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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

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Active: "We need the guy on …" 109 comments · Page 4 of 5
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post …
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post ww1 to get away from euro trouble, only for second great war, and most were against forced to join because of direct proxy or relatives being killed. Applied to walmart - denied work applied ot im hortons - denied work applied ot schoos, isntitutions , trade shops, and more, denied work.. When you income is below hte poverty line, and you spending large amounts of time seekngi for a job or working but denied life and work at the same time. It becomes fairly strange. Denied education. Was sekeing ot be a general practioner, but I was cosntnaly called racist by black peopel that jsut arrived rrehsly. then there was CBC and asian gang relatiosn nad hte abuseo f minoirity acts. Then there was the nativism of evil colonizer. Then feminims eivl white male. THiese were being disturbuted or taught at courses by force. I stated I am just here for data. Since udner the acts of law which gives freedom, we are not ot be subjected to non facts, or idleaogical belief systems to be forcibly lived by only law to reality. So the neutrality of law is broken to a blief set of wrong doing. I sought ot sue only for my tuition back ot apply to another instiute as denied, menaing I scaped nickles nad diem nsa ultiamtely could not afford or recieve a lawyers aid or help. earnign so little and hte canada has the data. I am never offered charity or help.. its always cults importing token blakc random person or speaking about jews or natives that need something and htey clealry own a lot... WHihc is weird. So... I am the offspring of women and men that build foundations of canada and institutes. I am an only male descdent. I am unamrried, u=no family. We don't seek ot breed like wild animals ot have like khan line. We odn't follow trending or mediated lies. Poeple accuseyou of somethign you look it up and you knwo their full of hsit. I have not once broke any laws of canada, but the church groups certianyl push hard ot change laws so they can kill peopel with the statemonopoly of violence perverting law. That aside.. From computer works to psyhcolgoy, to flying planes to geological and nuclear studying to life... So earning less then teh poverty line not by choice, but because society deems it more improtant ot .. as I was told once, Hire their friends, but hten they lie beucase they trend ot hire foiregners or the toke nblakc card mantra that as going on... Mean while perosns head on a bus is chopped off and they are out in a few months... I was denied work to places liek ecole, canem. plethora of commerical and private plumbing companies... I came ot be an actionable person to have an income make a family, do I not get those freedoms. I also udner law I can refuse any merchant item that includes all and any nuetoxins or mandates via nuremburg code and other laws... My rights in covid and other groups have violated my so called lawful rights as a citizens. Keep in mind post great war my grandfather taught at UofA and fought against state corruption and tyranny. also from descendent tree of lords, but most titles were given up or forcibly removed, and so living people went off into most aristiocratic works which was study of nature and applicaiton of systems and works and selling. Natural in peace you build tolenace, resistance and epxloration and cumilate money, but money has no value. you can have 2k people sift hte saharaha deseert a reletively void place of mostly quartz. out of that 286 million cubic feet of sand, not evne silt sand. You cna get 1 million tonnes of gold... Not evne troy ounces... So the stupidity and cruelty ofsoicety is the denial of life in others that seem to choose spectacle and destructive tendencies that they are told to do and hten reinforce it. But logicallly. we are onyl told to od natural needs of society. not all the other lies... ALl I see .. my kindness wains its naturally in me I suppose. but huamsn are capable of killing other humans when put into a means ot defend the self... So the convicing werid liars of capitalism... but hten commit ot capital abuse, IE lawless extension of it. To then communism that is against osiclaism if you read engles and marxs on their hatred and stating social nature of not modern. whatever that means. Communism is against ownership.. I have