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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: "Coming here after the new …" 136 comments · Page 6 of 6
come to auckland new zealand bro , same story here even tho we on the other side of the world, or go to australia
come to auckland new zealand bro , same story here even tho we on the other side of the world, or go to australia
Identity Attack0.025203101
Insult0.015568925
Profanity0.02071529
Threat0.009722093
Severe Toxicity0.0024986267
Low Tox 0.056016337 Constructive 0.548 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part …
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part of Walmart but I only seen one actual Canadian born worker... Sure it can be said it's assumption on my part but I am confident with my assumption based on what I saw. Our public transportation ( bus ) there's only 4 Canadians left. Now our busses speed, don't give time for people to get on safely.... accidents almost daily. And from what I heard there has to be a shuttle bus on standby because the new drivers just make false claims of accidents and issues so shuttle has to come and pick up the people on the bus to finish the route. Our rental market is far and thin. Our homeless is Canadians NOT foreign. And we are seeking illicit activities and mind altering chemicals to deal with the stress of life more and more each day. Concerns me my son and daughter have to grow up like this. I fear for them and their future in a country that I once believed in. I'm not racist I try my best to treat everyone fairly and equally. But Canada is changing and it's causing great impact we can't handle.
Identity Attack0.02138452
Insult0.024511116
Profanity0.015728042
Threat0.007832011
Severe Toxicity0.0019836426
Low Tox 0.054779384 Constructive 0.835
Aug 31, 2025 4 likes Why Canadians Are Turning Against …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll back" their beliefs to a previous version, if even one or two charismatic new immigrants start fomenting those beliefs. The very thing could undermine itself, so there should be tighter bordres. The people who've been there since 1979 don't have to leave.
Identity Attack0.028886627
Insult0.016860934
Profanity0.010245483
Threat0.0067186756
Severe Toxicity0.0012588501
Low Tox 0.044636376 Constructive 0.551 Fear_Threat
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
keep voting carney or whoever comes up as the new liberal leader y'all
keep voting carney or whoever comes up as the new liberal leader y'all
Identity Attack0.0047172266
Insult0.018967867
Profanity0.012995303
Threat0.007741391
Severe Toxicity0.0012207031
Low Tox 0.03969839 Low Con 0.177
Jan 13, 2026 Canada’s new rules in 2026
Come to New Zealand and you'll see exactly the same. Probably a similar experience in many western countries sadly
Come to New Zealand and you'll see exactly the same. Probably a similar experience in many western countries sadly
Identity Attack0.015154205
Insult0.012680908
Profanity0.012585391
Threat0.006874025
Severe Toxicity0.0011539459
Low Tox 0.032627538 Moderate Con 0.5
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. …
Well Visa expires but those people have update their status and already has new one some of them got PR. But still their visa expired that means that’s also come into this number 2.9M visas. Yes there are some people overstaying and need to be removed otherwise there will be problems. But let’s just keep our facts right
Identity Attack0.004088263
Insult0.009678889
Profanity0.012107162
Threat0.009929225
Severe Toxicity0.0012588501
Low Tox 0.025085296 Constructive 0.603 Policy_Critique
Jan 19, 2026 2.9 million Canadian temporary visas …
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather …
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather than complain about it.
Identity Attack0.001655654
Insult0.013174911
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.0005245209
Low Tox 0.024849601 Constructive 0.601 Moral_Argument
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Yes. "Maybe I won't come to Quebec" is the point of the new policy. Good!
Yes. "Maybe I won't come to Quebec" is the point of the new policy. Good!
Identity Attack0.007547563
Insult0.009355888
Profanity0.009596458
Threat0.007197669
Severe Toxicity0.0009536743
Low Tox 0.022846194 Moderate Con 0.418
Nov 23, 2025 8 likes Quebec Ends Economic Immigration Program …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
Oh there’s plenty of new laws and rules coming with Xi-Carney.
Oh there’s plenty of new laws and rules coming with Xi-Carney.
Identity Attack0.002552852
Insult0.010438894
Profanity0.011458136
Threat0.0067898775
Severe Toxicity0.0008869171
Low Tox 0.019351736 Low Con 0.136
Jan 17, 2026 Canada’s new rules in 2026
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 likes

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.