Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "it's too late they are …" 210 comments · Page 7 of 9
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 …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope something can be done before its too late! It breaks my heart not to see Canada as 50 years ago any more. 😢
Identity Attack0.033527173
Insult0.018967867
Profanity0.0098868115
Threat0.006602164
Severe Toxicity0.0014400482
Low Tox 0.05131592 Constructive 0.745
Aug 25, 2025 Why Canadians Are Turning Against …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for minimum wage jobs in Canada or jobs with no trade skills., and even if skilled workers were invited, their jobs are not in high demand or about to be replaced by AI in a couple of years. Every year over 100,000 jobs will be replaced by AI starting from the late 2026, starting from the transportation industry, customer services, office jobs, IT jobs, and education; soon healthcare and engineering as well. No developed country needs workers anymore except very few experts and there will be massive layoff, not because of the economic crisis, but because of AI. In Japan, China, and South Korea, AI are widely used and now young people with a master or PhD degree can't even get a job.
Identity Attack0.00621564
Insult0.026702631
Profanity0.013371054
Threat0.00713294
Severe Toxicity0.0015544891
Low Tox 0.048594624 Moderate Con 0.496
Jan 16, 2026 2.9 million Canadian temporary visas …
Focus on the military !!! and securing our border from the USA. Try doing something useful for a change before it's too late.
Focus on the military !!! and securing our border from the USA. Try doing something useful for a change before it's too late.
Identity Attack0.0053276913
Insult0.017807651
Profanity0.011167783
Threat0.010058682
Severe Toxicity0.0013637543
Low Tox 0.048099842 Low Con 0.294 Call_To_Action
Jan 5, 2026 New rules, regulations take effect …
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 …
The immigration system has been broken since the late 1960's. "Betrayal & Deceit: The Politics of Canadian Immigration" ( 2000), by Charles M. Campbell.
The immigration system has been broken since the late 1960's. "Betrayal & Deceit: The Politics of Canadian Immigration" ( 2000), by Charles M. Campbell.
Identity Attack0.016259583
Insult0.018838953
Profanity0.011014067
Threat0.0067186756
Severe Toxicity0.0012588501
Low Tox 0.046120718 Moderate Con 0.347 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
your about 2-3 decades late on this report
your about 2-3 decades late on this report
Identity Attack0.0028673338
Insult0.022061773
Profanity0.013883443
Threat0.0072235605
Severe Toxicity0.0011634827
Low Tox 0.045873325 Low Con 0.256 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
HEY NEIGHBORS Y'ALL BETTER UNITE AND FIGHT FOR Y'ALLS COUNTRY BEFORE IT IS TO LATE. GOD BLESS FROM THE GOOD U.S.A.😇
HEY NEIGHBORS Y'ALL BETTER UNITE AND FIGHT FOR Y'ALLS COUNTRY BEFORE IT IS TO LATE. GOD BLESS FROM THE GOOD U.S.A.😇
Identity Attack0.009027477
Insult0.013326911
Profanity0.013951761
Threat0.011767523
Severe Toxicity0.0025558472
Low Tox 0.045625936 Moderate Con 0.438 Call_To_Action
Sep 9, 2025 2 likes Why Canadians Are Turning Against …
Hilarious that NP does a report on this AFTER Trudeau steps down. You're 5 years too late.
Hilarious that NP does a report on this AFTER Trudeau steps down. You're 5 years too late.
Identity Attack0.0018683918
Insult0.025542418
Profanity0.010723713
Threat0.00675104
Severe Toxicity0.0009918213
Low Tox 0.044141594 Low Con 0.158 Meta_Commentary
Jun 21, 2025 11 likes How Canada broke its immigration …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Identity Attack0.0026823445
Insult0.015644927
Profanity0.029888187
Threat0.00713294
Severe Toxicity0.001373291
Low Tox 0.04216247 Constructive 0.567 Question
Dec 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada is going down fast. Western Independence before it's too late
Canada is going down fast. Western Independence before it's too late
Identity Attack0.013043936
Insult0.01648093
Profanity0.0118680475
Threat0.009126588
Severe Toxicity0.001449585
Low Tox 0.041915078 Low Con 0.227 Fear_Threat
Feb 27, 2026 17 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Cuts are are too little and far too late!
