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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: "The first guy with the …" 41 comments · Page 2 of 2
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your …
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your policy has failed somewhere. Psychologically speaking human would naturally gravitate towards people they have similarities(language, color, likes & dislikes, etc) with and congregate as a "tribe" for warmth & security. Just put one white person alone in the middle of an Indian market at rush hour, i promise you they'd run to the first white person they spot for "security", now tell that one guy that he has to live in India for the foreseeable future and that he has a choice of living in any area of that city and he learns that there a part of town where most of the white people live, where do you think he'll go?
Identity Attack0.2764353
Insult0.07840354
Profanity0.027547138
Threat0.008789998
Severe Toxicity0.0059890747
Low Tox 0.2359567 Constructive 0.665 Policy_Critique
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The bizarre thing is, why didn't the Dutch and Portuguese guys stay in their own country in the first place? They would have been far better off. They are immigrants themselves....
The bizarre thing is, why didn't the Dutch and Portuguese guys stay in their own country in the first place? They would have been far better off. They are immigrants themselves....
Identity Attack0.23011416
Insult0.06267534
Profanity0.022013342
Threat0.0069516995
Severe Toxicity0.0049591064
Low Tox 0.20219094 Moderate Con 0.332
Oct 21, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
As a First Nation member to treaty 7, it so bad on some reserves that East Indians are trespassing on the reservation and try to give anyone a ride/kidnapped to who knows where. They mainly …
As a First Nation member to treaty 7, it so bad on some reserves that East Indians are trespassing on the reservation and try to give anyone a ride/kidnapped to who knows where. They mainly target indigenous women and children. I know that a member from the community shot at one that was trespassing on reserve land we have weird Municipal laws so the guy who shot didn’t get charged
Identity Attack0.10221587
Insult0.047935467
Profanity0.023652986
Threat0.13279422
Severe Toxicity0.007972717
Low Tox 0.18079062 Constructive 0.656 Unverified_Claim
Jan 27, 2026 13 likes Inside Canada's Indian Invasion...
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, I can safely say you guys are losing your amazing country. My permit was not approved and you know what, I am not even mad. I see a lot of these people leeching off your government and for some reason they get preferential treatment over people like me who come to do things honestly, work, study, and adding to the country instead leeching from it. Like I said, I first came to Canada a little over 10 years ago, and I am telling you this country is changing for the worse. One thing I also noticed is how back then I always used to hear the memes of Canadians being nice and always saying "sorry". Those memes no longer exist. I know it doesn't say much, but what I am trying to say here is: The quality of the Canadian citizen is 100% decreasing.
Identity Attack0.08004672
Insult0.081508696
Profanity0.054437835
Threat0.007909686
Severe Toxicity0.0048446655
Low Tox 0.1798404 Constructive 0.756
Sep 29, 2025 10 likes IRCC Names India in Study …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything I'm reading here is exactly what people once said about Irish and Italians. Give everyone some time to learn what being Canadian is all about. For the record I'm white and I've lived all my life, but I don't live in Barampton. I'm also first generation in this country, but I get a pass because my parents came here from Scotland, not India. That's not fair.
Identity Attack0.16587129
Insult0.054376744
Profanity0.058946952
Threat0.008893564
Severe Toxicity0.0062561035
Low Tox 0.17111848 Constructive 0.847 Moral_Argument
Sep 20, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Being Canadian means nothing anymore. Compliments of a guy who once said “Canada will be the first post national country with no core identity or culture”
Being Canadian means nothing anymore. Compliments of a guy who once said “Canada will be the first post national country with no core identity or culture”
Identity Attack0.1508922
Insult0.056133457
Profanity0.013473531
Threat0.0069646453
Severe Toxicity0.003929138
Low Tox 0.16591948 Low Con 0.219 Identity_Assertion
Feb 18, 2026 7 likes LILLEY UNLEASHED: The fall of …
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many …
8:57 let these guy know most of these are students paying 3 times higher fees on which ur universities run and local students have to pay less fees just look at the numbers how many universities shut down when students stopped to come secondly students pays 3 times higher fees and 20000$ to gic with stays with Canadian bank for two years and secondly which money u are talking do u have any document that government gives free money? There is difference between refugees and students, this polish guy him self is on road half naked and talking about others are dirty firstly go and fcng take shower
Identity Attack0.025404079
Insult0.07967083
Profanity0.028093686
Threat0.007586042
Severe Toxicity0.004272461
Low Tox 0.16331999 Constructive 0.606
Sep 19, 2025 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)
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably …
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably from Punjab and will always be Punjabi
Identity Attack0.09741807
Insult0.04149419
Profanity0.025634222
Threat0.007935578
Severe Toxicity0.004272461
Low Tox 0.12260055 Constructive 0.518 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own …
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own language amongst themselves. Even the new manager speaks Hindi. Work conditions have worsened because these people are willing to do much more for low wages. They drive erratically and treat the country like their playground to make money. This is the future of Canada.
