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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: "Beautiful you" 173 comments · Page 2 of 7
I live 10 mins from here, at this point I dont care if they came here 40 years ago, they all need to go. Enough is enough, the city used to be beautiful and now …
I live 10 mins from here, at this point I dont care if they came here 40 years ago, they all need to go. Enough is enough, the city used to be beautiful and now its disgusting, garbage everywhere, 1000s of pedestrians clogging the crosswalks its just too much.
Identity Attack0.1035157
Insult0.54525656
Profanity0.1554785
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.511 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Rip canada. What a beautiful nation destroyed by indian ilegal mass invasion
Rip canada. What a beautiful nation destroyed by indian ilegal mass invasion
Identity Attack0.56711763
Insult0.36798462
Profanity0.089370176
Threat0.058180105
Severe Toxicity0.024866661
Moderate 0.4838166 Low Con 0.217 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
If you are white, you are still an immigrant. Who cares when you got here...they all have been ruining this beautiful place since colonization. Theyve been here for a few generations so they think they …
If you are white, you are still an immigrant. Who cares when you got here...they all have been ruining this beautiful place since colonization. Theyve been here for a few generations so they think they didnt do the same thing.
Identity Attack0.55803186
Insult0.36798462
Profanity0.17613389
Threat0.014048163
Severe Toxicity0.024866661
Moderate 0.48021027 Moderate Con 0.434 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide …
I use to live in a beautiful little neighborhood. Then the Somolians moved here . I swear they let the worst criminals immigrate here . They are thieves they fight and then run and hide from the police in the Mosque. The Immam refused to let the police in to arrest them . Then we were hit by a load of Roma Gypsy's. They are absolute animals . No home was safe from they're breaking in . They break into cars , trucks and steal whatever isn't nailed down . Now tell me why I should be nice to these people and not be racist ?????😮😮😮😮😮😮😮
Identity Attack0.55011386
Insult0.47384647
Profanity0.30161268
Threat0.16383497
Severe Toxicity0.16960317
Moderate 0.48021027 Constructive 0.521 Identity Attack Unverified_Claim
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
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...
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist. I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Identity Attack0.55044734
Insult0.4378843
Profanity0.19770569
Threat0.11616269
Severe Toxicity0.13599765
Moderate 0.47173777 Constructive 0.745 Identity Attack Fear_Threat
Feb 6, 2026 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...
Okay yall hate indians so much yeah? I wish the muslims on you , the beautiful Rp gangs of Bangladesh and pakistan would be better for canada 😂😂
Okay yall hate indians so much yeah? I wish the muslims on you , the beautiful Rp gangs of Bangladesh and pakistan would be better for canada 😂😂
Identity Attack0.55044734
Insult0.29855028
Profanity0.11354194
Threat0.028206514
Severe Toxicity0.023106033
Moderate 0.47119883 Low Con 0.231 Identity Attack Humor_Satire
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 …
I am so so surprized with the comments coming from an assumed Christian White man in work jacket and a beautiful bike to ride on, against muslims and African immigrants!!! He has no idea what …
I am so so surprized with the comments coming from an assumed Christian White man in work jacket and a beautiful bike to ride on, against muslims and African immigrants!!! He has no idea what Jesus has told his people and all Christians to follow? Ohhh...my godness...God forgive this man...cleanse heart from hate, and open his eyes!!! Pooofh...
Identity Attack0.48949075
Insult0.35161978
Profanity0.114160895
Threat0.012803185
Severe Toxicity0.023076924
Moderate 0.4394682 Moderate Con 0.479 Moral_Argument
Feb 6, 2026 Inside Canada's Indian Invasion...
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all …
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all over one of the most beautiful water falls Ive ever seen and the only people I actually saw throwing garbage on the ground while I was there were Indians. At least a dozen seperate times in the 3 days I was there, I saw only Indians throwing their trash on the ground. Im not sh1tting on Indian people because 99% of the ones Ive met in the US were way more polite and hard working than half the Americans Ive ever met, Im just pointing out my genuine observations🤷‍♂️
Identity Attack0.44690517
Insult0.36798462
Profanity0.4044591
Threat0.016638106
Severe Toxicity0.023552058
Moderate 0.4269174 Constructive 0.685 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, …
2:29 okay, these little things are the reasons why when people think of India they think of a dirty place, like it's just toxic to place a specific road with clear garbage on the side, out of all the clips you can find of Punjab, like i get that India is pretty dirty but you're putting it after he said he would prefer to live in Punjab as if he's wrong to think that , why not put golden temple or all the beautiful temples there!!!
