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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: "Those bad immigrants should go …" 35 comments · Page 2 of 2
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health …
No doubt about it, Canada is for Canadians. If you wanted to, you could deport millions of immigrants, but let's be real about the cost. The Canadian economy, its pensions, its farms, and its health sector all rely on immigrants to pay taxes and fill jobs. It's not some big conspiracy about population replacement; it's just about the economy. You can't have one without the other. Canadians aren't the only ones dealing with this. In Asia and Africa, it's a different kind of immigrant, the ones with money who buy up land and property, driving locals out of the market. They're not given an ear either, because money talks. It’s always been about the money and the power, and Canadians should understand that perspective too. The culture or religion of a few bad apples shouldn’t be used to tarnish every immigrant. We do need to do a better job screening people, but it’s not fair to paint everyone with the same brush. In the U.S., Indian immigrants are top earners and incredibly successful, but people still complain that they’re "taking their jobs." So, if an Indian person is a failure, they're a problem. If they're a success, they're still a problem. They can't win. This old colonial mindset is alive and well. It's tough for some people to process that a person of color can outsmart them and rise up by their own bootstrap. But when those same folks go to Asia or Africa, suddenly they feel that old nostalgia and are much more comfortable with the social hierarchy there. It would be ideal if no one had to leave their home country for a better life. When we have more justice in the world for everyone, maybe we won't have to keep having these conversations.
Identity Attack0.11860296
Insult0.056133457
Profanity0.027820412
Threat0.01187109
Severe Toxicity0.004310608
Low Tox 0.15987846 Constructive 0.711 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch …
I was born in brampton, lived in cbridge then to b.c.! I will never go back! Heres a fun fact tho, the government opened the flood gate to immigration, red taped housing, started a catch and release program for repeat offenders, even violent ones! And made drugs decriminalised! From what I heard, there was commercials and panphlets all over differnt countries saying come to canada for a better life, its great here! Many came and because of the housing shortage due to the red tape, people were sleeping on the street in front of the government offices! Its also colder then many people that have never experienced could even imagine! Then there starting from the bottom! A chip on there shoulder thinking the gov owes them and do whatever you can to get payed! Hence why there were so many car, jewlery store, liqure store thiefts and break & enters! The cops were literally telling people to keep there car keys near the door so the thiefs can take them with no altercation! I blame turdo and sean fraser! Fun fact, sean fraser was the immagration minister then got cabnet shuffled to housing minister during turdos terms, idk what he is now but i think hes still in cabnet. I try not to be racist but this failed experiment and just plain bad math/out of touch with reality cabinet ministers are litterally making people racist! Its too many, too fast, when there manipulating the housing market by red taping it so much nobody can get a shovel in the ground! The stupidity of the gov is insane! I dont like the convervatives either as they will just swing the pendulem so far the other way too fast, i.e. cut everything! Including when they were hurting single mothers on welfare and persons with disibilities, we need somthing new, maybe a.i. or the upcomming future party, idk but this crap is wak!
Identity Attack0.053854458
Insult0.0670459
Profanity0.023311393
Threat0.011042561
Severe Toxicity0.0046157837
Low Tox 0.15490346 Constructive 0.646 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm an immigrant who came here when i was almost 2 yrs old with my single mother who worked 3 jobs to support me.We're here for 45 yrs.I'm a proud Canadian and agree 💯 with …
I'm an immigrant who came here when i was almost 2 yrs old with my single mother who worked 3 jobs to support me.We're here for 45 yrs.I'm a proud Canadian and agree 💯 with Canadians.Why do we have to accept others religions while they dont have to..How is saying Merry Christmas now a bad thing to say or God Bless..They should leave their religion and culture behind their door and be proud and appreciate Canada let them in ..We need them to adapt to our Culture or go back to their country
Identity Attack0.10221587
Insult0.028612386
Profanity0.01261955
Threat0.0067834044
Severe Toxicity0.0031661987
Low Tox 0.11429678 Constructive 0.837
Sep 9, 2025 2 likes Why Canadians Are Turning Against …
I don’t know how to feel about this. In my head I know without immigration the population will go down and that’s bad for economy. I know that diversity is good and we should embrace …
I don’t know how to feel about this. In my head I know without immigration the population will go down and that’s bad for economy. I know that diversity is good and we should embrace people from all backgrounds. Yet, something feels vastly wrong with what is going on in Brampton. And I feel guilty for feeling that way because I didn’t feel like that when I went to Woodbridge when it was all Italian or Richmond Hill when it was all Hongkong Chinese.
Identity Attack0.10221587
Insult0.024897853
Profanity0.018187506
Threat0.007197669
Severe Toxicity0.0030899048
Low Tox 0.1100022 Constructive 0.733
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
Immigrants r some of the hardest working people I know. They came to this country to work and give a better life to their families they have so much bravery and courage all I have …
Immigrants r some of the hardest working people I know. They came to this country to work and give a better life to their families they have so much bravery and courage all I have for them is respect and admiration. Of course there r going to be bad apples but that’s not the majority
Identity Attack0.048995655
Insult0.020837102
Profanity0.02119352
Threat0.007068211
Severe Toxicity0.0024223328
Low Tox 0.079250954 Constructive 0.659 Solidarity
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just …
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just bad journalism. I’d like to know because I cross the path of many immigrants and care about them. If the federal government’s economic plans work out, there could be more demand for workers in the coming year, especially in and around Montreal - I also pay attention to announcements of companies setting up or expanding here - and this might be another example of the CAQ shooting themselves in the foot again. They seem oblivious that an election is coming next fall.
Identity Attack0.01374736
Insult0.02373764
Profanity0.015625564
Threat0.00666042
Severe Toxicity0.0012779236
Low Tox 0.049336795 Constructive 0.805
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …

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.