been judged, as a christian or relgiious... which is werid... because I chose not to drink alcohal... chose not to go to strip clubs or ever purchase a female. these are our daughtersand I expect actionable works and fucntion ot hte future, not epxloitation and deviation of values to a subset. I have written 5 milion words on youtube, trying ot therapy myself in a place I am denied so much... They offer power or glory through their means of contorls sex, a mark of acitonable means, like metla shit coin work... Nothing of ever truth or educaiton. So yo uget a collectivism of cruelty. If I knew humans werethis savage I suppose I should of had avarice drive in me, but I don't I only seek truth. and acitonable means of relation... what I get is . Your not normal. becuase i don't trend ot naartion of mediated arts and socila engineering nad werid soft method of reid psyhcolgoy. I like law.. I liek roman history.... I dislike judiac law and emsianic law.. although I have simlair values... its liek writing a book thought. we can all write about a blue sky, but both authors are not telling or in teh same story.... oh yeha I was denied banking / having a bank accoutn for two years. One can see it was freedom of my choice, but I was threatened while lareayd poor by the RBC employee chan guy... stating he cna charge me endless nsf, chages well and above nad beyond that ammount. I cam in and aruged hwile he yelled at me... and my concer was when will it stop 20k ? ? dollars. the ammout nto be charged was 120.. and you charged me 450 in services fees, NSF fees. so rightfully so.. so instead of being accpeted or able to operate or work in the system I am denied life. Denied miltiary employee ment. .. applied several times.... denied work since it reuiqres suddenly all these extra certificates whihc used ot be jsut exist and hten can operate in it.. but stupid migrants need ot prove they can.. So I think huh, my grandfather aiding italy.. my other one aiding philipines in advances...
Identity Attack0.10221587
Insult0.06889887
Profanity0.024951037
Threat0.025961896
Severe Toxicity0.007133484
Low Tox 0.17718399 Constructive 0.663
Oct 30, 2025 IRCC Names India in Study …
Guy on the bicycle is spitting facts that people need to hear
Guy on the bicycle is spitting facts that people need to hear
Identity Attack0.00621564
Insult0.070482984
Profanity0.038154904
Threat0.0089712385
Severe Toxicity0.0029754639
Low Tox 0.16331999 Moderate Con 0.321 Meta_Commentary
Feb 9, 2026 Inside Canada's Indian Invasion...
10:19 this guy knows how to immigrate and integrate, we need more nurses for sure!
10:19 this guy knows how to immigrate and integrate, we need more nurses for sure!
Identity Attack0.07425626
Insult0.03257891
Profanity0.032643758
Threat0.010576514
Severe Toxicity0.006904602
Low Tox 0.16043124 Constructive 0.584 Solidarity
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yep it was long dead before any south asains . They treating you guys good right adjust like many native people today . Above we all need to human firstly. You also need to ask …
Yep it was long dead before any south asains . They treating you guys good right adjust like many native people today . Above we all need to human firstly. You also need to ask the question modi the real rss nationalist . I hoping the world becomes an better place over ego
Identity Attack0.10757765
Insult0.061801232
Profanity0.037904397
Threat0.017156094
Severe Toxicity0.0061798096
Low Tox 0.15822013 Constructive 0.645
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The guys was right you need to adapt their culture not yours
The guys was right you need to adapt their culture not yours
Identity Attack0.083355546
Insult0.036104713
Profanity0.02167175
Threat0.007793174
Severe Toxicity0.0034332275
Low Tox 0.15711457 Low Con 0.27 Identity_Assertion
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Bike guy was spitting FACTS! It’s not racist to want to preserve your culture. Free speech is still alive in canada. UK needs to take note
Identity Attack0.054763943
Insult0.06372428
Profanity0.021466793
Threat0.008246276
Severe Toxicity0.0037574768
Low Tox 0.15545623 Moderate Con 0.464 Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Safety Vest Guy should run for Prime Minister. If Minnesota Somalians can get their ringers elected, all Safety Vest Guy needs to do is team up with the Punjabi's.
Identity Attack0.09410924
Insult0.06599696
Profanity0.020100424
Threat0.00967031
Severe Toxicity0.0037002563
Low Tox 0.1537979 Low Con 0.227
Jan 27, 2026 Inside Canada's Indian Invasion...
