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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: "We are being run by …" 369 comments · Page 14 of 15
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like …
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like you need to shut the program down until you get caught up. This seems quite mis-managed, who was in charge for the last 10 years to let this spiral out of control so badly?
Identity Attack0.01565665
Insult0.025929155
Profanity0.011014067
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.055274166 Constructive 0.677 Policy_Critique
Jan 21, 2026 Why Canada’s immigration system has …
The trucking industry is being run to the ground. And ottawa is sleeping at the wheel. the notion that the government is expecting the Indian run companies to act in good faith and NOT abuse …
The trucking industry is being run to the ground. And ottawa is sleeping at the wheel. the notion that the government is expecting the Indian run companies to act in good faith and NOT abuse every loophole there is. IS bewildering to me. Short of a serious policy to remedy the situation. We'll see severe consequences across the Nation.
Identity Attack0.016963007
Insult0.023221988
Profanity0.011646013
Threat0.00746953
Severe Toxicity0.0013065338
Low Tox 0.05280026 Constructive 0.549 Policy_Critique
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Stay in Canada and run for prime minister
Stay in Canada and run for prime minister
Identity Attack0.013546381
Insult0.018710041
Profanity0.011167783
Threat0.0083886795
Severe Toxicity0.001783371
Low Tox 0.051810697 Low Con 0.272
Jan 27, 2026 Inside Canada's Indian Invasion...
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s …
Isolated cases of unlicensed driving shouldn't overshadow the facts: South Asians make up nearly 1 in 4 truckers across Canada. This community isn't just 'participating' in the sector—they are running it and keeping the country’s shelves stocked
Identity Attack0.034816213
Insult0.017936565
Profanity0.010621235
Threat0.006479179
Severe Toxicity0.0012493134
Low Tox 0.051563308 Moderate Con 0.452 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
It is time to scrap All the fancy initials such as UN, WEF, NGO, COP, Etc. And use the constitution and elected government to run the country. There must also be a loyal opposition to …
It is time to scrap All the fancy initials such as UN, WEF, NGO, COP, Etc. And use the constitution and elected government to run the country. There must also be a loyal opposition to hold the government to account. We need transparency and accountability to stop corruption,
Identity Attack0.005512681
Insult0.025800243
Profanity0.01127026
Threat0.0071717775
Severe Toxicity0.0009727478
Low Tox 0.051563308 Moderate Con 0.372 Policy_Critique
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
Bike guy should run for office. He'd be the most honest man ever running
Bike guy should run for office. He'd be the most honest man ever running
Identity Attack0.006363631
Insult0.02373764
Profanity0.0147374235
Threat0.0071717775
Severe Toxicity0.0012493134
Low Tox 0.049336795 Moderate Con 0.366 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
So what? Like many German and Dutch places in North America (Frankenmuth MI, NYC, etc) doesn't the new world run, survive, on the old world?
So what? Like many German and Dutch places in North America (Frankenmuth MI, NYC, etc) doesn't the new world run, survive, on the old world?
Identity Attack0.027413858
Insult0.014884921
Profanity0.01887069
Threat0.007922632
Severe Toxicity0.0021362305
Low Tox 0.049089402 Moderate Con 0.436
Jan 15, 2026 Inside Canada's Indian Metropolis (Brampton)
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
In India, there is no order on the roadway. It's literally real life bumper cars. Everyone is just constantly running into each other every 2 seconds. It's incredible. Totally different world.
Identity Attack0.031980325
Insult0.016708933
Profanity0.017709278
Threat0.00713294
Severe Toxicity0.0022792816
Low Tox 0.04760506 Moderate Con 0.444 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
Identity Attack0.019575719
Insult0.020063626
Profanity0.011970525
Threat0.006492125
Severe Toxicity0.0013446808
Low Tox 0.045131154 Moderate Con 0.437 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
“Do I run?” “ya” 😭😭😭
“Do I run?” “ya” 😭😭😭
Identity Attack0.003348306
Insult0.012072904
Profanity0.024062896
Threat0.011974656
Severe Toxicity0.0035476685
Low Tox 0.0438942 Moderate Con 0.402 Humor_Satire
Feb 25, 2026 Inside Canada's Indian Invasion...
Canuckistan is over run. Thanks for highlighting this.
Canuckistan is over run. Thanks for highlighting this.