Identity Attack0.09576365
Insult0.04032305
Profanity0.011628932
Threat0.006427396
Severe Toxicity0.0023555756
Low Tox 0.11316007 Constructive 0.654
Sep 22, 2025 1,585 likes Inside Canada's Indian Metropolis (Brampton)
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a …
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a non-integrated community. This is not unique to Canada. Usually first generation immigrants who came in the 70s, 80s and 90s (and 2000s in case of mainland Europe) were treated quite poorly, not given enough opportunities and looked down upon. But they kept their heads down and worked hard with a resolve that their children would be of equal stature. While doing so they created networks and support systems that will help them survive and eventually thrive. This network worked very well for a while untill new generation immigrants came in and became a part of the network but had no idea what went in creating that safe space to begin with. Thus the clashes!
Identity Attack0.056582913
Insult0.053791173
Profanity0.022354934
Threat0.009644418
Severe Toxicity0.003490448
Low Tox 0.112953395 Constructive 0.81
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more …
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more immigrants in such program when even thousands of locals were and are struggling to find jobs? For the last 6 years I made a career in Private security ; I became an officer Liutenant at least I tried ; but now a days I don’t even have a job in security anymore ; too many immigrants applying for the same job / and frankly they do not care if the remuneration is only 21$ an hour / so officers can’t afford to work for less than 27$ ; because they have 6 years experience and more : it’s logical / however , comes an Arabic guy ; who quit the job he came here to do under the program , now he is looking for his first job out here in the real market ( does 80 hours training to get a BSP ) the guy had a college degree or university on something else ; and magically he becomes an officer with no experience for $24 dollars an hour And any security company accepts him 🤷‍♂️ Conclusion : true experienced security professionals officers who built their careers from the bottom all the way up Don’t have a job anymore Remember , officers aren’t unionized 🤷‍♂️
Identity Attack0.0775651
Insult0.04032305
Profanity0.016172111
Threat0.006861079
Severe Toxicity0.0030136108
Low Tox 0.112850055 Constructive 0.794
Dec 10, 2025 Quebec Ends Economic Immigration Program …
TAKE CARE OF YOUR OWN FIRST! HOmeless, the middle class struggling to get by and these guys get the red carpet.
TAKE CARE OF YOUR OWN FIRST! HOmeless, the middle class struggling to get by and these guys get the red carpet.
Identity Attack0.010063417
Insult0.030265106
Profanity0.01173141
Threat0.0075083673
Severe Toxicity0.0018310547
Low Tox 0.083999306 Low Con 0.271
Nov 20, 2018 31 likes How much do refugees and …
When you first come here how did that Polish guy work? you are not allowed to work until you get residency... that policcy is to protect Canadian jobs
When you first come here how did that Polish guy work? you are not allowed to work until you get residency... that policcy is to protect Canadian jobs
Identity Attack0.051126
Insult0.023221988
Profanity0.011902207
Threat0.0065633263
Severe Toxicity0.0018787384
Low Tox 0.08241652 Moderate Con 0.412 Policy_Critique
Sep 30, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
Where do they get this 80k the guy says in the intro. I think the first time an immigrant applies for any assistance they get deported along with all attached to their application to come …
Where do they get this 80k the guy says in the intro. I think the first time an immigrant applies for any assistance they get deported along with all attached to their application to come here. This is because they need to prove they can support themselves to come here.
Identity Attack0.031722516
Insult0.014580919
Profanity0.011560614
Threat0.00704232
Severe Toxicity0.0012159348
Low Tox 0.049089402 Moderate Con 0.435
Sep 11, 2025 Why Canadians Are Turning Against …

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.