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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: "And the liberals will do …" 1,410 comments · Page 40 of 57
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Identity Attack0.08749158
Insult0.054376744
Profanity0.017572641
Threat0.012906751
Severe Toxicity0.0038909912
Low Tox 0.119997114 Constructive 0.744 Comparative_Framing
Oct 11, 2025 IRCC Names India in Study …
Mass arrests, pull them over and ask them for ID. We are at a breaking point in this country. No jobs, bad economy stagnant growth. The same old politics playing between liberals and conservatives has …
Mass arrests, pull them over and ask them for ID. We are at a breaking point in this country. No jobs, bad economy stagnant growth. The same old politics playing between liberals and conservatives has cost the Canadian people a lot. We are getting tired!!
Identity Attack0.019776696
Insult0.03768798
Profanity0.013029462
Threat0.040638234
Severe Toxicity0.003566742
Low Tox 0.1182615 Moderate Con 0.455
Sep 29, 2025 12 likes IRCC Names India in Study …
Best case scenario, it will take us 20-30 years to bring the immigration numbers to sustainable levels, and to restore the faith in the system. But realistically, the mess Liberals created, will impact us for …
Best case scenario, it will take us 20-30 years to bring the immigration numbers to sustainable levels, and to restore the faith in the system. But realistically, the mess Liberals created, will impact us for generations to come.
Identity Attack0.04667538
Insult0.061451588
Profanity0.015420608
Threat0.007197669
Severe Toxicity0.0023269653
Low Tox 0.1182615 Constructive 0.532 Policy_Critique
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
...and the liberals continue saying "what? no... there is no problem in Canada, everything is fine... Lets send some billions to Ukraine and Palestine, Canadians dont need it anyways..."
...and the liberals continue saying "what? no... there is no problem in Canada, everything is fine... Lets send some billions to Ukraine and Palestine, Canadians dont need it anyways..."
Identity Attack0.10221587
Insult0.030816011
Profanity0.013405213
Threat0.008259222
Severe Toxicity0.0034332275
Low Tox 0.11739369 Low Con 0.26
Aug 25, 2025 Why Canadians Are Turning Against …
That answer by tge leader of the liberals was to rage bait Canadians with TDS. Cant we get a vaccine for TDS? This disease is apparently far worse than the plandemic was
That answer by tge leader of the liberals was to rage bait Canadians with TDS. Cant we get a vaccine for TDS? This disease is apparently far worse than the plandemic was
Identity Attack0.03636306
Insult0.06267534
Profanity0.013951761
Threat0.008259222
Severe Toxicity0.002784729
Low Tox 0.11739369 Low Con 0.258 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Canadian liberals are tearing us apart by creating massive identity groups, rather than bringing us together into a common culture. The deterioration is real.
Canadian liberals are tearing us apart by creating massive identity groups, rather than bringing us together into a common culture. The deterioration is real.
Identity Attack0.07094744
Insult0.05086332
Profanity0.012073003
Threat0.0074048014
Severe Toxicity0.0023269653
Low Tox 0.11652588 Moderate Con 0.353
Oct 12, 2025 Why Canadians Are Turning Against …
No, what divided the country was Canada's loose immigrant program under the Trudeau Liberals. Over a period of 10 years our population went from 35 million to 41 million people, mostly through immigration. That is …
No, what divided the country was Canada's loose immigrant program under the Trudeau Liberals. Over a period of 10 years our population went from 35 million to 41 million people, mostly through immigration. That is an approximate increase of 17%. This increase caused problems with housing, health care, jobs and increased cost to taxpayers because of costs associated with providing services to fake asylum seekers.
Identity Attack0.0543092
Insult0.062150877
Profanity0.011509376
Threat0.0063626673
Severe Toxicity0.0019454956
Low Tox 0.11652588 Constructive 0.718 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
Justin Trudeau and his liberal party are most of the reason Canada is not the country it used to be.
Justin Trudeau and his liberal party are most of the reason Canada is not the country it used to be.
Identity Attack0.04538634
Insult0.06512285
Profanity0.01128734
Threat0.0065180166
Severe Toxicity0.0026893616
Low Tox 0.11652588 Low Con 0.286
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
still goes on because the liberal elites have gated communities
still goes on because the liberal elites have gated communities
Identity Attack0.053399716
Insult0.03885912
Profanity0.023243073
Threat0.008466354
Severe Toxicity0.002746582
Low Tox 0.11440011 Low Con 0.139 Unverified_Claim
Feb 17, 2026 30 likes LILLEY UNLEASHED: The fall of …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
that's the result from the Canadian government start switching from the Chinese students. congrats Liberals Party😂😂
that's the result from the Canadian government start switching from the Chinese students. congrats Liberals Party😂😂
Identity Attack0.09741807
Insult0.032138187
Profanity0.014771583
Threat0.0064144502
Severe Toxicity0.002746582
Low Tox 0.11429678 Low Con 0.181
Oct 1, 2025 IRCC Names India in Study …
Liberals always take tax dollars and give them to non paying tax people when will Canadians wake up
Liberals always take tax dollars and give them to non paying tax people when will Canadians wake up
Identity Attack0.06522302
Insult0.05144889
Profanity0.012995303
Threat0.007081157
Severe Toxicity0.0025939941
Low Tox 0.11429678 Low Con 0.248 Economic_Argument
Dec 27, 2025 Thousands of refugees allowed into …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom have already overpopulated themselves. While actual canadians have no opportunities and means to make products and services and compete in the marketplace for our people. Nobody seems to give a care about french and british isles canadians who built this country. Most of everyone else just moved in and out of those many just came for the government benefits and perks, and also the fact they could move their whole family and acquaintances. Let's be honest. A lot of people born here are descendants of scammers and grifters of the canadian system in some way. At this point, I think we should criticize all the various groups that have come here en masse. Most of the MPs have no spine. You can still have a liberal policy and still end immigration. It's the elephant in the room. End immigration and subsequent benefits and family unification policies.