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth …
5:40 What an absolutely based guy. Brilliant you need much more people like him with a brain and able to tell the truth. Also none of the city worker that wouldn't tell you the truth because she works for the city. That tells you a lot about the city dosent it.
Identity Attack0.0020256327
Insult0.0810151
Profanity0.014054239
Threat0.006155535
Severe Toxicity0.0014877319
Low Tox 0.15324512 Constructive 0.612 Policy_Critique
Feb 8, 2026 4 likes Inside Canada's Indian Invasion...
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI …
The old Dutch guy in the interview was right. When my father applied to bring us to Canada, we went through many tests and procedures, police checks from back home, and even from the FBI to prove we had never been to North America and the process lasted almost a year and a half. No money was given to our family, my dad was working our step mother was working; but now all these immigrants get in quick and free. I have a friend that works for a bank and he tells me people who can't even speak English or French show up and deposit government cheques for 30 or 40 thousand dollars. What about Canadians born and raised here, some need help, they don't get big cheques. There has to be a stop to all this influx of people coming from other countries who have it really easy once they're here, thanks to the government. I'm not anti-immigration, as I'm an immigrant myself, but this BS has to stop.
Identity Attack0.1007269
Insult0.06477321
Profanity0.027000591
Threat0.0082074385
Severe Toxicity0.0038146973
Low Tox 0.1460314 Constructive 0.823 Personal_Narrative
Sep 20, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
arent there citizen initiative groups organizing and finding these under table workers? all you need to do is go to a construction site half the guys dont know any English.....rich people hire under the table …
arent there citizen initiative groups organizing and finding these under table workers? all you need to do is go to a construction site half the guys dont know any English.....rich people hire under the table house cleaners/nannies......hope they are able to find all these people as the govt isnt going to bother finding the illegals
Identity Attack0.053854458
Insult0.05144889
Profanity0.016172111
Threat0.0077284453
Severe Toxicity0.002670288
Low Tox 0.113263406 Constructive 0.505
Sep 28, 2025 IRCC Names India in Study …
0:39 this guy needs to work with CRA, he has got insider information 😂😂😂😂😂😂
0:39 this guy needs to work with CRA, he has got insider information 😂😂😂😂😂😂
Identity Attack0.007288578
Insult0.027730936
Profanity0.02932342
Threat0.010576514
Severe Toxicity0.005264282
Low Tox 0.112643376 Low Con 0.16
Oct 3, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries …
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries and all what's wrong with that i am not a believer guy but those who believe they always need a place to feel like there's god or something like that i don't know how that work
Identity Attack0.068465814
Insult0.031146556
Profanity0.029186781
Threat0.0074954215
Severe Toxicity0.0034713745
Low Tox 0.11212669 Constructive 0.664 Moral_Argument
Feb 23, 2026 Inside Canada's Indian Invasion...
We need the guy on the bike as our prime minister
We need the guy on the bike as our prime minister
Identity Attack0.005956655
Insult0.04090862
Profanity0.017572641
Threat0.01187109
Severe Toxicity0.0024414062
Low Tox 0.1100022 Low Con 0.251 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy needs his own YouTube channel! 😂 God Bless 🇨🇦
Bike guy needs his own YouTube channel! 😂 God Bless 🇨🇦
Identity Attack0.023193322
Insult0.032468732
Profanity0.04216301
Threat0.010731863
Severe Toxicity0.004711151
Low Tox 0.1100022 Moderate Con 0.336 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Based bike guy holy moly we need more like him
Based bike guy holy moly we need more like him
Identity Attack0.0071775843
Insult0.04149419
Profanity0.03339528
Threat0.008323951
Severe Toxicity0.0032615662
Low Tox 0.1013248 Moderate Con 0.343 Solidarity
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
If you are not ready to assimilate then don't go. Bicycle guys is what the world need more of right now.
If you are not ready to assimilate then don't go. Bicycle guys is what the world need more of right now.
