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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: "Citizens should help the government …" 12 comments
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few …
Only 18,000 deported out of 5 million illegals? That is a joke. Deportations cost money because the government is way too dumb. You don't need to chase the illegals on our dime instead a few bureaucratic steps will help line up the immigrants across Canada towards airports to flee and here we go: 1- Introduce a 3 months grace period for illegals to depart with their lute, no questions asked 2- Establish a Black-List-Database for all illegals and anyone who makes that list will never get permanent residence no matter how long they stay or even if they apply from abroad down the road 3- Introduce daily fines for overstaying or being here illegal with no ceiling including assets seizure to cover fines 4- Abolish automatic birth citizenship unless both parents are fully legal, else contact your embassy for birth certificate and fetch healthcare, school etc ..on your own dime 5- Revoke driver licenses, bank accounts, temporary SIN numbers of all illegals 6- Mandate the RCMP, Local Police, Sheriffs to check immigration status of anyone who comes in contact with law enforcement including traffic stops 7- Establish new Driver License and other documents for citizens and legal people with specific design and color etc.. 8- Introduce a toll-free number so citizens can report illegals and illegal activities 9- Impose hefty fines and jail time on employers who hire illegals including business closures 10- Limit running to office on all levels to Canadian born citizens 11- No illegal owns, buys or sells any real estate or property Do these and the longest line will be the line leading to airports so our friends CBSA can sit in the ri comfy offices processing illegals at their own pace.
Identity Attack0.27171627
Insult0.47384647
Profanity0.10797132
Threat0.013217449
Severe Toxicity0.014511578
Moderate 0.42568782 Moderate Con 0.448
Dec 23, 2025 15 likes Deportations From Canada at Their …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx …
The reality is that many Canadian citizens have been suffering in silence, struggling to survive in Canada without any help or support from the Canadian government. The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.3072352
Insult0.34032786
Profanity0.039657943
Threat0.011793415
Severe Toxicity0.0127685545
Moderate 0.3561489 Constructive 0.519
Jun 26, 2025 2 likes How Canada broke its immigration …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed …
The reality is that there are so many Canadian citizens who have been suffering in silence to survive in Canada without any help or support from the Canadian government... The irresponsible Liberal government has allowed a massive influx of fraudulent immigrants, fake international students, illegal visitors, and criminals to devastate our peaceful nation and ruin its middle-class citizens' lives without any control... There is no doubt that the Liberals' reckless immigration policy and the broken immigration system have destroyed our peaceful, prosperous, decent, and happy nation since 2015...
Identity Attack0.28883415
Insult0.3406697
Profanity0.021125201
Threat0.010964886
Severe Toxicity0.01159668
Moderate 0.3389984 Constructive 0.51
Jun 26, 2025 1 likes How Canada broke its immigration …
And this message is paid by the trustworthy CBC news media and it's affiliates who are subsidized by the federal liberal government who taxes the hell out of it's true natural born or legally immigrant …
And this message is paid by the trustworthy CBC news media and it's affiliates who are subsidized by the federal liberal government who taxes the hell out of it's true natural born or legally immigrant citizens that are always lied to from opposition government who are handcuffed by leftist government agencies or crown corporations who don't support in hiring these illegals that are sitting at home watching television on our welfare system , waiting to help us on our national tragedies , that our red cross agencies have to do ,by themselves to relieve economic and emotional distress. Is that enough brain washing and political rhetoric , or should I continue, that not only a tenth of the situations we are facing.
Identity Attack0.17381613
Insult0.24928534
Profanity0.1719469
Threat0.011430934
Severe Toxicity0.013414118
Moderate 0.30502358 Moderate Con 0.475
Sep 25, 2018 How much do refugees and …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per day to be housed in hotel room and food etc?! This is wrong as how come ppl like myself awaiting to have my knee replacement surgery I am only getting $1208 per month on disability EIA? I am sorry but I was.born and raised a true Canadian citizen from Wpg Mb Canada, I have never relocated and came back to Canada I have always remained here right from first day I was born! I lived threw our most brutal winters we have ever had and yes I lived it and still and were is my $30000 or should I say $53000, $1000 for each year born and raised here in Canada is what it should be!? These immigrants come here need to learn English language fluently both speak and listen in it as well, they should not become a Canadian citizen legally until they have resided in Canada for a substantial amount of time! A Canadian citizenship status should be earned big time no matter where you came flat out before getting any benefits of any kind and be able to buy and sell homes here too!? I find cab drivers muslems mostly very ignorant and rude talking in their language while on the job behind the wheel must add yes ppl driving you to your destination and not to mention do these.ppl stop to think maybe your clients passengers get annoyed listening to that on their ride to where ever,???? NO NO NO!! YOUR WIFE, MOTHER, FATHER OR CHILDREN WHOMEVER SHOULD NOT BE BOTHERING YOU WHILE YOU ARE ON THE JOB WORKING?! When I go to work as a nurse do you see me talking to my spouse or family members while I am helping my clients eat or bath and get dress, NO WAY YOU WOULD BE FIRED!!? Us Canadian citizens need to stand together and our tax paying money we should have a say in where it should be going not to ppl who are not from our country!?
