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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: "He is not my legacy! …" 20 comments
Mans soooo racist that’s there’s levels to it. Subsaharan Africans are some of the most intelligent and successful immigrant groups in the western world but his anti-black racism just blinded him meanwhile he’s a low …
Mans soooo racist that’s there’s levels to it. Subsaharan Africans are some of the most intelligent and successful immigrant groups in the western world but his anti-black racism just blinded him meanwhile he’s a low life white trash too dumb and poor to have left in the great white flight so he just scapegoats the legacy racial group fro racists. What a piece of shit. That’s why your leaders are replacing you fucks because you can’t do shit.
Identity Attack0.6649212
Insult0.7775208
Profanity0.8089582
Threat0.07629784
Severe Toxicity0.48355904
Toxic 0.90451443 Moderate Con 0.369 Identity Attack Insult Moral_Argument
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Trudeaus legacy right here. Modi laughing his ass off at lame woke easy to fool Canada. WOW! Robbed!
Trudeaus legacy right here. Modi laughing his ass off at lame woke easy to fool Canada. WOW! Robbed!
Identity Attack0.10221587
Insult0.5739874
Profanity0.43272525
Threat0.015947454
Severe Toxicity0.05473421
Moderate 0.6342749 Low Con 0.163 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
It's all the plandemic of the WEF infiltration of Legacy Medias, Parliament/federal and provincial sectors, including immigration. The tax payer is paying for its own destruction. Time for Canadians to wake up stand up and …
It's all the plandemic of the WEF infiltration of Legacy Medias, Parliament/federal and provincial sectors, including immigration. The tax payer is paying for its own destruction. Time for Canadians to wake up stand up and speak up or continue down the liberal path to Canada no more and lunacy !
Identity Attack0.116281845
Insult0.42567953
Profanity0.020373698
Threat0.010084574
Severe Toxicity0.007972717
Moderate 0.3827457 Low Con 0.212
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Thanks Trudeau for destroying Canada. I hope everyone remembers your legacy of destroying Canadian culture, Canadian kindness all while stealing more money than any other prime minister combined to date. .
Thanks Trudeau for destroying Canada. I hope everyone remembers your legacy of destroying Canadian culture, Canadian kindness all while stealing more money than any other prime minister combined to date. .
Identity Attack0.06704199
Insult0.24928534
Profanity0.015454767
Threat0.046218675
Severe Toxicity0.008049011
Moderate 0.31963667 Moderate Con 0.367
Oct 2, 2025 1 likes Why Canadians Are Turning Against …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
Tip of the ice burg. System has collapsed. Canada is not in the hands of Canadians (all regions, races, religions). The fight should be between legacy Canadians who lived by the books and the scammers …
Tip of the ice burg. System has collapsed. Canada is not in the hands of Canadians (all regions, races, religions). The fight should be between legacy Canadians who lived by the books and the scammers (supported by the govt.)
Identity Attack0.10699738
Insult0.24835461
Profanity0.022286616
Threat0.007754337
Severe Toxicity0.0041389465
Low Tox 0.27412915 Moderate Con 0.33 Identity_Assertion
Dec 24, 2025 9 likes Deportations From Canada at Their …
The failed former Immigration Minister (and also Housing Minister) is now the failing Justice Minister. He is the perfect example of failing upwards in Canada, a true Turdeau legacy.
The failed former Immigration Minister (and also Housing Minister) is now the failing Justice Minister. He is the perfect example of failing upwards in Canada, a true Turdeau legacy.
Identity Attack0.013043936
Insult0.1935001
Profanity0.013712646
Threat0.006375613
Severe Toxicity0.0030136108
Low Tox 0.22311419 Low Con 0.209 Policy_Critique
Jan 19, 2026 48 likes Why Canada’s immigration system has …
It wasnt Canada that broke mmigration, it was done deliberate policy by trudeau liberals and has not stopped with the placement of trudeau 2.0 Carney. It is a deliberate strategy by a group loyal to …
It wasnt Canada that broke mmigration, it was done deliberate policy by trudeau liberals and has not stopped with the placement of trudeau 2.0 Carney. It is a deliberate strategy by a group loyal to unelected billionaires of the WEF. It is a gl9balist ideology that hates democracy, hates the middleclass and wants to create a new feudalism. It was aided and enabled by complicit legacy media that kept silent fir a decade by omitting to report, under reporting what was happening and the issues mass unvetted immigration of ppl without Canadian values, who hate western democracies was creating.