Identity Attack0.011765319
Insult0.026831545
Profanity0.017026093
Threat0.010964886
Severe Toxicity0.002822876
Low Tox 0.09611836 Moderate Con 0.36 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
What is the message here? This guy has a conflict of interest.We don’t need more immigrants. We have large numbers of unemployed or under employed young Canadians who can do the work. A immigration moratorium …
What is the message here? This guy has a conflict of interest.We don’t need more immigrants. We have large numbers of unemployed or under employed young Canadians who can do the work. A immigration moratorium is required until the country gets its’s financial house in order.
Identity Attack0.055218685
Insult0.026058068
Profanity0.010552917
Threat0.0065956907
Severe Toxicity0.001964569
Low Tox 0.09481675 Constructive 0.516 Policy_Critique
Jan 19, 2026 8 likes Why Canada’s immigration system has …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe bill to keeo these immigrants/ refugees in rather nice 3/4 Hotles for the last few years . I’m a farmer who lives in the county but the closest city to where I live is Windsor and for the last 4 ish year the Government was hosting them in Five Hotel's across the city . It got to the point where it was cheaper for the government to BUY the hotels then rent all the rooms , so that’s what they did … No I’m all for helping people but that is kinda pushing it don’t you think ? There are no jobs for them , no homes for them , etc . We have been in a trade war for the last 2 years with the two largest economies in the world and we need to focus our economic power on thous conflicts at the moment and if the world like it or not fighting that is out top priority and everything else comes second .Even with out that fact Our former government overloaded what our ability’s where capable of handling . We have a pretty advanced social care network but these new folks who have never payed a dime into it and are living off of it for years with the government having no real plan on how to deal with it is just to much , with our with out the economic conflict we are currently in . The facts are the facts and we live in reality, anyways you guys all have a good one , cheers .
Identity Attack0.031206898
Insult0.030926194
Profanity0.019348921
Threat0.006977591
Severe Toxicity0.0024318695
Low Tox 0.08479069 Constructive 0.816 Policy_Critique
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
The guy on the bike need a podcast 😂
The guy on the bike need a podcast 😂
Identity Attack0.005771666
Insult0.024640027
Profanity0.022218296
Threat0.009100696
Severe Toxicity0.0026130676
Low Tox 0.08083374 Low Con 0.218 Humor_Satire
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
The guy on the bike needs his own show
The guy on the bike needs his own show
Identity Attack0.0050317086
Insult0.024768941
Profanity0.017231047
Threat0.008285114
Severe Toxicity0.0015926361
Low Tox 0.06896287 Low Con 0.243 Humor_Satire
Jan 27, 2026 372 likes Inside Canada's Indian Invasion...
I'm gonna need a whole video interviewing the guy on the bike please and thank you
I'm gonna need a whole video interviewing the guy on the bike please and thank you
Identity Attack0.007473567
Insult0.014884921
Profanity0.026590679
Threat0.020436687
Severe Toxicity0.0038146973
Low Tox 0.06817148 Moderate Con 0.398 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The indian guy literally said he and his wife came as a nurse... which is much needed in Canada... where the others you interviewed vetted when they came into the country? what was their 'hard …
The indian guy literally said he and his wife came as a nurse... which is much needed in Canada... where the others you interviewed vetted when they came into the country? what was their 'hard work' that got them qualified to come in
Identity Attack0.04667538
Insult0.018967867
Profanity0.012687869
Threat0.006149062
Severe Toxicity0.0015258789
Low Tox 0.06025757 Constructive 0.518 Question
Sep 30, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
Love bike guy we need more of him 😂
Love bike guy we need more of him 😂
Identity Attack0.0059936526
Insult0.02122384
Profanity0.027820412
Threat0.009903334
Severe Toxicity0.0034332275
Low Tox 0.059727192 Moderate Con 0.408 Humor_Satire
Feb 6, 2026 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.