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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: "Than you for covering this" 189 comments · Page 5 of 8
As an immigrant I highly agree…IF YOU CAME TO ANOTHER COUNTRY FOR A BETTER AND PEACEFUL LIFE YOU SHOULD EMIGRATE, RESPECT AND BECOME PART OF THAT COUNTRYS’ CULTURE AND NOT TRY TO DESTROY IT. Cause …
As an immigrant I highly agree…IF YOU CAME TO ANOTHER COUNTRY FOR A BETTER AND PEACEFUL LIFE YOU SHOULD EMIGRATE, RESPECT AND BECOME PART OF THAT COUNTRYS’ CULTURE AND NOT TRY TO DESTROY IT. Cause I’m sure that tourist who visit certain countries are expected to do the same . For example if I wanted to travel to a Middle Eastern Country I would have to wear a Burka or another form of head covering even though that’s not what I’m use to. So yea…If you can’t respect Canada for its culture STAY IN YOUR COUNTRY OF BIRTH AND STOP TRYING TO CONFORM CANADA INTO SUCH.
Identity Attack0.11512129
Insult0.06564732
Profanity0.024951037
Threat0.009644418
Severe Toxicity0.005607605
Low Tox 0.17025198 Constructive 0.647 Moral_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
thank you tyler for covering this topic i live in canada ottawa. living here is a nightmare now thinking about moving to a more nationalist country
thank you tyler for covering this topic i live in canada ottawa. living here is a nightmare now thinking about moving to a more nationalist country
Identity Attack0.10221587
Insult0.0638991
Profanity0.018187506
Threat0.00789674
Severe Toxicity0.0035858154
Low Tox 0.16851899 Constructive 0.542 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
From California! I’ve heard about this “ Indian invasion” ( that was the internets wording not mine) and I’ve been so intrigued to learn more! Thank you for covering this!,
From California! I’ve heard about this “ Indian invasion” ( that was the internets wording not mine) and I’ve been so intrigued to learn more! Thank you for covering this!,
Identity Attack0.14875233
Insult0.033790905
Profanity0.03915693
Threat0.012440704
Severe Toxicity0.0065612793
Low Tox 0.1537979 Constructive 0.627 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
To answer your question at the end (what is the difference between the temples and the food bank) the canadians left community and god behind for progressivism and a godless life idolizing the individual. Churches …
To answer your question at the end (what is the difference between the temples and the food bank) the canadians left community and god behind for progressivism and a godless life idolizing the individual. Churches do the same thing the temples do, they run food banks and try to foster community. The difference is when a church asks you follow gods rules, people scream opression, but when foreign religions deman you cover your head, canadians think "ooh im so cultured"...
Identity Attack0.10221587
Insult0.056133457
Profanity0.014976538
Threat0.0070034824
Severe Toxicity0.0031661987
Low Tox 0.15103401 Constructive 0.609 Moral_Argument
Nov 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for this! You should cover Canadian Oligarchs sometime
Thank you for this! You should cover Canadian Oligarchs sometime
Identity Attack0.058856625
Insult0.06354945
Profanity0.015249812
Threat0.008298059
Severe Toxicity0.0025177002
Low Tox 0.14082454 Low Con 0.275 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
ALL OF THEM SOUND SKETCHY AND SKETCHY ANSWERS! They all know they’ve been handsomely paid off and now they must cover their tracks!! 🇮🇳
ALL OF THEM SOUND SKETCHY AND SKETCHY ANSWERS! They all know they’ve been handsomely paid off and now they must cover their tracks!! 🇮🇳
Identity Attack0.011617327
Insult0.047349896
Profanity0.028776871
Threat0.0091524795
Severe Toxicity0.0045776367
Low Tox 0.13561769 Low Con 0.174 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
Thank you for covering this! We are being invaded and the Liberal Government has been allowing it!
Thank you for covering this! We are being invaded and the Liberal Government has been allowing it!
