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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: "Once such a beautiful country, …" 94 comments · Page 1 of 4
I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO …
I am an indian , i left that piece of shit country to be away from india and indians as they are the most uncultured and uneducated people , i will warn u , DO NOT LET SO MANY INDIANS IN AND DO NOT TURN BEAUTIFUL AND CLEAN COUNTRIES IN INDIA
Identity Attack0.7207808
Insult0.6306599
Profanity0.6321197
Threat0.27637172
Severe Toxicity0.48825464
Toxic 0.83334327 Moderate Con 0.419 Identity Attack Insult Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
I can only hope and pray for our Beautiful country to belong to us Born and Raised Canadians again. That these people will be pushed out of our country eventually. We as Canadians are very …
I can only hope and pray for our Beautiful country to belong to us Born and Raised Canadians again. That these people will be pushed out of our country eventually. We as Canadians are very vocal and very loud and get very pissed off when we see our beautiful country being treated like garbage by these disgusting and vulgar immigrants. You are FUCKING with the wrong country if you think you can come here and get away with this shit forever. Canada has been through so much bullshit in the last 50 yrs alone, that we will no longer be pushed into silence. We Love our Beautiful Country to fucking much to see this shit continue to go on. We are not a Country to mess with!
Identity Attack0.55044734
Insult0.65129566
Profanity0.70864636
Threat0.06690872
Severe Toxicity0.4379392
Toxic 0.76523775 Constructive 0.543 Identity Attack Insult
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
lmao no Canada is not. if you idiots down east were tired of it, you wouldnt have voted in liberals again for the 15th year in a row...you bastards down east wrecked this beautiful country. …
lmao no Canada is not. if you idiots down east were tired of it, you wouldnt have voted in liberals again for the 15th year in a row...you bastards down east wrecked this beautiful country. I am an immigrant in 1991 at 6 months old, citizen since 1991. I care more about keeping Canadian culture then you pussy libs ever will. thanks for nothing. vote correctly next time....WESTERN CANADA INDEPENENCE WE DONT NEED YOU ONTARIO If anyone of you ever left this nation and travelled to somewhere that wasn't the west, you will understand the importance of keeping this nation how it was.
Identity Attack0.41975367
Insult0.7298119
Profanity0.48510036
Threat0.023544617
Severe Toxicity0.3536391
Toxic 0.76197964 Moderate Con 0.479 Insult
Sep 17, 2025 Why Canadians Are Turning Against …
@3:13 "... The new Canadians, live amongst themselves, sell amongst themselves, pay no taxes, and they abuse every system this beautiful country has to offer... It's bullshit"
@3:13 "... The new Canadians, live amongst themselves, sell amongst themselves, pay no taxes, and they abuse every system this beautiful country has to offer... It's bullshit"
Identity Attack0.3817989
Insult0.54525656
Profanity0.70864636
Threat0.009955117
Severe Toxicity0.16960317
Toxic 0.7510937 Moderate Con 0.325 Insult
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It only took ONE BASTARD name Trudeau to destroy a beautiful country called Canada
It only took ONE BASTARD name Trudeau to destroy a beautiful country called Canada
Identity Attack0.28622448
Insult0.6831271
Profanity0.42185885
Threat0.09009721
Severe Toxicity0.16960317
Toxic 0.7105462 Low Con 0.276 Insult Policy_Critique
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Canada is fucked yet they look at us Americans who have regained our country back and tell us there’s something wrong with us. Look inward Canadians. You lost your beautiful country, your Canadian identity, your …
Canada is fucked yet they look at us Americans who have regained our country back and tell us there’s something wrong with us. Look inward Canadians. You lost your beautiful country, your Canadian identity, your housing, your benefits to all those you let into your county from places like India, Pakistan, God knows what else.
Identity Attack0.55044734
Insult0.49151286
Profanity0.6242122
Threat0.011767523
Severe Toxicity0.2391185
Moderate 0.687436 Moderate Con 0.355 Identity Attack
Oct 2, 2025 1 likes IRCC Names India in Study …
Calistanies are a terrorist group, Tyler!!! Take it from a Canadian from Ontario: These people are destroying our country!! From defecating on our beautiful beaches to scamming in every way they can to theft of …
Calistanies are a terrorist group, Tyler!!! Take it from a Canadian from Ontario: These people are destroying our country!! From defecating on our beautiful beaches to scamming in every way they can to theft of our homes, cars etc; we are sick of them!!!!!
Identity Attack0.5504064
Insult0.64537907
Profanity0.22572558
Threat0.06561559
Severe Toxicity0.16960317
Moderate 0.6852916 Moderate Con 0.438 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Realle depressing to see beautiful country changing into 3rd world shithole.
Realle depressing to see beautiful country changing into 3rd world shithole.
