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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 #}

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Active: "If you are uneducated and …" 37 comments · Page 2 of 2
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the …
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the hate rising. You have flood the country with unqualified and uneducated student immigrants and it’s making the rest of us who have been here 40 years scared. Immigration should be a mechanism that is used with high level discretion and sparingly not a replacement mechanism that fuels fear, hate, repulsion. 😟
Identity Attack0.32768643
Insult0.17610447
Profanity0.029596692
Threat0.009722093
Severe Toxicity0.010375977
Moderate 0.32074678 Constructive 0.743 Personal_Narrative
Sep 28, 2025 1 likes IRCC Names India in Study …
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South …
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South Indians? Where are even the North Indians? You bring only Punjabis; you exclusively bring rural, uneducated Punjabis, who aren't even 1% of the Indian population, for vote bank purposes. Then you complain about Indians. Whose fault is that?
Identity Attack0.37879246
Insult0.16853803
Profanity0.034146797
Threat0.009851551
Severe Toxicity0.01322045
Moderate 0.31963667 Moderate Con 0.436
Nov 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tired also of A HUGE GROUP UNEDUCATED THAT SCREAMS INTO PEOPLES FACES IT'S THEIR LAND ( moved here by uk late 1800's)' WHERE NO LAW ENFORCEMENT IS REQUIRED ONLY TO KEEP LAW AS ABUSERS ' …
Tired also of A HUGE GROUP UNEDUCATED THAT SCREAMS INTO PEOPLES FACES IT'S THEIR LAND ( moved here by uk late 1800's)' WHERE NO LAW ENFORCEMENT IS REQUIRED ONLY TO KEEP LAW AS ABUSERS ' NOT ACCOUNTABLE BIENG IN RINGS OF GOV THAT HAVE PORTFOLIOS AND SEATS IN HOUSE OF PARLIAMENT [ IE : OF AUTO INDUSTRY ] THAT SELLS MILLIONS OF DOLLARS OF IT STOLEN from and by paid terrorists from OFF SHORE to sell off shore THAT OVER PURCHASE IN PRODUCTION ABSORPTION ABILITY WITH NO VIABLE MEANS OF CREDIT TO PROVE IT = TO BE A DISTRACTION OF TERRORISM TO HAVE SENATE SEAT DOORS OPEN TO USA 5TH AMENDMENTS TO PROSTITUTED LAWS OF NO ACCOUNTABILTY IN TRAFFICKING AND ABUSEMENT AS THE ENTITLEMENT AND PRIVELEDGE HELD IN A PALISTINIAN STATE OF PRISON POLICIES IN AND ON COMMON GROUND TO UK PARLIAMENT IN CANADA, DEPENDANT ON RESOURCES AND REVENUE USED TO BRIBE FOREIGN COUNTRIES TO TRADE DRUGS FOR WEAPONS AND.....NO ONE NOTICES 600,000 CHILDREN MURDERED AS A RITUALISTIC RIGHT FOR " APPEASING " A DISGUSTING MORON ZIONIST THAT HAS NOTHING TO DO WORSHIPPING SATAN BUT HAS EVERYTHING TO DO WITH " FORCING" A FALSE POWER THAT INITIATES BRUTALITY AS TO "OBEYED" - NOT GUIDED BY EDUCATION TO SUCCESS ( OF A FAMILY - A TINY FAMILY OF 3 OR 4 BUT GIVE WAY FOR POVERTY WHORES TO BE RULER OF STATGITORY RAPES AND PREGNANCIES WITHOUT CHILD SUPPORT AS A NORM STRIPPING MEN OF SELF RESPECT, DIGNITY, PHYSICALLY AGILE - RATHER THEY ARE BLADED BY CUTTING THEIR LINEAGE SHORT TO RAPE THEIR AMOUNTS EARNED OR CHILDREN TO " NOT" BE ABLE TO LAY ROOTS FOR HERITARY RIGHTS OF STABILITY - EVEN JUST A $30,000.00 /CDN MONITARY OF A FAMILY FOR EDUCATION FUNDS FOR THEIR CHILDREN ARE SELECTED FOR ONLY A CERTAIN TYPE TO GROW TOWARD AND INTO 2ND LEVEL EDUCATION RIGHTS, 3RD LEVEL MEDICAL, 4TH LEVEL ARCHITECTURE, 5TH LEVEL LAW, ETC IE; LOGISTICS AIRPORTS AND SECURITY AIR WATER GROUND ETC - IN A GIC OR SAVINGS ACCOUNT CAN BE FALSELY OUT BIDED BY EXSCUSING DURATIONS OF EMPLOYMENT OF THAT INDIVIDUAL " FAMILY" : . #8 - 11:20 PALISTINIAN ROLL ( NWT '- UK) WITH THE HITLER WACK ( USA ) PALI STACK HIT WITH A WAK. 2:00 2:00 2:00 2:00 2:00 2:00 2:00 2:00 2:00 2:00 F THE FUCK OUT AND PLANKED!! GET OUT SAUDI DON'T OWN THIS HEMISPHERS RESOURCES NEITHER DOES RUSSIA. 2:00 2:00 2:00 2:00 2:00 2:00 2:00 MY LAND IS MINE - NOVS SCOTIA - CROWN OF SCOTLAND - NOT UK NOT CANADA NOT USA F THE FUCK OUT AND F U - TOO!! 20:32 20:32 20:32 20:32 20:32 8/27/2025 20:32 20:32 20:32 20:32
Identity Attack0.050443888
Insult0.27146968
Profanity0.059948977
Threat0.012440704
Severe Toxicity0.01322045
Moderate 0.31547862 Moderate Con 0.306
Aug 28, 2025 Why Canadians Are Turning Against …
Uneducated panel who are answering questions, shame on carney who hired these panel
Uneducated panel who are answering questions, shame on carney who hired these panel
Identity Attack0.008028535
Insult0.26957804
Profanity0.02344803
Threat0.006925808
Severe Toxicity0.003929138
Low Tox 0.2854835 Low Con 0.154
Sep 30, 2025 IRCC Names India in Study …
The main reason for bad behaviour in Brampton is the kind of uneducated people from Punjab getting in there using illegal means. I know many people from Punjab who've honge into Canada who cannot speak …
The main reason for bad behaviour in Brampton is the kind of uneducated people from Punjab getting in there using illegal means. I know many people from Punjab who've honge into Canada who cannot speak 3 lines in English properly.