Identity Attack0.048995655
Insult0.037395194
Profanity0.017845914
Threat0.010110466
Severe Toxicity0.0037193298
Low Tox 0.13388206 Moderate Con 0.469 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
How about immigrants pay a nominal fee to gain entry to Canada covering legal processing that proves they are not criminals and that they can support themselves while here. Failure to these comply with these …
How about immigrants pay a nominal fee to gain entry to Canada covering legal processing that proves they are not criminals and that they can support themselves while here. Failure to these comply with these terms or any bad behaviour should result in automatic deportation. Otherwise, who is to pay for all their needs. Canadian households can no longer bear the weight of this illogical 'aid' to foreigners.
Identity Attack0.10221587
Insult0.046178754
Profanity0.012038844
Threat0.007081157
Severe Toxicity0.0024795532
Low Tox 0.12867521 Moderate Con 0.434
Dec 12, 2025 Quebec Ends Economic Immigration Program …
Aiesha Zafar cant give the straight answers because she's not local seems she covered something
Aiesha Zafar cant give the straight answers because she's not local seems she covered something
Identity Attack0.019073274
Insult0.06582214
Profanity0.02249157
Threat0.007417747
Severe Toxicity0.002861023
Low Tox 0.1269396 Low Con 0.259
Oct 7, 2025 IRCC Names India in Study …
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is …
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is getting bashed for non action, questioning or awareness. Canadian govt had been informed time and again about the criminals they are importing but they did not care. Unfortunately the media covered up and independent sources like this forum did not exist at the time.
Identity Attack0.099899694
Insult0.047349896
Profanity0.013780965
Threat0.007262398
Severe Toxicity0.0027656555
Low Tox 0.1269396 Constructive 0.699
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
They drive outrageous with covered up plates and get away with it. Also flying their own flags should not be tolerated.
They drive outrageous with covered up plates and get away with it. Also flying their own flags should not be tolerated.
Identity Attack0.012240025
Insult0.053205602
Profanity0.015864678
Threat0.012699619
Severe Toxicity0.0029563904
Low Tox 0.123468354 Low Con 0.286 Unverified_Claim
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality this is not legitimate immigrants. It's unlawful what the govt has done and therefore these people are immigrants under cover of law. Or color of law. It's defacto. I call them illegal migrants. Most are not doctors or engineers or trades people even. Most are young men from 19 to their 30's. According to Investigative Journalist Joshua Philipp of the Epoch Times, Through visiting Darian gap, he found UN tents helping illegal migrants to get to the US. But they had to pass through cartel territory. They had to pay the cartels a fee or die or be raped or both. Yes it's brutal some things but apparently before Obama left office he signed an international agreement to import people globally from mostly Islamic countries and create open borders. We see Chinese, and many people from different parts of South America and even Africa crossing to the US. A lot of whom end up in Canada. So before they cross into the US they toss their IDs Especially if they are from countries that are flagged by the US as questionable or terrorist possibilities. So this leads to a lot coming to Canada. I'm sure you heard of Roxham Rd crossing? It's officially closed but people still cross into Canada from the US going through there. There's also piles of IDs at that border crossing also. Anyways these open border policies has cut out in depth screening so we really don't know who is in Canada as true asylum seekers or immigrants. To add to this complexity, over 300,000 Canadian travel documents have been stolen from CBSA Canadian Border Services Agency. 280,000 of those were blank Canadian passports. SO we really don't know who's walking on Canadian soil. This was confirmed by Luc Sabourin a former CBSA agent. He got forced out because he was asking the right questions and giving the right evidence. Here's the interview with Joshua and the interview with Luc. Have a watch n listen. https://www.youtube.com/watch?v=obgZ-Oh6Es0&t=4s https://www.youtube.com/watch?v=QdIjTSAzUXE&t=91s JamCan I'm with you 100% you are right on the money ! Great work.
Identity Attack0.09162762
Insult0.05027775
Profanity0.023516348
Threat0.0077284453
Severe Toxicity0.0034332275
Low Tox 0.123468354 Constructive 0.797
Aug 26, 2025 Why Canadians Are Turning Against …
You missed to cover another branch in this story. There is this whole Khalistan-Indians thing that is going on.
You missed to cover another branch in this story. There is this whole Khalistan-Indians thing that is going on.