Identity Attack0.2846865
Insult0.4986907
Profanity0.67055607
Threat0.00866054
Severe Toxicity0.10702737
Moderate 0.6667219 Low Con 0.277 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
So true I come to Canada at 16 started working at 17 pay tax ever since I have never collected anything from the government. Now at 54 I have bad lungs and still haven't use …
So true I come to Canada at 16 started working at 17 pay tax ever since I have never collected anything from the government. Now at 54 I have bad lungs and still haven't use the system. I hurt myself once and apply for WSIB and was denied. So I never try using any else ever since. Canada is becoming a third world country little by little. We elect idiots to run this beautiful country.
Identity Attack0.17226285
Insult0.71120167
Profanity0.2801717
Threat0.009540852
Severe Toxicity0.023076924
Moderate 0.6611249 Constructive 0.673 Insult
Aug 25, 2025 44 likes Why Canadians Are Turning Against …
If you come to this country and dont embrace our culture and our way of life because you believe your way of life in your country is better, that’s fine then stay in your county! …
If you come to this country and dont embrace our culture and our way of life because you believe your way of life in your country is better, that’s fine then stay in your county! But if you left your war torn third world 💩 hole country for a better life than embrace that better life and stop shitting on my beaches! Stop robbing the lcbo and stop fishing our rivers and lakes out of season stop treating my beautiful country like the dirt hole you fled to get away from!
Identity Attack0.46028158
Insult0.5678696
Profanity0.46460027
Threat0.023544617
Severe Toxicity0.20678867
Moderate 0.62702215 Moderate Con 0.399 Insult
Sep 16, 2025 Why Canadians Are Turning Against …
My beautiful country is starting to disappear😥, Indians are everywhere in every city and every province. They have destroyed everything.
My beautiful country is starting to disappear😥, Indians are everywhere in every city and every province. They have destroyed everything.
Identity Attack0.6007182
Insult0.38852
Profanity0.240511
Threat0.13815513
Severe Toxicity0.21596274
Moderate 0.55739564 Moderate Con 0.43 Identity Attack
Sep 30, 2025 1 likes IRCC Names India in Study …
In parts of London, they have just put up signs telling people not to defec.ate (shite) in the street! I kid you not, the signs have little stick men squatting and dumping! That, THAT, is …
In parts of London, they have just put up signs telling people not to defec.ate (shite) in the street! I kid you not, the signs have little stick men squatting and dumping! That, THAT, is what our politicians and dumb liberal green-hugging lefties have imported into our once great country. The population of London is now less than 40% white, and reducing at an alarming rate. White flight is increasing fast. Outside of the cities is generally your beautiful, clean, safe and picturesque villages, towns and countryside - basically the real England/Britain, with the real people. Most cities are an absolute dump, increasingly being plagued by crime, and foreigners doing anything & everything other than working or contributing in any positive way. It's so sad. On current trends, by 2063, indigenous whites will be in the minority - 37 years time, and truth is it will lilely be quicker than that. Our only hope is Farage and Reform, but I suspect it's too late to stop the juggernaut.
Identity Attack0.45610145
Insult0.5393265
Profanity0.48510036
Threat0.026479885
Severe Toxicity0.16960317
Moderate 0.5566829 Constructive 0.686 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Illegal immigration and greedy politicians have sucked the beautiful country and its multi cultural population. Canadian people are leaving the country or living in worries
Illegal immigration and greedy politicians have sucked the beautiful country and its multi cultural population. Canadian people are leaving the country or living in worries
Identity Attack0.41975367
Insult0.489133
Profanity0.34391102
Threat0.010447056
Severe Toxicity0.024631912
Moderate 0.51980776 Moderate Con 0.479
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian government has destroyed our beautiful country by letting these animals in canada 😢
Canadian government has destroyed our beautiful country by letting these animals in canada 😢
Identity Attack0.4887047
Insult0.5101222
Profanity0.11601777
Threat0.030623792
Severe Toxicity0.02402156
Moderate 0.51980776 Moderate Con 0.306 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Happy to see you back my Brother. As a former immigrant, now a citizen of Canada, It’s a shame to see this beautiful country going to shite. the government really f&$@ed up , the new …
Happy to see you back my Brother. As a former immigrant, now a citizen of Canada, It’s a shame to see this beautiful country going to shite. the government really f&$@ed up , the new immigrants are trying to change the country to suit themselves. 🇯🇲🇨🇦
Identity Attack0.34649673
Insult0.46923602
Profanity0.4862434
Threat0.010188141
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.583
Aug 25, 2025 40 likes Why Canadians Are Turning Against …
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx …
Lefties says im racist becaus ei talk outt loud about this issue. The batch of the last 5 yrs is filled with lownlife.scumbags / homeless from 3rdd world countries. We used to control the influx but trudeau government opened the gates during the pandemic and now we are in major trouble but leftoes likes to pretend theres no issues. They are in power , we have no say so therefore the country is being invaded by hordes of non skilled migration which is absolutely devastating for our beautiful nation