Identity Attack0.37507164
Insult0.29383746
Profanity0.20139475
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.707 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
12:47 It’s not about color! It’s about coming in and taking over what used to be a smaller city and completely making it unrecognizable. I lived in downtown Brampton from 1997 to 2011 and I …
12:47 It’s not about color! It’s about coming in and taking over what used to be a smaller city and completely making it unrecognizable. I lived in downtown Brampton from 1997 to 2011 and I loved it and I worked my ass off at a steel plant in Mississauga. Don’t give me wrong. I worked with people up all faiths-and friends with every single one of them. Where are the Catholic churches? Where are the 50s diners? Where are the Canadian owned shops? Where the hell is Brampton Ontario? I don’t even recognize it!!! And it’s a place that I loved and lived. But where are the Canadians? I don’t care where people come from. My cousin was adopted from India and she was the sweetest person you would ever meet. What once was a smaller Canadian city has now been taken over and become India. And that’s wrong for ppl to do on every level- by ANYONE FROM ANY OTHER COUNTRY! You don’t take over a beautiful Canadian city and make it your own from where you came from - you respect what it was before you came.
Identity Attack0.2803029
Insult0.3388922
Profanity0.40783462
Threat0.016465442
Severe Toxicity0.023692908
Moderate 0.4269174 Constructive 0.747
Oct 29, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
Indian girls are way better then white girls: Beautiful and more family oriented
Indian girls are way better then white girls: Beautiful and more family oriented
Identity Attack0.49584505
Insult0.24928534
Profanity0.15938593
Threat0.009955117
Severe Toxicity0.023076924
Moderate 0.41445592 Moderate Con 0.349 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these …
As a proud Canadian I am so very done with these immigrants literally bombarding and overwhelming our beautiful country. We, Canadians need to come together. Unite. Deny all immigrants. I’m tired of hearing about these people that are not Canadian, not born here, migrated here, and are doing so many sickening illegal things to OUR PEOPLE. Kidnappings. Abductions. Stalking single women. Stealing. Squatting in homes and properties. All that with no consequences. Zero. None. And yet they receive all the jobs. All the income. All the amenities that natural born true Canadians should receive and very well deserve. I have never understood why these immigrants all of a sudden bombarded our small towns and cities like swarms of rodents or insects and expect to be welcomed with open arms. It seemed like it happened overnight! I remember seeing a few immigrants wearing their traditional towel wrap things on their heads in a mall one day and I was okay with it. Figured they were tourists or something and then BAM there are THOUSANDS of them moving in our towns and act like they own the place. Trying to intimidate US! In our OWN COUNTRY! It really angers me from within but at the same time I don’t want to come off as a racist or a hater or wtv. I’m not a racist by any means, but I am a very protective Canadian and I love my people and my country and I will help do whatever it takes to protect my country from immigrants and them thinking that they can push us around, intimidate us and try to act superior when they are the ones pretty much INVADING our beautiful, peaceful country. I am a PROUD CANADIAN SON. Pardon my long rant. Love, Peace and Unity 👊🏽 #nativecanadianpride
Identity Attack0.46028158
Insult0.38406035
Profanity0.07255927
Threat0.13262562
Severe Toxicity0.023411209
Moderate 0.41168427 Constructive 0.713 Fear_Threat
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
Canada should deport them as soon as possible we don't need in this beautiful country the scamming people at all,
Canada should deport them as soon as possible we don't need in this beautiful country the scamming people at all,
Identity Attack0.24970764
Insult0.41530323
Profanity0.09098661
Threat0.046541955
Severe Toxicity0.013801457
Moderate 0.3972142 Low Con 0.292
Sep 29, 2025 IRCC Names India in Study …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to just make things worse India is better without them
Identity Attack0.46028158
Insult0.34135336
Profanity0.17864552
Threat0.091630474
Severe Toxicity0.02604016
Moderate 0.39669925 Moderate Con 0.409 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Brampton has been destroyed by al these 3rd world people invading this once beautiful town.
Brampton has been destroyed by al these 3rd world people invading this once beautiful town.
Identity Attack0.44690517
Insult0.2679134
Profanity0.07740857
Threat0.04233929
Severe Toxicity0.022839356
Moderate 0.38811707 Moderate Con 0.365
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)

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.