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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: "When a criminal enters the …" 19 comments
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Why? How? I'd say blame it on former Trudeau and his team of misfits that allowed criminals to enter our country. Immigrant that exceeded the limit. Allowing rights for stuff like genders and equality and …
Why? How? I'd say blame it on former Trudeau and his team of misfits that allowed criminals to enter our country. Immigrant that exceeded the limit. Allowing rights for stuff like genders and equality and all other fucked up mental issues. Government talks a big game but barely do anything. And yes blame it on the same Canadian people who voted again with liberals that started all this in the first place. It's frustrating
Identity Attack0.38230872
Insult0.4794537
Profanity0.41255033
Threat0.011379151
Severe Toxicity0.02439716
Moderate 0.47886392 Constructive 0.535
Sep 1, 2025 Why Canadians Are Turning Against …
How many of them are illegal??? In the US there are up to 500k illegal Indian immigrants, all of whom are criminals because they either entered the country illegally or purposely and knowingly overstayed their …
How many of them are illegal??? In the US there are up to 500k illegal Indian immigrants, all of whom are criminals because they either entered the country illegally or purposely and knowingly overstayed their visa, or they were working illegally under a student visa! They must be arrested, prosecuted, and then deported at their own expense. The only solution; deport, deport, deport!
Identity Attack0.5135796
Insult0.40189892
Profanity0.0715894
Threat0.13815513
Severe Toxicity0.024725812
Moderate 0.47173777 Moderate Con 0.425 Identity Attack Unverified_Claim
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
Government failure TIME AND TIME AGAIN. You let an influx of immigrants all at once, fail to do proper checks on who enters the country, fail to get rid of criminals from the country. But …
Government failure TIME AND TIME AGAIN. You let an influx of immigrants all at once, fail to do proper checks on who enters the country, fail to get rid of criminals from the country. But oh! You'll go after hard working immigrants, meanwhile criminals are always getting second chances and staying in Canada??? KEEP HARDWORKING LEGAL CANADIAN IMMIGRANTS IN. They contribute to our economy. DEPORT CRIMINALS. They ruin our country. IS THAT SO HARD? The government is FAILING Canada! We used to have better immigration policies, what happened to them?
Identity Attack0.3780483
Insult0.37619758
Profanity0.040409464
Threat0.028206514
Severe Toxicity0.023076924
Moderate 0.3972142 Moderate Con 0.41 Policy_Critique
Feb 13, 2026 Canada's tighter immigration policy divides …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Identity Attack0.23467018
Insult0.35677677
Profanity0.24341469
Threat0.013372798
Severe Toxicity0.01825585
Moderate 0.34757367 Moderate Con 0.434 Policy_Critique
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
this is exactly what CANADA needs to do with the criminals that enter CANADA.
this is exactly what CANADA needs to do with the criminals that enter CANADA.
Identity Attack0.04616103
Insult0.124836065
Profanity0.0005858135
Threat0.006243617
Severe Toxicity0.000016382985
Moderate 0.3363909
Dec 10, 2025 3 likes
On many hindu festivals or birthdays, my family donates or leaves food at the superstore Food Bank. we don't check who is taking it. Always paid taxes, that's my responsibility not doing any favor. Illegals …
On many hindu festivals or birthdays, my family donates or leaves food at the superstore Food Bank. we don't check who is taking it. Always paid taxes, that's my responsibility not doing any favor. Illegals and criminals must not enter. Indians should hire and do business with the whole community, not just Indians. Do not try to save miscreants or rowdies in the name of community. Speaking your own language, celebrating your festive must not be a problem. Fascism wont be tolerated. Make Canada Great Again
Identity Attack0.3817989
Insult0.24561718
Profanity0.027273865
Threat0.010550622
Severe Toxicity0.0118255615
Moderate 0.3302291 Constructive 0.759
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under the cover of students visa, purchased LMIA'S openly promoted on instagram, entering on tourist visa and converting to LMIA'S with help of corrupt businesses and lawyers, and finally the biggest scam of fake assylum claims. It is a massive corruption racket involving politicians, lawyers, business owners, diploma mill colleges, consultants, and even banks in foreign countries. So Canada is highly corrupt and will only be super corrupt in the future with a lot of dishonest people being let in.
Identity Attack0.055673428
Insult0.3388922
Profanity0.050680235
Threat0.010602405
Severe Toxicity0.008926392
Moderate 0.32074678 Moderate Con 0.384 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by …
I agree. Canadians are not getting jobs. All Canadians of every color. The govt is responsible for this epidemic. Cdn born students cannot get a job at any fast food joints. They are occupied by fake students . Chalo, fresco, no frills, real cdn superstore , Costco, Amazon etc are only hiring Sikh punjabis. This is called discrimination against the Cdn citizens of ever colour. Our standard of living is down. Send these so-called student back. Not forgetting the refugees who are collecting free housing, free money for clothing shelter. We did not vote for these million of refugees to come to our country with all their hate for Canadians and our way of life. Close the borders. Especially Roxham in Quebec. Criminals, terrorist are entering Canada without being vetted. Home owners should have the right to defend themselves against home invasion.
