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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: "As a Canadian, I repeat, …" 12 comments
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist …
Soon there will be garbage all throughout the street, rivers, lake and even more in the cities than there is already. It’s sad. Ignorant people with no civic duties in their culture. It’s not racist to notice patterns. If the shoe was on the other foot, Canadians would be laughed at and run out if we imposed our religion and moved in millions of people over a decade. Stole all the jobs, destroy industries with low cheap labour. Exactly what’s happening in Canada. Can’t even speak the damn language yet, we are racist for getting mad I have to repeat “large black coffee” 17 times just to get a Chai Tea with 5 sugars in it. Canada has gone to shit.
Identity Attack0.36702603
Insult0.5739874
Profanity0.39409557
Threat0.016292779
Severe Toxicity0.03321367
Moderate 0.57271194 Constructive 0.522 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all scandals..wondering…some thing big way wrong going on government side’s also…go deeply…once again I repeat..refugees status very big scandals kicks them immediately out of Canada..most of them working..unofficial in cash payments received…& government all benefits & finance enjoying…that’s more burden on governments & tax payers in Canada..wakes up..mercy less..immediately..still not too late..otherwise once in futures Canadian citizens will be refugees…we know at least India…consultants & contacts in Canada..sir..wakes up..wakes up.
Identity Attack0.2127345
Insult0.16817254
Profanity0.02344803
Threat0.010835429
Severe Toxicity0.009651184
Low Tox 0.26859093 Constructive 0.532
Nov 8, 2025 1 likes IRCC Names India in Study …
The issue with Canada is that, when Europeans came here, they didn't integrate with native Indians, didn't accept their traditions/lanuages but brought their own European culture/traditions and languages and named it as a Canadian Culture. …
The issue with Canada is that, when Europeans came here, they didn't integrate with native Indians, didn't accept their traditions/lanuages but brought their own European culture/traditions and languages and named it as a Canadian Culture. The reason why Europenas were able to take over the whole Canada and impose English and French language is that European culture was strong, then brown/black/asian people are moved to Canada and they are brought their own culture/languages, but the brown culture really stood up and sustained because their culture was strong like europeans and more of them are still coming. the history is repeating itself because of politicians in power. People on the both sides are not willing to listen the other side, for example, citizens think that international students are creating the a here, doing cash jobs but they don't see that this coutntry that charged them $9k/term tution fees can't even provide them a job forcing them to work illigally and commit crimes, and on the other side Internation students think that citizens hate us because they are brown but big NO citizens are frustrated because they have no jobs and immigrants are not integrating themselves among other communities. Higher unemployment = higher crime = more = higher division among people, ALL THIS IS HAPPENING BECAUSE THE GOVERNMENT IS ALLOWING.
Identity Attack0.2783691
Insult0.0670459
Profanity0.027683776
Threat0.007819066
Severe Toxicity0.0063705444
Low Tox 0.20572066 Constructive 0.74
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown …
We already have the talent in Canada. The news and everyone is repeating the narratives that corporate has pushed for greed as execs get bonuses for immigrants and not when they hire a Canadian. Shutdown our borders NOW!
Identity Attack0.20680901
Insult0.060927123
Profanity0.014122557
Threat0.012854968
Severe Toxicity0.0059127808
Low Tox 0.20242359 Moderate Con 0.479 Policy_Critique
Jan 20, 2026 2 likes Why Canada’s immigration system has …
What an excellent video! As an immigrant, I embarrassed de culture and costumes, but I noticed that many immigrants just repeat here the same things they hated back home. It makes no sense! And it …
What an excellent video! As an immigrant, I embarrassed de culture and costumes, but I noticed that many immigrants just repeat here the same things they hated back home. It makes no sense! And it makes even less sense, that the government uses taxpayer money to help everyone else but Canadians.
Identity Attack0.116281845
Insult0.06687108
Profanity0.018665737
Threat0.0069646453
Severe Toxicity0.003566742
Low Tox 0.17631748 Constructive 0.718
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Canadians elected the wrong pm repeatedly
Canadians elected the wrong pm repeatedly
Identity Attack0.09328204
Insult0.039444692
Profanity0.019075647
Threat0.007598988
Severe Toxicity0.0027275085
Low Tox 0.1460314 Low Con 0.248
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
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 …
Well, as much as I don't like saying it, Canadians repeatedly voted for this. And still will not admit their own part in the problem. Denial makes no difference to facts. If open the front …
Well, as much as I don't like saying it, Canadians repeatedly voted for this. And still will not admit their own part in the problem. Denial makes no difference to facts. If open the front door, the back door the side door the pet entrance, the chimney, the gates and virtue signal "welcome" is it possible that those who have failed to make a nice home for themselves, see yours and rush into it to occupy it? And then being the failures at home-making that they provenly are (5000 years of proof - certainly, 80years of visible recorded evidence- since the Brits left them to do it on their own) turn yours into a squalid mess?
Identity Attack0.02439919
Insult0.045593183
Profanity0.01627459
Threat0.007365964
Severe Toxicity0.0024318695
Low Tox 0.102192536 Moderate Con 0.432
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. Just look at the Eastern Europeans in Canada, they and their Canadian born children and grandchildren have learned and speak English language fluently. In Canada, people speak English and French. The British and the French values must be upheld. God save the King.
Identity Attack0.031722516
Insult0.014580919
Profanity0.010365041
Threat0.007534259
Severe Toxicity0.0018882751
Low Tox 0.04711028 Constructive 0.54 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 likes

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.