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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: "You will lose your country" 38 comments · Page 2 of 2
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 …
The lawyer is a funny guy .. looks like they make a lot of money with this people and want not lose the business 😂. Temporary means you are here for a serrated time period. …
The lawyer is a funny guy .. looks like they make a lot of money with this people and want not lose the business 😂. Temporary means you are here for a serrated time period. Is this over there are 3 options … 1st get a visa extension … 2nd get your PR ( if you fulfill the criteria ) 3rd leave the country. And one thing more Canada own you nothing! No Canada gave you a chance to come here to this country temporarily! You know from the beginning what this means. Don’t cry and say how bad Canada is ..
Identity Attack0.022791367
Insult0.0838533
Profanity0.025770858
Threat0.007832011
Severe Toxicity0.0035476685
Low Tox 0.16245349 Constructive 0.539
Jan 15, 2026 8 likes 2.9 million Canadian temporary visas …
Immigrants aren't the problem. The problem is when they don't integrate or adopt local customs, when they form ghettos. That's not immigration, it's invasion. If you choose to live in another nation, out of respect …
Immigrants aren't the problem. The problem is when they don't integrate or adopt local customs, when they form ghettos. That's not immigration, it's invasion. If you choose to live in another nation, out of respect and gratitude to the nation that welcomed you, you must integrate, be part of, assimilate—without losing your roots, of course, but adapting. I am from a country of immigrants (Argentina). My ancestors were Spanish (Galician/Catalan), Italian, German-Jewish, and Polish, and they all assimilated, adopting Spanish-language and Argentine customs without losing their roots.
Identity Attack0.12735364
Insult0.053205602
Profanity0.027410502
Threat0.0074954215
Severe Toxicity0.0049591064
Low Tox 0.16158698 Constructive 0.785
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified people by taking money from them and creating fake student permits for them. The issue with that is that these people are OK with subpar living standards and offer their services for less than minimum wage and this creates a shadow/ cash-based economy where taxes go unreported and quality of life does not improve. This is not good for anyone- not the Canadians and older immigrants who lose jobs to these people and must pay higher taxes to maintain the infrastructure needed for a larger population. Not to mention how these new immigrants are a bit uncultured and almost like the "red-necks" of India- they throw garbage around, do not learn English, never make friendships with other races/ethnicities.
Identity Attack0.054763943
Insult0.076819435
Profanity0.022559889
Threat0.0067834044
Severe Toxicity0.002861023
Low Tox 0.15158679 Constructive 0.775 Policy_Critique
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." …
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." This initiative began in 2015 under the leadership of Justin Trudeau, who is often perceived as a puppet of the World Economic Forum (WEF). Your vote is overshadowed by the large cities that are controlled by liberals. If you want a glimpse of Canada, look at what's happening in England right now. If nothing changes, that could be the future of this country!💯
Identity Attack0.027815815
Insult0.07555214
Profanity0.019690514
Threat0.00789674
Severe Toxicity0.0025367737
Low Tox 0.14429577 Constructive 0.639 Unverified_Claim
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Canada should help their people and stop worrying about other countries If Canada wants to stop these people from coming to Canada then Canada should put money on cellphones and anyone with family in another …
Canada should help their people and stop worrying about other countries If Canada wants to stop these people from coming to Canada then Canada should put money on cellphones and anyone with family in another country has to pay more tax The reason people from other countries are in Canada is so canadians make money off selling things to them Not to remove them They pay tax so we have services and Canada helps Canadians Canadians are not helping canadians They're using foreigners as an excuse for them to not help canadians and making us lose money
Identity Attack0.10221587
Insult0.06250052
Profanity0.017299367
Threat0.0076766624
Severe Toxicity0.0038337708
Low Tox 0.14256015 Moderate Con 0.389
Dec 30, 2025 1 likes Deportations From Canada at Their …
The globalist WON... it is now IMPOSSIBLE for the global landmass formally known as "canada" to recover. These people will out breed us 4 to 1 AT LEAST. Even if the invasion was to be …
The globalist WON... it is now IMPOSSIBLE for the global landmass formally known as "canada" to recover. These people will out breed us 4 to 1 AT LEAST. Even if the invasion was to be stopped IF the liberals lose in 4 years it's too late. The worlds second largest country will be occupied and owned by the worlds 1st and 2nd largest populations... india and china. The irony of "canada" which has worlds largest untapped resources of oil, natural gas, minerals, forestry, tourism being in the hands of INDIA AND CHINA is laughable. The liberals/ndp/globalist have zero foresight, literally zero! India and china will rape this land and it's people, they will drain Lake Louise just for lost coins. If the natives think they will abide by some land treaty they are kidding themselves. 10 MILLION invaders per YEAR is nothing for these 2 countries. CANADA IS DESTROYED, IT'S ONLY A MATTER OF TIME.