Identity Attack0.04435511
Insult0.14331897
Profanity0.022764845
Threat0.00823333
Severe Toxicity0.004501343
Low Tox 0.20009702 Moderate Con 0.355 Unverified_Claim
Jun 20, 2025 1 likes How Canada broke its immigration …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted over £45 trillion worth of wealth from India, in addition to priceless artefacts, precious stones, and cultural treasures stolen, many of which remain in the British Museum to this day. India was subjected to foreign rule for nearly a thousand years, culminating in English colonial rule. During this time, countless Indians were enslaved, shackled, and forcibly transported to distant English colonies to work as indentured labourers under inhumane conditions. " Hindu tax ' was imposed on every Indian, and English rulers collected the tax on gunpoint for centuries. Those who did not have money were used as slaves in English households. Ancient India, once a beacon of knowledge and wisdom, was known as a subcontinent of learning and prosperity, contributing up to 38% of the world’s GDP at its height. For centuries, Indians struggled for their freedom, drawing strength from the timeless values of truth and non-violence embedded in our culture. The freedom movement, led through non-violent resistance, ultimately led to India's independence in 1947. However, the residual grip of colonial influence continued until around 1956. By the end of colonial rule, India’s sacred and ancient universities had been dismantled, and the country—once among the richest—was reduced to one of the poorest nations in the world. Widespread poverty, illiteracy, disease, social divisions, and national humiliation were the tragic legacies of foreign rule. If might and brawn continue to justify exploitation, it must be confronted with truth, non-violent justice, and a collective call for accountability.
Identity Attack0.16587129
Insult0.06634661
Profanity0.035399333
Threat0.01698343
Severe Toxicity0.005836487
Low Tox 0.17458448 Constructive 0.6 Comparative_Framing
Sep 19, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
Trudeau Legacy 😂😂😂😂.now Canadians who voted for him are being affected
Trudeau Legacy 😂😂😂😂.now Canadians who voted for him are being affected
Identity Attack0.027614836
Insult0.036214896
Profanity0.012687869
Threat0.008077981
Severe Toxicity0.0020122528
Low Tox 0.11109332 Low Con 0.254
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Dude found an average Canadian just biking around that happened to have his "quiet part out loud" filter turned off for the day 😂😂😂 He's a conduit to the Legacy Canadian hive-mind 🫡🍁
Dude found an average Canadian just biking around that happened to have his "quiet part out loud" filter turned off for the day 😂😂😂 He's a conduit to the Legacy Canadian hive-mind 🫡🍁
Identity Attack0.035074018
Insult0.053205602
Profanity0.014190876
Threat0.006330303
Severe Toxicity0.0022506714
Low Tox 0.11088664 Moderate Con 0.322 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Justin Trudeau's dangerous legacy
Justin Trudeau's dangerous legacy
Identity Attack0.007880543
Insult0.05086332
Profanity0.014771583
Threat0.00951496
Severe Toxicity0.0023174286
Low Tox 0.11078331 Low Con 0.237 Policy_Critique
Sep 8, 2025 1 likes How Canada broke its immigration …
Howard lutnick! Trumps negotiater said that Canada was selling green cards! And any investigation by our legacy media? Crickets
Howard lutnick! Trumps negotiater said that Canada was selling green cards! And any investigation by our legacy media? Crickets
Identity Attack0.0047172266
Insult0.030485468
Profanity0.015557245
Threat0.006433869
Severe Toxicity0.0013160706
Low Tox 0.06421452 Low Con 0.196
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
It's incredibly sad to see what has happened to Canada.... the legacy of the Trudeau government.
It's incredibly sad to see what has happened to Canada.... the legacy of the Trudeau government.
Identity Attack0.008213525
Insult0.026831545
Profanity0.009750174
Threat0.006317357
Severe Toxicity0.0012779236
Low Tox 0.056016337 Moderate Con 0.402 Policy_Critique
Sep 19, 2025 131 likes Inside Canada's Indian Metropolis (Brampton)
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 …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Trudeau’s legacy
Trudeau’s legacy
Identity Attack0.003366805
Insult0.009089886
Profanity0.01086035
Threat0.0062785195
Severe Toxicity0.0008010864
Low Tox 0.013445686 Low Con 0.268 Policy_Critique
Oct 5, 2025 IRCC Names India in Study …
Justin Trudeau's legacy to Canada
Justin Trudeau's legacy to Canada
Identity Attack0.004180758
Insult0.008424882
Profanity0.010774951
Threat0.0064597605
Severe Toxicity0.00082969666
Low Tox 0.012566062 Low Con 0.29
Sep 30, 2025 IRCC Names India in Study …
Trudeau’s legacy.
Trudeau’s legacy.
Identity Attack0.0021366263
Insult0.008500882
Profanity0.009468361
Threat0.0059516393
Severe Toxicity0.00058174133
Low Tox 0.010681152 Low Con 0.207
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Justinder Truedeep legacy!!!
Justinder Truedeep legacy!!!
Identity Attack0.0018961402
Insult0.008386881
Profanity0.012038844
Threat0.0060908063
Severe Toxicity0.0010633469
Low Tox 0.009236055 Moderate Con 0.37 Humor_Satire
Feb 17, 2026 1 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.