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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: "I wish that was my …" 142 comments · Page 4 of 6
I wish People could have addressed the fraud within these communities aswell I had a guy from GTA tell me his millionaire uncle claimed bankruptcy and cashed the money with family ơn assets the bank …
I wish People could have addressed the fraud within these communities aswell I had a guy from GTA tell me his millionaire uncle claimed bankruptcy and cashed the money with family ơn assets the bank couldn’t claim 😂 and just moved back to India
Identity Attack0.08004672
Insult0.04969218
Profanity0.031140719
Threat0.007741391
Severe Toxicity0.003376007
Low Tox 0.13388206 Constructive 0.528 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
ENOUGH .... why do all " asylum " people .....THROW THEIR PAPERS away before arriving..... Every sovereign nation has the right to "CHOOSE " who they wish to enter the country
ENOUGH .... why do all " asylum " people .....THROW THEIR PAPERS away before arriving..... Every sovereign nation has the right to "CHOOSE " who they wish to enter the country
Identity Attack0.083355546
Insult0.028832749
Profanity0.0137468055
Threat0.009281937
Severe Toxicity0.0037956238
Low Tox 0.1269396 Moderate Con 0.331
Dec 24, 2025 1 likes Deportations From Canada at Their …
As a Ukrainian: we don’t have any refugee status. And we hardly worked since we got here. We almost got on streets because we couldn’t find jobs (miracle from Heaven that we found) If you’re …
As a Ukrainian: we don’t have any refugee status. And we hardly worked since we got here. We almost got on streets because we couldn’t find jobs (miracle from Heaven that we found) If you’re gonna protest: and I will be deported with all others- I don’t mind. You have total right for it. I wish I knew all this before we came…
Identity Attack0.073429056
Insult0.026058068
Profanity0.022354934
Threat0.01238892
Severe Toxicity0.0037574768
Low Tox 0.11398677 Constructive 0.689 Personal_Narrative
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
I wish all the East Indians were like this guy.....
I wish all the East Indians were like this guy.....
Identity Attack0.1007269
Insult0.029273475
Profanity0.022559889
Threat0.008336896
Severe Toxicity0.0038337708
Low Tox 0.112850055 Moderate Con 0.445
Aug 27, 2025 Why Canadians Are Turning Against …
how much taxes do they pay? I was in California and they don't have to get a license but they drive cars with no plates on them. In taxachusetts i know a guy who got …
how much taxes do they pay? I was in California and they don't have to get a license but they drive cars with no plates on them. In taxachusetts i know a guy who got in an accident with a truck that was driven by an illegal...he did not have a license and they let him go...the company that owned the truck paid. They get more benefits than us and they pay no taxes. I was unemployed once and had no health care. every place I applied refused me health care so at the end of the year I had to pay a penalty for each month I didn't have health care. What penalty do they pay? I am discriminated against for being a poor white american citizen. This country is a joke and I wish I was never born here.
Identity Attack0.033784978
Insult0.046178754
Profanity0.021535112
Threat0.007974415
Severe Toxicity0.0031852722
Low Tox 0.11171334 Constructive 0.694
Oct 7, 2018 2 likes How much do refugees and …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to the men’s room without seeing 3 or 4 dudes hanging out. Foreign students also take from the food banks enough to have 1st year students now banned and many people no longer donate. I generally have great experiences Indian people, and have travelled India extensively, but if you let in too many of one type the native population will have a hard time and the immigrants themselves won’t integrate and build their own society. Blame the Liberal government.
