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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: "How many foreign languages does …" 6 comments
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in …
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in comparison to how many Illegal Mexicans there are in the USA, totally flying under the radar, protected by a corrupt leftist media, & because they are protected by leftist towns, their city council, etc...and compromised leftist law enforcement, who also, btw, pay these ppl to gangstalk & harass, and illegally surveille, American citizens in these invaded towns. These ppl always travel in packs and gangs of people so they all support each other with money and aid in teaming up against others they hate; they believe America belongs to them & are ignorant of historical Facts & even so, do not care, and these ppl who refuse to assimilate or get legal citizenship, act entitled & present an attitude that everything here and everywhere but especially in America, is for Theirs for the taking...including white men...girls. They also have a very high rate of drug use / smuggling, early pregnancy among females, violence; gangs, etc...etc..far greater corruption & deviance than Indian culture which many of these things are mostly non-existent...at least Indians are intelligent & keep to themselves & are quiet....not that I support an all- out invasion...Attention though needs to also be on how illegal Hispanic culture, etc...has completely changed, and not for the better; the demographic & atmosphere of once peaceful, and at least once fairly educated, once nice looking American cities & towns...& they are taking all of our jobs, & then forcing applicants to learn the language of these foreign invaders, discriminating against citizens who don't speak their language; these ppl are getting massive funding in all sorts from all sorts of NGO's & elsewhere..: they are also driving far better, & more expensive vehicles than many citizens...so where is the money coming from...& they're buying up all our land, building housing for themselves, family, & for other illegals...which is, of course also corrupt & illegal...Money hungry & leftist leaning Real estate agents are just pushing these housing applicants through...no background check, nothing, and no one is investigating just that aspect alone...Many are also now copying American culture & opening up these copied businesses to monetarily capitalize on what sets Americans apart from Hispanic culture. And also...illegals are literally, violently Hunting ICE...threatening them, hurting and killing them, at the behest of other corrupt officials who invaded and took political power for a corrupt agenda; it is beyond treason. This is quite sad though for Canada...all of our towns are being deliberately RUINED BY GLOBALISM.
Identity Attack0.46028158
Insult0.34548226
Profanity0.0741757
Threat0.01750142
Severe Toxicity0.020257099
Moderate 0.39987978 Constructive 0.646 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada …
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada has a great culture. Preserve your culture Preserve your identity Canadian authorities and Native Canadians must make sure that strict civic sense to be followed by every immigrant.Make English language mandatory for every immigrant. Also every brown skinned is not Indians. Many Pakistani and Bangladeshi also tag themselves as Indians. And Indians who want to turn Canada like their homeland they please come back to India if you miss so much your country why to be in foreign land.
Identity Attack0.3817989
Insult0.09563028
Profanity0.044167064
Threat0.010913103
Severe Toxicity0.01159668
Low Tox 0.29405528 Constructive 0.746 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was …
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was annoyed that there were so many chinese where i lived (Richmond, iykyk) but they never really did anything to wrong me. As i grew up i realized they just mind their own business and stay out the way, and generally let their children be pretty liberal (other than the studying). Now, I absolutely LOVE the chinese compared to all the damn indians. There isn't a trend of chinese buying business' then only hiring other chinese. (idk how indians get away with only hiring indians). The indian kids are rude AF usually, tons of wannabe gangsters, TONS of indian gang crime. . And the worst? the ones that live in brampton and surrey treat it like india. THEY treat YOU like a foreigner. I hate em. I just dont understand why immigrants cant just atleast learn the language and customs
Identity Attack0.17925262
Insult0.06634661
Profanity0.08775374
Threat0.0091524795
Severe Toxicity0.0077438354
Low Tox 0.17891699 Constructive 0.676 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
To keep citizens a priority over the influx of immigrants and refugees Denmark had cut welfare benefits to illegal immigrants and refugees and many began leaving to more profitable countries (in benefits). Why has our …
To keep citizens a priority over the influx of immigrants and refugees Denmark had cut welfare benefits to illegal immigrants and refugees and many began leaving to more profitable countries (in benefits). Why has our country not put something like that in place? It definitely would sort out those who came for the 'freebies'.  ~ Denmark's ‘integration benefit'  measure was a significantly lower benefit level being offered to people who have resided in Denmark for less than seven of the past eight years. Foreigners will also receive a financial incentive to learn the language. These were 'integration benefits'. Citizens who have lived outside of the EU (or country?) for seven of the past eight years were also subjected to the new rules. The purpose, to make Denmark a less attractive destination while making it more attractive to work and contribute to Danish society.  It reduced the flow in to a more manageable number.
Identity Attack0.08831879
Insult0.031917825
Profanity0.024814399
Threat0.008401625
Severe Toxicity0.003490448
Low Tox 0.112540044 Constructive 0.608
Jul 19, 2019 3 likes How much do refugees and …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …

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.