Identity Attack0.39677486
Insult0.5393265
Profanity0.25915453
Threat0.01254427
Severe Toxicity0.023880709
Moderate 0.5024724 Moderate Con 0.485 Insult
Nov 8, 2025 Why Canadians Are Turning Against …
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street …
Canadians have to realize that we will need much stronger Government which will say NO to all of these new migrants (not immigrants) who are taking jobs, culture, raising their idols, praying in the street and making havoc to other people. They are acting like that are entitled to do that just because they are allowed to ! I am immigrant too and I didn't came here to watch all these people how change and make it dirty more and more every day. They just bringing same shit where they are running from ? You see how stupid that is ? We have to change Government as fast as possible otherwise Canada is done ! People wake up don't be scared to say NO ! I would love to see how this beautiful country goes down the drain. Cheers ❤❤❤
Identity Attack0.39677486
Insult0.46625584
Profanity0.45706853
Threat0.014566151
Severe Toxicity0.024725812
Moderate 0.4826145 Constructive 0.616 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Oh we have a similar problem in Poland. Ukrainians evreywhere! They are not assimilating at all. Ukrainian bussinesses just for them, they don't even want to learn our freaking language. This is super disrespectful. We …
Oh we have a similar problem in Poland. Ukrainians evreywhere! They are not assimilating at all. Ukrainian bussinesses just for them, they don't even want to learn our freaking language. This is super disrespectful. We provide them safety and in return they are making a small Ukraine within our beautiful country I refuse to accept this.
Identity Attack0.46028158
Insult0.40189892
Profanity0.44431314
Threat0.012492486
Severe Toxicity0.05832097
Moderate 0.48141238 Constructive 0.608 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I think up until immigration was panjab centered and sikhs were coming in, it was good. Now uncivilized hindu people from other states are influxing in so so much.. they are looting and filthing the …
I think up until immigration was panjab centered and sikhs were coming in, it was good. Now uncivilized hindu people from other states are influxing in so so much.. they are looting and filthing the beautiful country now.
Identity Attack0.55044734
Insult0.4339631
Profanity0.19893537
Threat0.060443077
Severe Toxicity0.08859174
Moderate 0.47886392 Constructive 0.509 Identity Attack Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled …
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled by Indians, businesses controlled by Indians, housing run by Indians, garbage in the streets, poop on the beaches, Indian music (not music to my ears) blasting everywhere, especially in the parks, unclean public toilets, unclean motels etc etc.. YEP…just what a once beautiful country deserves!
Identity Attack0.5075293
Insult0.46327567
Profanity0.16682947
Threat0.013528148
Severe Toxicity0.043077253
Moderate 0.47886392 Moderate Con 0.362 Identity Attack Fear_Threat
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. …
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. Was genuine in my effort & was able to secure a good job and I still have this ick at the back of the mind that I might be seen with disgust because of how tarnished our reputation is of lately, despite trying my best to contribute my fair share to the society, to this beautiful country. Hope you Canadians understand the plight of honest ones amongst the sea of frauds, I hope you do!
Identity Attack0.40883094
Insult0.42743355
Profanity0.39409557
Threat0.016638106
Severe Toxicity0.03321367
Moderate 0.47119883 Constructive 0.809 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Glad to Live in the NW BC. The white canadians and generational families are being discriminated in their own country....There are some decent hard working sihk people, BUT its turned into a gong show of …
Glad to Live in the NW BC. The white canadians and generational families are being discriminated in their own country....There are some decent hard working sihk people, BUT its turned into a gong show of epic proportions of immigration! Those People Don't Give a Sh1t About Our Beautiful Nature ,which is what Canada holds Dearly! Fm
Identity Attack0.41052565
Insult0.37279442
Profanity0.4044591
Threat0.011456826
Severe Toxicity0.023458159
Moderate 0.4475325 Constructive 0.628 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This is disgusting act like it’s not a big deal they don’t realize how much of a big deal it is for the taxpayers you know the people that are supporting these illegals…… While our …
This is disgusting act like it’s not a big deal they don’t realize how much of a big deal it is for the taxpayers you know the people that are supporting these illegals…… While our homeless population is growing in numbers, and a family cannot afford to put food on their table, but let’s give it to the immigrants so they can exploit this beautiful country
Identity Attack0.3817989
Insult0.4596616
Profanity0.096805766
Threat0.010887212
Severe Toxicity0.019095084
Moderate 0.44393396 Moderate Con 0.417
Sep 29, 2025 IRCC Names India in Study …
Once such a beautiful country, is now completely destroyed by leftist pinkos...!
Once such a beautiful country, is now completely destroyed by leftist pinkos...!
Identity Attack0.31892163
Insult0.43450394
Profanity0.09098661
Threat0.02803385
Severe Toxicity0.017093835
Moderate 0.4269174 Low Con 0.276 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …

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.