Identity Attack0.31307843
Insult0.20201176
Profanity0.027273865
Threat0.010265815
Severe Toxicity0.01159668
Moderate 0.30502358 Constructive 0.679 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Immigrants causing tax payers money should be a felony criminal charge. If you enter a country illegally, it should be a felony.
Immigrants causing tax payers money should be a felony criminal charge. If you enter a country illegally, it should be a felony.
Identity Attack0.316
Insult0.10587067
Profanity0.024472807
Threat0.050744623
Severe Toxicity0.01302678
Moderate 0.30439767 Low Con 0.25 Policy_Critique
Mar 8, 2026 Deportations From Canada at Their …
🥹.....no privacy rights / freedom that should be. Government is problem it's not immigrants. Government allow criminals enter.
🥹.....no privacy rights / freedom that should be. Government is problem it's not immigrants. Government allow criminals enter.
Identity Attack0.24293575
Insult0.191015
Profanity0.022286616
Threat0.008841781
Severe Toxicity0.00667572
Low Tox 0.2922276 Moderate Con 0.329
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa …
In the first place they haven’t come here for studies - when you started giving student visa to gangsters, criminals and without any credentials- this is what happens. You created a whole fake college visa scam to pocket the money - giving dubious one year diploma which can never give any job skill. Advertising it’s a pathway for citizenship . There are better colleges in India where these visa seekers can never enter due to the standards
Identity Attack0.17769934
Insult0.24928534
Profanity0.040409464
Threat0.008867673
Severe Toxicity0.007896423
Low Tox 0.2786282 Low Con 0.294 Policy_Critique
Sep 28, 2025 IRCC Names India in Study …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false …
I have nothing against Indians or Punjabis. Every culture has its good and not so good. The biggest issue is the Indian government warned that Canada is taking in many scammers and criminals with false documents and Canada not only made them welcome but also let them enter politics, police, government positions many with just PR and not even citizenship holders. How can an India citizen with Canadian Residency work as a customs officer or police with no Canadian citizenship?
Identity Attack0.28622448
Insult0.1640896
Profanity0.02119352
Threat0.0074306927
Severe Toxicity0.0064086914
Low Tox 0.27525392 Constructive 0.726 Policy_Critique
Jan 27, 2026 160 likes Inside Canada's Indian Invasion...
How are these people getting there? In the 1990s, as a white European from Slovakia, I wanted to visit Canada purely as a tourist. I had no intention of staying, working, or immigrating. At that …
How are these people getting there? In the 1990s, as a white European from Slovakia, I wanted to visit Canada purely as a tourist. I had no intention of staying, working, or immigrating. At that time, we still needed a visa to enter Canada. To obtain a visitor visa, I had to provide: A valid passport A completed visa application form Passport photos Payment of the visa fee A letter of invitation (if visiting someone) or a basic travel plan Proof of sufficient financial funds (bank statements for several months) Proof of employment (employment letter confirming my job and approved leave) Pay slips or proof of regular income If self-employed: business registration and tax documents Proof of property ownership (if applicable) Evidence of strong ties to Slovakia (family, job, studies, business) Sometimes a criminal record check Confirmation that I had no prior immigration violations
Identity Attack0.10221587
Insult0.033019636
Profanity0.020783609
Threat0.0070552654
Severe Toxicity0.003566742
Low Tox 0.123468354 Constructive 0.594 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
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 …
This is not about immigration itself immigrants have long been a strength for Canada. The real issue is when individuals with criminal backgrounds are allowed to enter and obtain citizenship. Such individuals often fail to …
This is not about immigration itself immigrants have long been a strength for Canada. The real issue is when individuals with criminal backgrounds are allowed to enter and obtain citizenship. Such individuals often fail to integrate into society, instead engaging in criminal activities and exploiting the leniency of local laws.
Identity Attack0.055218685
Insult0.03312982
Profanity0.010604155
Threat0.00713294
Severe Toxicity0.0018024445
Low Tox 0.102626406 Constructive 0.584
Aug 25, 2025 Why Canadians Are Turning Against …
Yes, Canada is included on the list because the liberal government is not protecting our border and letting criminals entering our country.
Yes, Canada is included on the list because the liberal government is not protecting our border and letting criminals entering our country.
Identity Attack0.0049571013
Insult0.014769657
Profanity0.000078386074
Threat0.00045619477
Severe Toxicity0.0000037441553
Low Tox 0.044679325
Dec 10, 2025
This was predictable….Liberal government likes to pardon violent criminals and give them PR / Citizenship…meanwhile if an American trying to enter Canada but convicted of drug possession, they are sent back. SMH .
This was predictable….Liberal government likes to pardon violent criminals and give them PR / Citizenship…meanwhile if an American trying to enter Canada but convicted of drug possession, they are sent back. SMH .
Identity Attack0.0007528125
Insult0.0058116526
Profanity0.000082267376
Threat0.00040499697
Severe Toxicity0.0000038061758
Low Tox 0.019867316
Dec 9, 2025
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's not worth it. I can remember crossing a few years back before COVID my stomach would do flip flops waiting in the line and it should never be like that
Identity Attack0.00007683819
Insult0.00023573764
Profanity0.000022703574
Threat0.000026121497
Severe Toxicity0.0000022189006
Low Tox 0.00061102543 Personal_Narrative
Dec 8, 2025

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.