Identity Attack0.014450782
Insult0.017420914
Profanity0.013576009
Threat0.008336896
Severe Toxicity0.0016403198
Low Tox 0.043399423 Moderate Con 0.326 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Keep it up we are being over run
Keep it up we are being over run
Identity Attack0.005105704
Insult0.016708933
Profanity0.020373698
Threat0.009281937
Severe Toxicity0.0018024445
Low Tox 0.042657252 Moderate Con 0.435
Dec 25, 2025 Deportations From Canada at Their …
Western countries need to rise and restore sovreignty. We’re running out of time
Western countries need to rise and restore sovreignty. We’re running out of time
Identity Attack0.013847848
Insult0.013592913
Profanity0.014703264
Threat0.008789998
Severe Toxicity0.0014209747
Low Tox 0.041172907 Low Con 0.236 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything …
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything they do, is to teach or make people run away and leave. I don't get it.
Identity Attack0.011617327
Insult0.017012933
Profanity0.011423977
Threat0.0071847234
Severe Toxicity0.0011444092
Low Tox 0.038519915 Moderate Con 0.465 Identity_Assertion
Nov 13, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They run the Walmart in Ontario 😂😂
They run the Walmart in Ontario 😂😂
Identity Attack0.0076215584
Insult0.016632931
Profanity0.015386449
Threat0.0064468146
Severe Toxicity0.0013446808
Low Tox 0.037577134 Moderate Con 0.32 Humor_Satire
Jan 27, 2026 103 likes Inside Canada's Indian Invasion...
That "safehouse" look like student dormitory. Looks like international students running businesses
That "safehouse" look like student dormitory. Looks like international students running businesses
Identity Attack0.011247349
Insult0.015644927
Profanity0.011577694
Threat0.006356194
Severe Toxicity0.0010585785
Low Tox 0.037105743 Low Con 0.296 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro on a generational run fr
Bro on a generational run fr
Identity Attack0.00725158
Insult0.0151129225
Profanity0.025634222
Threat0.011405042
Severe Toxicity0.0028419495
Low Tox 0.036162965 Moderate Con 0.322 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. Taking the money and running out of Canada with it.
Identity Attack0.0068446035
Insult0.018581128
Profanity0.010962827
Threat0.0065050707
Severe Toxicity0.0009584427
Low Tox 0.036162965 Constructive 0.539 Economic_Argument
Oct 11, 2025 IRCC Names India in Study …
Unfortunate run out of time deadline today
Unfortunate run out of time deadline today
Identity Attack0.0023586133
Insult0.014580919
Profanity0.013780965
Threat0.007365964
Severe Toxicity0.001115799
Low Tox 0.034748793 Moderate Con 0.356
Nov 19, 2025 9 likes Quebec Ends Economic Immigration Program …
Dude. Why do you keep running away right when the story gets good. You’ve already “risked your life”…. Follow through. Love the content. ❤
Dude. Why do you keep running away right when the story gets good. You’ve already “risked your life”…. Follow through. Love the content. ❤
Identity Attack0.0019701358
Insult0.013820915
Profanity0.011167783
Threat0.009204263
Severe Toxicity0.0012016296
Low Tox 0.034513097 Moderate Con 0.46 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
So why is Lamont walking around Edmonton? Why is Desiree running loose?
So why is Lamont walking around Edmonton? Why is Desiree running loose?
Identity Attack0.0027748393
Insult0.01625293
Profanity0.0118680475
Threat0.007081157
Severe Toxicity0.00093460083
Low Tox 0.032391842 Low Con 0.202 Question
Nov 14, 2025 1 likes Why Canadians Are Turning Against …
They vote Justin out to put carney in which was their own mistake because it's like when u vote carney in you still vote Justin in , so to tell u the truth Justin is …
They vote Justin out to put carney in which was their own mistake because it's like when u vote carney in you still vote Justin in , so to tell u the truth Justin is still running the show behind close doors the Canadians shud of vote Pierre pollieve as pm and all things wud of start changing
Identity Attack0.0058826595
Insult0.017485369
Profanity0.010774951
Threat0.006265574
Severe Toxicity0.0008010864
Low Tox 0.031684756 Moderate Con 0.409
Aug 29, 2025 Why Canadians Are Turning Against …
Poilievre will only win if he runs a campaign on fixing the immigration system.
Poilievre will only win if he runs a campaign on fixing the immigration system.
Identity Attack0.010951365
Insult0.011578901
Profanity0.0108774295
Threat0.007301235
Severe Toxicity0.00093460083
Low Tox 0.031213367 Low Con 0.201 Call_To_Action
Feb 19, 2026 3 likes LILLEY UNLEASHED: The fall of …

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.