Identity Attack0.08583717
Insult0.033790905
Profanity0.023584666
Threat0.012026439
Severe Toxicity0.0037384033
Low Tox 0.11161 Constructive 0.762 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
British immigrant here in Brampton, I wish I could find a doctor who speaks English first, regardless of the colour of their skin. I imagine the satisfaction of immigrants hearing their own language in a …
British immigrant here in Brampton, I wish I could find a doctor who speaks English first, regardless of the colour of their skin. I imagine the satisfaction of immigrants hearing their own language in a doctor's office but I am unable to articulate the loss of understanding what I'm hearing through a thick accent
Identity Attack0.10221587
Insult0.024511116
Profanity0.019690514
Threat0.0073918556
Severe Toxicity0.0026893616
Low Tox 0.11150667 Constructive 0.751 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Man wish you interviewed me. The areas where you met non Punjabis is where i grew up and I'm Punjabi
Man wish you interviewed me. The areas where you met non Punjabis is where i grew up and I'm Punjabi
Identity Attack0.10221587
Insult0.027218282
Profanity0.03489832
Threat0.00951496
Severe Toxicity0.0037002563
Low Tox 0.1104733 Constructive 0.697
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of …
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of judicial reform.. to ensure Chaos.. & the eventual Militarized police officers... & The acceptance of law and...Dis. order..... . This really ruins it for the people who appreciate the opportunity for Canadian citizens who really do wish to be legitimate taxpayers & actually work.... ... Just another example of how the government is utterly COMPLICIT in denigrating the Judicial SYSTEM... ... .... This is not a Party Partisanship issue... . It is the.. weakening of our system as a whole... ... As we have seen... The demographics of crime... Is an extreme issue... Not to be taken lightly.... This is beyond sad... It is sheer Apathy.. of the Canadian government to... Protect against outside influences.... Perhaps we might consider that.... ... Some people don't have a creed of .. Civil obedience... Our laws must change... & Radically... As .. some are just given to the thoughts of... Scamming the system... & Trying to get away with.. whatever they can... We need actual... Teeth in our Judicial SYSTEM.. 😮...
Identity Attack0.01139534
Insult0.05144889
Profanity0.01764096
Threat0.007521313
Severe Toxicity0.0023174286
Low Tox 0.103494145 Moderate Con 0.496 Fear_Threat
Dec 24, 2025 Deportations From Canada at Their …
I wish there was a more proper conclusion to the smuggling part. It's a little unclear if you bailed out, if they bailed on you, or if you proceeded with the rest. Great video otherwise!
I wish there was a more proper conclusion to the smuggling part. It's a little unclear if you bailed out, if they bailed on you, or if you proceeded with the rest. Great video otherwise!
Identity Attack0.0057346676
Insult0.022255141
Profanity0.02836696
Threat0.011741633
Severe Toxicity0.0032043457
Low Tox 0.09958932 Constructive 0.574 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
If USA gives me PR I wish to leave Canada India it’s no more my hometown
If USA gives me PR I wish to leave Canada India it’s no more my hometown
Identity Attack0.06522302
Insult0.021868404
Profanity0.014293353
Threat0.00967031
Severe Toxicity0.00333786
Low Tox 0.09958932 Moderate Con 0.385 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I am a Jamaican descendant born Canadian and I am homeless living on the street. The irony is, I am great with money and have been working since a child at 13. I haven't taken …
I am a Jamaican descendant born Canadian and I am homeless living on the street. The irony is, I am great with money and have been working since a child at 13. I haven't taken vacations or time off. The system has failed me tremendously. I was denied second stage and transitional housing 3 times with out reason. I was discharged from shelters where I was the only one working on my betterment while others continued with poor habits such as depression, laziness and addictions. I wish I had political power because boy oh boy, things would change drastically.
Identity Attack0.019977676
Insult0.038566336
Profanity0.019622196
Threat0.00713294
Severe Toxicity0.0022792816
Low Tox 0.09785384 Constructive 0.775
Aug 28, 2025 13 likes Why Canadians Are Turning Against …
My new years wish is for the liberals to go. We need a conservative government now.
My new years wish is for the liberals to go. We need a conservative government now.
Identity Attack0.030949092
Insult0.030154925
Profanity0.015044857
Threat0.009696201
Severe Toxicity0.0026130676
Low Tox 0.09741997 Moderate Con 0.394
Jan 9, 2026 New rules, regulations take effect …
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods …
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods the government of Canada is doing to push the numbers too high and too quickly is what's surprising to many. It's the accountability of the government that should be under scrutiny. If immigration was moderate and consistent, the social issues would not be as rampant, but social media loves stir the pot. This is also happening while Canada's housing infrastructure is crumbling, healthcare is deteriorating and general cost of living in Canada has skyrocketed and priced many Canadians out of simple living and enjoyment. Do you think Canadians today are as happy or well off as Canadians even 5 years ago? Do the results reflect that of other countries besides Canada?
Identity Attack0.049989145
Insult0.032138187
Profanity0.017914234
Threat0.007145886
Severe Toxicity0.0020599365
Low Tox 0.09568449 Constructive 0.863 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I wish more people would see this video, it’s not about being racism e about to be Canadian in the first place. Integration and respect to the country. They left fora better life and want …
I wish more people would see this video, it’s not about being racism e about to be Canadian in the first place. Integration and respect to the country. They left fora better life and want to change the culture of this country to impose your on. This is not right. This has gone to far.
