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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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Active: "Canada we will survive this!!! …" 35 comments · Page 2 of 2
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 …
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 country might not be good, because of countries, society mentality…………. One Example ; a-lot people in the USA are strong guns advocate, if Canada only get people from the US and because the majority of Americans love their guns, they may advocate to have more guns freedom in Canada and teach their children guns loving mentality. So it is probably best to mix individual from various country to minimize this outcome. ………………. In any case immigration are very important for countries whom don’t make a lot of babies, to survive and stay strong in today’s world where weak countries are getting crushed by strong countries……………… what make countries strong is their population, where government take taxes to pay and buy defensive guns to defend a country without the need to go into dept and sell its soul to powerful countries. I did not go to any university and yet I was able to understand this …
Identity Attack0.04151922
Insult0.030595649
Profanity0.016342908
Threat0.013372798
Severe Toxicity0.0030517578
Low Tox 0.1013248 Constructive 0.579
Jul 20, 2025 How Canada broke its immigration …
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from …
Did some sons to immigrants in Brampton too maybe convert to Christianity after being born in Canada to Sikhs some of whom were authoritarian in Brampton too same as authoritarian minded men and women from every other kind of family background are like sometimes. Would be interesting to find out how they mangaged to survive after choosing to leave the faith of their parents behind them.
Identity Attack0.06658725
Insult0.028392024
Profanity0.012551232
Threat0.0064468146
Severe Toxicity0.0019264221
Low Tox 0.10089093 Constructive 0.645 Personal_Narrative
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
The governance of Canada produced that church full of homeless people, so the government has imported a cohesive family friendly culturally united community. It would have been nice if Canada could have simply nurtured its …
The governance of Canada produced that church full of homeless people, so the government has imported a cohesive family friendly culturally united community. It would have been nice if Canada could have simply nurtured its own people to support a Canadian culture. . . but that's not profitable. It seems that to survive in the face of Canadian Liberal governance . . . native Canadians need to learn from the Indians . . . to look after themselves in each community.
Identity Attack0.052490227
Insult0.026315894
Profanity0.010587076
Threat0.0059160385
Severe Toxicity0.0016117096
Low Tox 0.081625134 Constructive 0.521
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada needs repatriation uf it wants to survive. Young Canadians can't afford housing or families. (Or is that the plan?)
Canada needs repatriation uf it wants to survive. Young Canadians can't afford housing or families. (Or is that the plan?)
Identity Attack0.029402243
Insult0.015948927
Profanity0.010689554
Threat0.007340072
Severe Toxicity0.0016498566
Low Tox 0.048594624 Moderate Con 0.336
Nov 26, 2025 Quebec Ends Economic Immigration Program …
You now need two jobs to survive in Canada ! Many are still out of work , and going homeless !
You now need two jobs to survive in Canada ! Many are still out of work , and going homeless !
Identity Attack0.015958117
Insult0.018323302
Profanity0.009323184
Threat0.0069646453
Severe Toxicity0.0013637543
Low Tox 0.04315203 Moderate Con 0.463
Dec 28, 2025 Deportations From Canada at Their …
You couldn’t survive the cold in Canada Tyler!!😂I’m 3 minutes in & you’re freezing 🥶
You couldn’t survive the cold in Canada Tyler!!😂I’m 3 minutes in & you’re freezing 🥶
Identity Attack0.003311308
Insult0.015948927
Profanity0.016547862
Threat0.0069516995
Severe Toxicity0.0018501282
Low Tox 0.032863233 Moderate Con 0.484
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Identity Attack0.009693438
Insult0.010096892
Profanity0.009118228
Threat0.0063497215
Severe Toxicity0.00071048737
Low Tox 0.021667719 Constructive 0.701 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
I'm born in Canada I had five children and they all had to find work and they all had to go to school and they all still have to find work and they still have …
I'm born in Canada I had five children and they all had to find work and they all had to go to school and they all still have to find work and they still have to survive now each one of them has had one child only
Identity Attack0.006770608
Insult0.007968879
Profanity0.0113727385
Threat0.006420923
Severe Toxicity0.00091552734
Low Tox 0.015707577 Constructive 0.612
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
All student working under agency provide them cash working 50 hours in week .no track where is money coming from in their bank. Canada is best place when student apply for student visa. They show …
All student working under agency provide them cash working 50 hours in week .no track where is money coming from in their bank. Canada is best place when student apply for student visa. They show we have more then enough funds to survive. And then all student working 20 hours or more. What is this
Identity Attack0.0040142676
Insult0.009317887
Profanity0.009716015
Threat0.0057056695
Severe Toxicity0.0005078316
Low Tox 0.013948329 Constructive 0.615
Oct 13, 2025 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.