Cuts are are too little and far too late!
Identity Attack0.00258985
Insult0.01313691
Profanity0.016342908
Threat0.013372798
Severe Toxicity0.0018978119
Low Tox 0.0414203 Low Con 0.193
Jan 3, 2026 8 likes New rules, regulations take effect …
I hope they stop before is too late
I hope they stop before is too late
Identity Attack0.005253696
Insult0.0115029
Profanity0.018187506
Threat0.012958534
Severe Toxicity0.0019454956
Low Tox 0.0414203 Moderate Con 0.322
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
TOO LATE!!!!!!!!!!!!!!!!!!!!!!
TOO LATE!!!!!!!!!!!!!!!!!!!!!!
Identity Attack0.0024418586
Insult0.015036922
Profanity0.015249812
Threat0.008466354
Severe Toxicity0.0023937225
Low Tox 0.0414203 Moderate Con 0.329
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Wake up people's before its too late!
Wake up people's before its too late!
Identity Attack0.0024233595
Insult0.013858915
Profanity0.013917602
Threat0.013165667
Severe Toxicity0.0017356873
Low Tox 0.041172907 Low Con 0.257
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of a hospital. Imagine paying into the system for 30 plus years and you can’t get an mir or a cat scan for months and when u do it’s too late
Identity Attack0.00048157218
Insult0.0010963258
Profanity0.0001818672
Threat0.05604665
Severe Toxicity0.000029223143
Low Tox 0.041158807 Policy_Critique
Apr 15, 2025 1 likes
NOT ENOUGH AND TOO LATE
NOT ENOUGH AND TOO LATE
Identity Attack0.0027008436
Insult0.013326911
Profanity0.014566627
Threat0.009566744
Severe Toxicity0.00207901
Low Tox 0.039226998 Low Con 0.209 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
10 years to late... canada is already 3 world country
10 years to late... canada is already 3 world country
Identity Attack0.019776696
Insult0.015568925
Profanity0.012073003
Threat0.006912862
Severe Toxicity0.001707077
Low Tox 0.03781283 Low Con 0.191
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Christ Jesus is coming back soon folks. May we all repent and live for him before its to late ⏳️ ✝️
Christ Jesus is coming back soon folks. May we all repent and live for him before its to late ⏳️ ✝️
Identity Attack0.011321344
Insult0.010742896
Profanity0.017299367
Threat0.009281937
Severe Toxicity0.0021457672
Low Tox 0.036870047 Moderate Con 0.36
Dec 24, 2025 1 likes Deportations From Canada at Their …
Surprised .......................I am not ...........one only gets what one accepts in this life . Please wake up Canada before it is too late
Surprised .......................I am not ...........one only gets what one accepts in this life . Please wake up Canada before it is too late
Identity Attack0.010063417
Insult0.016632931
Profanity0.010313802
Threat0.0074824756
Severe Toxicity0.0012588501
Low Tox 0.03592727 Moderate Con 0.423 Fear_Threat
Sep 29, 2025 IRCC Names India in Study …
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 …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, Kerala, the State where most of them come to American Continent!*
Identity Attack0.017967897
Insult0.011996903
Profanity0.012892825
Threat0.0066798385
Severe Toxicity0.0013923645
Low Tox 0.034513097 Moderate Con 0.367 Fear_Threat
Feb 25, 2026 Inside Canada's Indian Invasion...
Why is the Turkish translation of the videos late?
Why is the Turkish translation of the videos late?
Identity Attack0.024600167
Insult0.011084898
Profanity0.02071529
Threat0.008893564
Severe Toxicity0.0019550323
Low Tox 0.034277402 Low Con 0.239 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
On a roll lately brother.
On a roll lately brother.
Identity Attack0.0035702933
Insult0.014086916
Profanity0.018392462
Threat0.0089712385
Severe Toxicity0.0017356873
Low Tox 0.03309893 Moderate Con 0.465
Jan 27, 2026 37 likes Inside Canada's Indian Invasion...
too little, too late
too little, too late
Identity Attack0.0029598286
Insult0.01306091
Profanity0.015967157
Threat0.008311004
Severe Toxicity0.0015449524
Low Tox 0.03192045 Moderate Con 0.334 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …

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.