Identity Attack0.04951127
Insult0.026702631
Profanity0.012722028
Threat0.0065115434
Severe Toxicity0.001745224
Low Tox 0.09525062 Constructive 0.651
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I wish I could like this video 8000 times
I wish I could like this video 8000 times
Identity Attack0.014350293
Insult0.01648093
Profanity0.05017922
Threat0.0287245
Severe Toxicity0.007286072
Low Tox 0.09394901 Moderate Con 0.399 Meta_Commentary
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just …
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just for them?
Identity Attack0.038167715
Insult0.028832749
Profanity0.012004685
Threat0.0079873605
Severe Toxicity0.0019454956
Low Tox 0.09308127 Constructive 0.551 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
You should live up to your obligation and leave, and I wish you the best of luck in your endeavors. Dont wait leave until the populists get elected, they ask you to leave in a …
You should live up to your obligation and leave, and I wish you the best of luck in your endeavors. Dont wait leave until the populists get elected, they ask you to leave in a much unfriendlier way.
Identity Attack0.0051797
Insult0.033680726
Profanity0.011680172
Threat0.007857903
Severe Toxicity0.0012302399
Low Tox 0.0926474 Constructive 0.537 Fear_Threat
Jan 22, 2026 2.9 million Canadian temporary visas …
I am sorry for immigrants but we can no longer fund these programs and born Quebec citizens can no longer afford to lose their jobs to immigrants and affordable housing. Wishing them all the best.
I am sorry for immigrants but we can no longer fund these programs and born Quebec citizens can no longer afford to lose their jobs to immigrants and affordable housing. Wishing them all the best.
Identity Attack0.05612817
Insult0.020063626
Profanity0.010108846
Threat0.006848133
Severe Toxicity0.0017642975
Low Tox 0.08241652 Constructive 0.688 Economic_Argument
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
She’s crying about making $21 an hour. I wish I was making that. It would also help if our youth came out of the basement, stopped playing video games, got off TikTok, stopped smoking that …
She’s crying about making $21 an hour. I wish I was making that. It would also help if our youth came out of the basement, stopped playing video games, got off TikTok, stopped smoking that “funny stuff,” and maybe actually tried applying for those jobs.
Identity Attack0.0032558115
Insult0.0279513
Profanity0.02071529
Threat0.006912862
Severe Toxicity0.001373291
Low Tox 0.08083374 Moderate Con 0.489 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
I have met some really decent Indians. I do have to say that I wish they would speak English to each other in public though, when in the service industry, for those of us that …
I have met some really decent Indians. I do have to say that I wish they would speak English to each other in public though, when in the service industry, for those of us that don't understand what they are saying.
Identity Attack0.05976611
Insult0.021610579
Profanity0.022764845
Threat0.007961469
Severe Toxicity0.0019931793
Low Tox 0.07291982 Constructive 0.757 Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Identity Attack0.05612817
Insult0.018645585
Profanity0.019963788
Threat0.010265815
Severe Toxicity0.0030136108
Low Tox 0.0665887 Constructive 0.636 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I wish we would all be as honest as bike dude.
I wish we would all be as honest as bike dude.
Identity Attack0.0062526376
Insult0.025284592
Profanity0.020783609
Threat0.007741391
Severe Toxicity0.0020503998
Low Tox 0.06381883 Moderate Con 0.475 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question …
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question to her As the principle Is how are you paid for your legal services and representation Lawyers always tell me they can be referred to by Law society of Canada For a 30 minute free legal consultation But once that is paid out by that association that is where lawyers and para legal professionals pay dues to join Then it’s up to those professionals to charge Hourly fee flat rate And All additional charges associated with the file/case law once opened and documents signed So how much does it cost to 1. Refugees claims 2. Asylum seekers claims 3. Immigration claims 4. Detainee claims 5. Deportation claims in the form of Appeals How many can they have Who pays these professionals? When media such as CBC Also government employees who are paid by the federal government Do not ask these questions Which are again Paid to NGOs By us poor taxpayers!!!!! Towards these professionals who represent economic migration and only cost us Canadians more money
Identity Attack0.031206898
Insult0.025026767
Profanity0.012892825
Threat0.0064144502
Severe Toxicity0.0018501282
Low Tox 0.061444655 Constructive 0.776
Dec 25, 2025 1 likes Deportations From Canada at Their …
I'm coming to canandia next month, wish me luckurry 💀
I'm coming to canandia next month, wish me luckurry 💀
Identity Attack0.007029593
Insult0.016784932
Profanity0.056441884
Threat0.009307829
Severe Toxicity0.0036239624
Low Tox 0.05898502 Moderate Con 0.483 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...

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.