someone who was born and raised in a Canadian city that has also seen a drastic shift in its local population.
Identity Attack0.0074365693
Insult0.02373764
Profanity0.013166099
Threat0.006647474
Severe Toxicity0.0012874603
Low Tox 0.050078966 Constructive 0.816
Jan 27, 2026 Inside Canada's Indian Invasion...
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these …
We've seen a shift in the child care profession in Canada. Most ECE's and student ECE's are from India. It's not going well. There is a different work ethic. And sometimes I've observed that these educators don't understand the policies and how to best support the children so its effecting quality and safety. There was supposed to be a limit on international students. That's not happening. Most of Conestoga colleges student ECE's are international
Identity Attack0.039972372
Insult0.017743196
Profanity0.010689554
Threat0.0059904763
Severe Toxicity0.0013065338
Low Tox 0.048594624 Constructive 0.798 Unverified_Claim
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
I understand...but when you ask 'do they assimilate'...as a Canadian I haven't a clue what that means. Honest question...
I understand...but when you ask 'do they assimilate'...as a Canadian I haven't a clue what that means. Honest question...
Identity Attack0.038425524
Insult0.01625293
Profanity0.0113215
Threat0.005935457
Severe Toxicity0.001206398
Low Tox 0.04785245 Constructive 0.514 Question
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was …
I came to Canada legally as refugee in early 90's. At 16, speaking almost no English, I was enrolled in High School and got a job in McDonald's. But even then my clear understanding was that the job was temporary. My managers told me the same thing. I went to university and immediately switched up. It is infuriating to see that fast food jobs are careers for middle aged people, gaming the system and my kids won't have the opportunity to experience the very natural and normal experience of getting into the job market
Identity Attack0.01274247
Insult0.023608726
Profanity0.01627459
Threat0.0064727063
Severe Toxicity0.0014781952
Low Tox 0.04760506 Constructive 0.725 Personal_Narrative
Dec 27, 2025 IRCC Names India in Study …
There are a lot of issues around immigration. Firstly, the IRCC filters receiving low skilled people, second most of them are located on main cities and provinces, most of the country is empty and finally …
There are a lot of issues around immigration. Firstly, the IRCC filters receiving low skilled people, second most of them are located on main cities and provinces, most of the country is empty and finally if you are gonna keep your traditions here, do it inside your four walls. I begin to understand why Québec is willing to be independent.
Identity Attack0.01857083
Insult0.019741343
Profanity0.010194245
Threat0.0062332097
Severe Toxicity0.0010919571
Low Tox 0.046120718 Constructive 0.68 Policy_Critique
Sep 6, 2025 2 likes Why Canadians Are Turning Against …
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
Identity Attack0.026609946
Insult0.016784932
Profanity0.009784333
Threat0.006272047
Severe Toxicity0.0013065338
Low Tox 0.044388983 Constructive 0.567 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I understand needing a cap on overwhelming immigration numbers. However, this was very badly handled.
I understand needing a cap on overwhelming immigration numbers. However, this was very badly handled.
Identity Attack0.01656105
Insult0.01465692
Profanity0.011594773
Threat0.006861079
Severe Toxicity0.0010919571
Low Tox 0.0438942 Moderate Con 0.495
Nov 24, 2025 Quebec Ends Economic Immigration Program …
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)
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
Identity Attack0.02048012
Insult0.015188923
Profanity0.010501678
Threat0.0061166976
Severe Toxicity0.0009536743
Low Tox 0.041915078 Moderate Con 0.379 Fear_Threat
Mar 1, 2026 LILLEY UNLEASHED: The fall of …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
Identity Attack0.008509507
Insult0.018710041
Profanity0.023106437
Threat0.0076507707
Severe Toxicity0.0015544891
Low Tox 0.04166769 Constructive 0.815 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was in civil war. These ppl that are here as a student and temporary residents,, must understand the law and that there is a legal way to come and live here. If they force themselves to stay, then we need worse than ice for them to face.. with crimes, healthcare and employment rate down, its the best option
Identity Attack0.008657498
Insult0.018001022
Profanity0.011458136
Threat0.008453408
Severe Toxicity0.0014877319
Low Tox 0.04067813 Constructive 0.736 Personal_Narrative
Jan 16, 2026 2.9 million Canadian temporary visas …
THANK YOU people need to see this. Trying to get people around the world to understand this has been so exhausting.