Identity Attack0.06385879
Insult0.05964688
Profanity0.021125201
Threat0.0069516995
Severe Toxicity0.0033950806
Low Tox 0.11429678 Constructive 0.624
Jan 27, 2026 Inside Canada's Indian Invasion...
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
I didn’t vote Liberal because they ran the country for 10 years and they got nothing done so why should anyone else vote Liberal.
Identity Attack0.04822223
Insult0.05027775
Profanity0.014498309
Threat0.006809296
Severe Toxicity0.0023174286
Low Tox 0.1140901 Moderate Con 0.469 Policy_Critique
Feb 25, 2026 'We do know that there's …
Big business lobbying got us here, the liberals don't ever really put out a policy statement like other parties do. They really don't stand for anything. That has always been the problem, they are the …
Big business lobbying got us here, the liberals don't ever really put out a policy statement like other parties do. They really don't stand for anything. That has always been the problem, they are the "whats trending now" party. No clear core values, campaign on one thing, do another, that is why they are untrustworthy .
Identity Attack0.017063495
Insult0.06739554
Profanity0.013712646
Threat0.0064532873
Severe Toxicity0.0016403198
Low Tox 0.1140901 Moderate Con 0.404
Jun 19, 2025 1 likes How Canada broke its immigration …
If the liberals stay in power much longer Canadians will be asylum seekers themselves.
If the liberals stay in power much longer Canadians will be asylum seekers themselves.
Identity Attack0.07508347
Insult0.036435258
Profanity0.012414595
Threat0.007922632
Severe Toxicity0.002412796
Low Tox 0.11398677 Low Con 0.203 Fear_Threat
Feb 25, 2026 'We do know that there's …
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will …
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will be walking on eggshells due to cultural differences. All of this can be blamed on liberal politicians who allowed such population replacement. This is a real-world version of the Hunger Games. Good luck, everyone—as Effie from the Hunger Games always says: “May the odds be ever in your favor!
Identity Attack0.0440973
Insult0.0573046
Profanity0.023311393
Threat0.0091524795
Severe Toxicity0.003376007
Low Tox 0.11388343 Constructive 0.514 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As an immigrant myself ( indian, punjabi) i have only one question. How did liberals win. Is the democracy sleeping.
As an immigrant myself ( indian, punjabi) i have only one question. How did liberals win. Is the democracy sleeping.
Identity Attack0.06929302
Insult0.03312982
Profanity0.021740068
Threat0.008155655
Severe Toxicity0.0025558472
Low Tox 0.11388343 Constructive 0.52
Aug 25, 2025 Why Canadians Are Turning Against …
American Liberals won’t lear from this
American Liberals won’t lear from this
Identity Attack0.06749674
Insult0.030265106
Profanity0.021535112
Threat0.01086132
Severe Toxicity0.0027656555
Low Tox 0.11388343 Low Con 0.118 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
The Liberal Party sold out Canada for votes.
The Liberal Party sold out Canada for votes.
Identity Attack0.040745795
Insult0.042665333
Profanity0.01620627
Threat0.0082074385
Severe Toxicity0.0026512146
Low Tox 0.11378009 Low Con 0.211 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
correction: How the Liberals broke the immigration system
correction: How the Liberals broke the immigration system
Identity Attack0.062039822
Insult0.03136692
Profanity0.019075647
Threat0.008841781
Severe Toxicity0.0024795532
Low Tox 0.11378009 Low Con 0.257
Jun 19, 2025 1 likes How Canada broke its immigration …
It was canadians. That voted liberal was it no it was imaginats. That should not even be here.the liberals give them all the free bess.
It was canadians. That voted liberal was it no it was imaginats. That should not even be here.the liberals give them all the free bess.
Identity Attack0.06249457
Insult0.045007613
Profanity0.013200258
Threat0.007922632
Severe Toxicity0.0025939941
Low Tox 0.11378009 Low Con 0.223
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset …
The problem: we still have technocrats that think more people are essential to "growth". That an expanded economically bottom of the ladder work forces will somehow "pay for our (indexed!) pension system". The liberal mindset still believes this bunkum. And the Liberals are still running our immigration system.
Identity Attack0.030691283
Insult0.06267534
Profanity0.018255826
Threat0.0063950317
Severe Toxicity0.0019836426
Low Tox 0.11347008 Moderate Con 0.349 Policy_Critique
Jun 20, 2025 How Canada broke its immigration …
Canada went full s#icidal since 2015. It was broken systematically by the liberals.
Canada went full s#icidal since 2015. It was broken systematically by the liberals.
Identity Attack0.042292643
Insult0.05964688
Profanity0.015830519
Threat0.0076766624
Severe Toxicity0.0020694733
Low Tox 0.11336674 Low Con 0.193
Jun 19, 2025 1 likes How Canada broke its immigration …
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process. Why Govt can not stop …
All Political Parties - NDP and Liberals Supported them. No Extention, they Claim Refugee Status - get 2 Year Open Work Permit and Get everything Free. Stop Refugee Claimant Process. Why Govt can not stop the refugee claims for these Students? Stop Refugee Claim Process. A Criminal Nijar whose PR was Denied 3 times was running a Business in Canada.
Identity Attack0.025002124
Insult0.06442356
Profanity0.01261955
Threat0.0069516995
Severe Toxicity0.0020313263
Low Tox 0.113263406 Moderate Con 0.492 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …

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.