Identity Attack0.21668483
Insult0.16846494
Profanity0.025360947
Threat0.007883795
Severe Toxicity0.008163452
Low Tox 0.26293078 Constructive 0.8
Aug 29, 2025 Why Canadians Are Turning Against …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is being invested by certain people groups that will help enrich the pockets of government or whatever the reason - has caused this country to descend to the dumps st a rate faster than it takes to say ‘Oh Canada’. As an immigrant, I have seen the degeneration within the country (particularly Toronto & GTA) in 10 years. Sometimes it feels like you’re in a different country, with a different language other than English or French, individuals who refuse to adopt the traditional Canadian lifestyle, who are allowed in with little value for system and order, allowed to procreate and ‘raise’ children who don’t appreciate the Canadian values, both born and immigrants using crime as their currency to their warped perception of wealth and an whole history of issues that impact the lives of the average law and culturally abiding citizen. Oh there’s so much more that can be said about the state of this nation, but if there are bold-faced chants about who will be ruling Canada by 2060, those that have the power to do something need to pay VERY CLOSE ATTENTION. That is not just wishful thinking. That is a threat that will come to pass if a blind eye and a deaf ear is turned which, the government seems bent on doing. A word to the wise is sufficient.
Identity Attack0.116281845
Insult0.1823172
Profanity0.041160982
Threat0.007948523
Severe Toxicity0.0059127808
Low Tox 0.25462922 Constructive 0.677 Policy_Critique
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most were not war areas refugees (Yes I know there are other types of refugees). I only encountered few refugees from war areas. ONLY 1 person from Iraq, about 2 families were from Afghanistan, 1 couple from Pakistan(I doubt they were real refugees they spoke fluent English, maybe political refugee), and a most from African countries. Its too far for real refugees to get here. Its Easier for them to go to other countries nearby or Europe. MOST SEEM TO BE ECONOMIC REFUGEES. Most were coming from Africa. Some are coming from Latin America, which shouldn't be happening. Once they showed up at our doorstep and we processed them into the system, they were immediately in the same class as a Canadian resident homeless person if they were making a refugee claim. We get money to house and feed them (from the government), and they are given a stipend for basics from the government processed through the Social Assistance/ Welfare system (they get less than a resident/citizen I think.). They then have to get their case processed by the refugee board, and most seem to get in. I've only heard of few getting sent back. One person I know at our facility, was given a subsided social housing apartment after a year in our facility. So they went straight from a shelter to a government/city owned subsidized apartment. (Didn't seem like it was a issue for the housing worker...they didn't report it (if they were not the ones that helped the person to get it), they were white, the housed person was Latin. This refugee claimant, and then month or two new Canadian resident person was given an apartment in a prime area of the city, instead of the 1000's of Canadians, those who came before them, and born Canadian citizens on an extremely long waiting list. How this was allowed to happen I don't know. The person was probably sucking on someone's straw. I'm just trying to think the barriers these people have to go through to get a job here. We are far removed from the time of the 80's and 90's., and housing and jobs are so hard to get. Lol the "Canadian government asks them to repay the traveling cost to Canada if they are sent back"....I wonder how much the government recoups?.....more like 0 probably. What a bunch of crap. How do you demand someone to repay their flight cost when they get back to their country?
Identity Attack0.2783691
Insult0.09124154
Profanity0.027137227
Threat0.0089712385
Severe Toxicity0.007858276
Low Tox 0.24603334 Constructive 0.81
May 24, 2018 9 likes How much do refugees and …
Please deport those involved. As a former landed immigrant turned Canadian citizen years ago, I urge the Canadian government to arrest and deport everyone involved in such behaviour. This country must remain peaceful and save …
Please deport those involved. As a former landed immigrant turned Canadian citizen years ago, I urge the Canadian government to arrest and deport everyone involved in such behaviour. This country must remain peaceful and save for everyone. When we come to Canada we must intend to help build and maintain a stable society not tear the country apart and put others at risk. It’s time to get rid of all criminal elements within the borders of Canada. Canada shouldn’t be a gangster paradise. No one has the right to come to Canada and disturbed the peace and stability we all enjoyed. Please deport all the trouble makers, drug dealers and gangs. Don’t even waste taxpayers dollars keeping those criminals in prison, when they’re caught and proven guilty, please deport immediately.
Identity Attack0.06385879
Insult0.06529768
Profanity0.015249812
Threat0.043955702
Severe Toxicity0.0043296814
Low Tox 0.15656179 Constructive 0.669 Call_To_Action
Feb 22, 2026 Canadian immigration officers investigating hundreds …
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We …
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We paid taxes from the day one that made us true Canadian citizens. Which I’m a very proud of. In my street two houses own by East Indians They don’t take care of their properties like us taking care of our property. Should I assimilate in to there’s way of life ? Or they should assimilate into our society? The answer to this question is very simple . Assimilate to our way of life or move back to India.
Identity Attack0.10221587
Insult0.04383647
Profanity0.016001316
Threat0.00713294
Severe Toxicity0.0034332275
Low Tox 0.11652588 Constructive 0.733
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Citizens should help the government call IRCC or RCMP if they found someone doesnt have a legal papers to stay in Canada they will destroy this country.
Citizens should help the government call IRCC or RCMP if they found someone doesnt have a legal papers to stay in Canada they will destroy this country.
Identity Attack0.030433474
Insult0.02982438
Profanity0.013610168
Threat0.04686524
Severe Toxicity0.0033187866
Low Tox 0.11388343 Moderate Con 0.363 Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 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.