Identity Attack0.11744241
Insult0.031036375
Profanity0.017504321
Threat0.00933372
Severe Toxicity0.0035858154
Low Tox 0.123468354 Moderate Con 0.359 Unverified_Claim
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tyler, thank you for doing more to expose the horrendous immigration and related fraud activities throughout the country more than any of the major news networks. Truly, the American and Canadian media complex is probably …
Tyler, thank you for doing more to expose the horrendous immigration and related fraud activities throughout the country more than any of the major news networks. Truly, the American and Canadian media complex is probably more involved in covering up these activities than anything.
Identity Attack0.043839492
Insult0.0638991
Profanity0.011458136
Threat0.006647474
Severe Toxicity0.0022125244
Low Tox 0.12086493 Moderate Con 0.477
Jan 27, 2026 Inside Canada's Indian Invasion...
no way you're in brampton rn omg. i love your videos but i truly never expected you to be here. ty for covering this
no way you're in brampton rn omg. i love your videos but i truly never expected you to be here. ty for covering this
Identity Attack0.023193322
Insult0.028171662
Profanity0.047173142
Threat0.009877442
Severe Toxicity0.005378723
Low Tox 0.11347008 Moderate Con 0.491 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy covers all news 😭
This guy covers all news 😭
Identity Attack0.005771666
Insult0.039444692
Profanity0.022764845
Threat0.008116818
Severe Toxicity0.0030326843
Low Tox 0.11150667 Moderate Con 0.322 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Carney is blowing billions on Ukraine and the EU, the media is covering it up as much as they can including the so called right wing media like national post.
Carney is blowing billions on Ukraine and the EU, the media is covering it up as much as they can including the so called right wing media like national post.
Identity Attack0.012240025
Insult0.04442204
Profanity0.017231047
Threat0.007314181
Severe Toxicity0.001745224
Low Tox 0.10913446 Low Con 0.175 Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thank u so much for covering this so many Canadians just cope with the fact that our country is become india 2.0🇮🇳
Thank u so much for covering this so many Canadians just cope with the fact that our country is become india 2.0🇮🇳
Identity Attack0.07094744
Insult0.033680726
Profanity0.014190876
Threat0.006912862
Severe Toxicity0.0030517578
Low Tox 0.10783285 Moderate Con 0.491 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
10 years. +3.6M permanent immigrants. Aging barely changed. Housing collapsed. Wages stagnated. Immigration didn’t fix Canada — it covered corporate greed.
10 years. +3.6M permanent immigrants. Aging barely changed. Housing collapsed. Wages stagnated. Immigration didn’t fix Canada — it covered corporate greed.
Identity Attack0.04177703
Insult0.034341812
Profanity0.01220964
Threat0.0064597605
Severe Toxicity0.0016593933
Low Tox 0.10783285 Moderate Con 0.324 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
100% Indian sikhs in Indian oppose the idea of Khalistan, especially as bigger Pakistani Punjab is not covered.
100% Indian sikhs in Indian oppose the idea of Khalistan, especially as bigger Pakistani Punjab is not covered.
Identity Attack0.10221587
Insult0.026831545
Profanity0.026044132
Threat0.009851551
Severe Toxicity0.004043579
Low Tox 0.09828771 Moderate Con 0.383 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It’s way worse than just Brampton. It’s all over Ontario so happy you covered this bro.
It’s way worse than just Brampton. It’s all over Ontario so happy you covered this bro.
Identity Attack0.006474625
Insult0.037980765
Profanity0.01261955
Threat0.0068287146
Severe Toxicity0.0016021729
Low Tox 0.09785384 Moderate Con 0.468 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
OMG ty for covering this as the country I was born in is lost.
OMG ty for covering this as the country I was born in is lost.
Identity Attack0.016963007
Insult0.023479814
Profanity0.021876704
Threat0.0078449575
Severe Toxicity0.0025939941
Low Tox 0.09481675 Constructive 0.51 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
420$ 😅 doesn’t even cover the toilet paper for the year
420$ 😅 doesn’t even cover the toilet paper for the year
Identity Attack0.0025158543
Insult0.03070583
Profanity0.020373698
Threat0.0055972487
Severe Toxicity0.0016021729
Low Tox 0.09308127 Low Con 0.299
Jan 14, 2026 49 likes Canada’s new rules in 2026

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.