THANK YOU people need to see this. Trying to get people around the world to understand this has been so exhausting.
Identity Attack0.0036997858
Insult0.017743196
Profanity0.01354185
Threat0.0068999166
Severe Toxicity0.0010728836
Low Tox 0.03875561 Constructive 0.538
Jan 27, 2026 52 likes Inside Canada's Indian Invasion...
So Canada is going to go bankrupt faster basically? Don't understand how any of this is a good thing
So Canada is going to go bankrupt faster basically? Don't understand how any of this is a good thing
Identity Attack0.008176526
Insult0.017163089
Profanity0.011355659
Threat0.007249452
Severe Toxicity0.0011396408
Low Tox 0.038519915 Low Con 0.242
Dec 23, 2019 2 likes How much do refugees and …
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)
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Identity Attack0.025404079
Insult0.013212911
Profanity0.010160086
Threat0.006207318
Severe Toxicity0.00096797943
Low Tox 0.038048524 Constructive 0.791 Policy_Critique
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Now i understand why the canadian immigration has the requirements they do in place. It is to protect their Canadian people
Identity Attack0.026609946
Insult0.012490907
Profanity0.011201942
Threat0.0064468146
Severe Toxicity0.0012397766
Low Tox 0.03781283 Moderate Con 0.421 Moral_Argument
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so …
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so some of these judgemental people who have spoken understand that Canadian hospitals bill patients who are not citizens.
Identity Attack0.018369852
Insult0.015948927
Profanity0.009852652
Threat0.006168481
Severe Toxicity0.0008916855
Low Tox 0.03781283 Constructive 0.825 Personal_Narrative
Dec 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Understand the term “asylum” seekers where they are coming from and why!! Demand for better healthcare services when you vote next time rather than gaslighting this issue. There are rules and laws in place, universally …
Understand the term “asylum” seekers where they are coming from and why!! Demand for better healthcare services when you vote next time rather than gaslighting this issue. There are rules and laws in place, universally applicable covenants that protect vulnerable folks. Things shouldn’t have to be that divisive.
Identity Attack0.009064475
Insult0.0154929245
Profanity0.011509376
Threat0.007353018
Severe Toxicity0.0011205673
Low Tox 0.036870047 Constructive 0.682 Moral_Argument
Feb 24, 2026 'We do know that there's …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around them. They like to to take care of others. They will commonly ask you if you are OK and need water, food, anything. Langar/ community kichen is inbedded in culture and makes sure everyone eats in the same humble setting. They think communally and make sure to ask all parties how they feel about a particular topic, especially before making a decision. They appreciate when you try to understand them. They love when you speak their language. These people are blessed and I love them. I really hope that people bridge the gap between each other and love thy neighbour. God Bless Chardi Kala rahin.
Identity Attack0.020279141
Insult0.017614283
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.0030708313
Low Tox 0.036870047 Constructive 0.817
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone else. We are a sinking ship at the momment. lets not bring everyone down with it.
Identity Attack0.017264472
Insult0.013478912
Profanity0.010313802
Threat0.007870848
Severe Toxicity0.0011587143
Low Tox 0.036162965 Constructive 0.604 Fear_Threat
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
What I don't understand is why can't they make India a greater place to live? Canada is great because our ancestors fought for our rights and liberties.
What I don't understand is why can't they make India a greater place to live? Canada is great because our ancestors fought for our rights and liberties.
Identity Attack0.02439919
Insult0.012148905
Profanity0.012073003
Threat0.006440342
Severe Toxicity0.0012683868
Low Tox 0.036162965 Constructive 0.668
Nov 26, 2025 Inside Canada's Indian Metropolis (Brampton)

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.