Identity Attack0.25986546
Insult0.21368977
Profanity0.015079016
Threat0.006686311
Severe Toxicity0.005455017
Low Tox 0.27525392 Constructive 0.65 Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
The problem is that we keep recieving people who are immigrating as "students" from fake schools and they are uneducated unskilled and when they get the managerial positions, they only hire thier own.
The problem is that we keep recieving people who are immigrating as "students" from fake schools and they are uneducated unskilled and when they get the managerial positions, they only hire thier own.
Identity Attack0.1508922
Insult0.16802633
Profanity0.022286616
Threat0.009074804
Severe Toxicity0.00579834
Low Tox 0.25462922 Moderate Con 0.347
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their …
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their own rules and the way they did things from the country of origin. if they throw trash in the streets where they use to live they throw trash in the streets in the host country.. and again as I said on another video of yours, we use to have a sustainable model that took in high value people (most of the time) now with the liberals they have brought in everyone including criminals, those who refuse to speak English, those who want to keep the way of life they had elsewhere, uneducated, and going to fake schools that are only there to get people here on student visas. their culture is one of scams, racism, do we have good east Indians? yes 100% I have met many that I love, but over these past few years the ones who have taken over.. no.. they do not have any respect for us or even those East Indians that have been here for generations.
Identity Attack0.15731181
Insult0.107333586
Profanity0.09324962
Threat0.008841781
Severe Toxicity0.009841919
Low Tox 0.24924077 Constructive 0.705
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to …
Canada had a sizeable Indian population always and it was not an issue till Trudeau took power and mass imported millions esp military aged men from Panjab /rural Northern India so he could cater to his Sikh /Khalistani vote who are an extremely powerful lobby in the Canadian govt, every party in Canada has high ranking Khalistani politicians. The liberal yt elite Canadian govt sold its working and middle class ( who are largely white Canadians) for a 3rd world servile class which would keep them in power forever but it comes at the cost of massive collapse of social cohesion, falling wages and massive cultural shifts. When I visited Toronto, an Indian fast food worker said he was giving me an extra BBQ sauce as a favor and would charge for the second, I called the manager too school this moron and she was also shocked , when you mass import million of 3rd world largely uneducated Indians they mentally still think the are in India
Identity Attack0.24293575
Insult0.113185234
Profanity0.021535112
Threat0.008712323
Severe Toxicity0.006980896
Low Tox 0.2396185 Constructive 0.577 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not about votes. It’s to water down / destroy Christian morality. You can’t easily control an educated, moral people with integrity. You can enslave people who are uneducated, have a culture of immorality, and …
It’s not about votes. It’s to water down / destroy Christian morality. You can’t easily control an educated, moral people with integrity. You can enslave people who are uneducated, have a culture of immorality, and that feel their pay check and freedom come from the government. Education in this context is the workings and history of this country.
Identity Attack0.23239216
Insult0.07333439
Profanity0.019553876
Threat0.03235042
Severe Toxicity0.0064468384
Low Tox 0.2359567 Moderate Con 0.35 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
This is terrible and I don't understand why the government would only take Indian students about 90% of the international students were from India and uneducated and non-verified credentials. I don't understand was the government …
This is terrible and I don't understand why the government would only take Indian students about 90% of the international students were from India and uneducated and non-verified credentials. I don't understand was the government too much worried about the money they will be bringing I don't understand like this has the real Cause of the trouble for everyone why you only would take so much of the Indian students why not the rest of the world if you really want to help your new your universities to pay off their salaries and run and those new Indian breed that is coming they are really not ready to come to the Canada illiterate people.
Identity Attack0.11976352
Insult0.077136256
Profanity0.06946823
Threat0.010757755
Severe Toxicity0.00705719
Low Tox 0.20839658 Constructive 0.605
Sep 29, 2025 IRCC Names India in Study …
18000 uneducated farmers = no tax revenue and no progress. Now Brampton has it's own GDP that is greater than some European countries.
18000 uneducated farmers = no tax revenue and no progress. Now Brampton has it's own GDP that is greater than some European countries.
Identity Attack0.02138452
Insult0.053205602
Profanity0.0113215
Threat0.006168481
Severe Toxicity0.0017356873
Low Tox 0.10566349 Moderate Con 0.314 Economic_Argument
Dec 16, 2025 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.