Identity Attack0.04564415
Insult0.0638991
Profanity0.017162729
Threat0.008414571
Severe Toxicity0.0038337708
Low Tox 0.13388206 Moderate Con 0.318 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Enough is enough… we are losing our country 😢
Enough is enough… we are losing our country 😢
Identity Attack0.017063495
Insult0.028392024
Profanity0.014054239
Threat0.008259222
Severe Toxicity0.002670288
Low Tox 0.11109332 Moderate Con 0.395
Aug 28, 2025 3 likes Why Canadians Are Turning Against …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Here's the root of most of the problems, its gov. policy, you take in a million new people a year, give them everything and your dollar ends up losing value, so even though your working …
Here's the root of most of the problems, its gov. policy, you take in a million new people a year, give them everything and your dollar ends up losing value, so even though your working hard, you cannot get ahead in this country. So you end up going into a debt that you can't pay off and the problems increase. Taxes go up value of the dollar keeps going down, so in the end its a no win situation for most of the general population and its the same when you retire, you get an income that's not enough even to pay for rent in the city you were brought up in. This is a very serious problem and gov. does not seem to do anything about it, food banks are overwhelmed along with medical staff, food prices and rents have gone out of sight as far as prices are concerned. We have a national debt that never gets paid and a gov. that spends more money than it takes in in taxes. And a dollar thats going to H in a handbasket. Too much crime, too much violence, too many traffic jams and too much drug use. I have written to this liberal gov. and told them how to fix these problems but they don't listen, their agenda is with the WEF, you will have nothing and you will be happy, right, no. Canada is now a bankrupt country and going to a third world status, I guess you get what you vote for and I did not vote for this gov. to ruin the country. Hey note that this is just the start, its going to get a whole lot worse down the road as we all suffer another great depression, then things really get bad.
Identity Attack0.008176526
Insult0.029163294
Profanity0.017982552
Threat0.0068869707
Severe Toxicity0.0017166138
Low Tox 0.0665887 Constructive 0.691 Economic_Argument
Aug 28, 2025 6 likes Why Canadians Are Turning Against …
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not …
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not everyone is fit to work in construction) So we sent 5% of the country away, mostly to Canada. Most everyone who emigrated was fit and of working age. A lot of them where farmers. Twenty years later there was a massive labour shortage. Our country needed fit men of working age. So we got immigrants.
Identity Attack0.02048012
Insult0.022964163
Profanity0.01309778
Threat0.0069905366
Severe Toxicity0.0016498566
Low Tox 0.056758508 Constructive 0.628 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of living here, but not to embrace the culture that makes this country great. It feels like we’re losing a battle most people didn’t even realize was happening. A government is meant to serve its people, yet it often feels like ours is working against us.
Identity Attack0.0063266335
Insult0.015644927
Profanity0.010774951
Threat0.0063367756
Severe Toxicity0.0007343292
Low Tox 0.029092113 Constructive 0.718 Personal_Narrative
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
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.