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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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.

Search & Filter

Search comment text, filter by category or toxicity level
30,738 comments · Page 190 of 1230
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says …
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says what Canadians want to hear, but I feel he's stupider than Trump. He's Maple Trump. I was hoping the Conservatives would of gotten a new leader, a smart guy, but nope, let's put PP out their again and hope the 2nd or 3rd or 4th times the charm.
Identity Attack0.06522302
Insult0.5739874
Profanity0.17803068
Threat0.010447056
Severe Toxicity0.014382465
Moderate 0.4977744 Constructive 0.542 Insult Personal_Narrative
Feb 24, 2026 3 likes 'We do know that there's …
Because indians spred like cancer cells inside IRCC ...its RAW and billionaire ambanis concept to spred indians around the world using fake documents and after few generations pass they capture the political power of the …
Because indians spred like cancer cells inside IRCC ...its RAW and billionaire ambanis concept to spred indians around the world using fake documents and after few generations pass they capture the political power of the country.
Identity Attack0.5135796
Insult0.48228607
Profanity0.24910301
Threat0.122295745
Severe Toxicity0.16960317
Moderate 0.4977744 Low Con 0.239 Identity Attack Unverified_Claim
Jun 30, 2025 1 likes How Canada broke its immigration …
Dude in the bus stop is actually brain dead lmao
Dude in the bus stop is actually brain dead lmao
Identity Attack0.10221587
Insult0.47630358
Profanity0.27882218
Threat0.044602267
Severe Toxicity0.023223408
Moderate 0.4977744 Low Con 0.189 Meta_Commentary
Jan 27, 2026 48 likes Inside Canada's Indian Invasion...
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
Identity Attack0.011839314
Insult0.5678696
Profanity0.094542764
Threat0.038220957
Severe Toxicity0.013607788
Moderate 0.4977744 Low Con 0.269 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Fast you people are looted us, destroyed our culture and civilization, so now our time to destroy you theift...👹 KARMA
Fast you people are looted us, destroyed our culture and civilization, so now our time to destroy you theift...👹 KARMA
Identity Attack0.1508922
Insult0.40189892
Profanity0.2124067
Threat0.4574634
Severe Toxicity0.13073033
Moderate 0.4977744 Low Con 0.262 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
I understand there are issues with migration but the fat racist guy is probably not being objective
I understand there are issues with migration but the fat racist guy is probably not being objective
Identity Attack0.38215697
Insult0.5130944
Profanity0.2268346
Threat0.010783645
Severe Toxicity0.023076924
Moderate 0.4977744 Moderate Con 0.403 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
GTFO out of our country!
GTFO out of our country!
Identity Attack0.17925262
Insult0.43450394
Profanity0.39409557
Threat0.016292779
Severe Toxicity0.026936848
Moderate 0.4977744 Low Con 0.216 Call_To_Action
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dear god. These snowflakes crying Full of bull💩. I’m Canadian that lives in Alberta And I can say it’s not as bad as these snowflakes are saying
Dear god. These snowflakes crying Full of bull💩. I’m Canadian that lives in Alberta And I can say it’s not as bad as these snowflakes are saying
Identity Attack0.1808059
Insult0.49389273
Profanity0.39409557
Threat0.009463178
Severe Toxicity0.02430326
Moderate 0.4977744 Moderate Con 0.383
Aug 25, 2025 Why Canadians Are Turning Against …
lmao imagine thinking that people living in Canada, immigrant or not, would want to go live in the fkng USA 🤣
lmao imagine thinking that people living in Canada, immigrant or not, would want to go live in the fkng USA 🤣
Identity Attack0.3908055
Insult0.36798462
Profanity0.48510036
Threat0.008712323
Severe Toxicity0.05025077
Moderate 0.4977744 Low Con 0.176 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
Thank you Tyler Oliveira for saving The White Race. 🙂 Indians are very dangerous in Canada. 😰
Thank you Tyler Oliveira for saving The White Race. 🙂 Indians are very dangerous in Canada. 😰
Identity Attack0.5948528
Insult0.36193377
Profanity0.09324962
Threat0.039256934
Severe Toxicity0.023176458
Moderate 0.4977744 Moderate Con 0.409 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
these bio weapons ruined india, now they will come to your nation and tell you how to ruin yours and if you dont accept u r racist btw , india was just voted the most …
these bio weapons ruined india, now they will come to your nation and tell you how to ruin yours and if you dont accept u r racist btw , india was just voted the most polluted nation on earth by far
Identity Attack0.4774257
Insult0.40698266
Profanity0.22592722
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.4977744 Low Con 0.265 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Pay no taxes what world does that crack head live in
Pay no taxes what world does that crack head live in
Identity Attack0.029917859
Insult0.5588244
Profanity0.2263305
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.135 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Sikhs r rule followers it's in their dna . But hindus they have a habit of destroying places
Sikhs r rule followers it's in their dna . But hindus they have a habit of destroying places
Identity Attack0.5680164
Insult0.45135358
Profanity0.240511
Threat0.13815513
Severe Toxicity0.23223428
Moderate 0.4977744 Low Con 0.28 Identity Attack
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The Indians are going to take over the entire world except India. Hi my dear fellow Indians, How many of you have pooped on the beach today ?
The Indians are going to take over the entire world except India. Hi my dear fellow Indians, How many of you have pooped on the beach today ?
Identity Attack0.4830652
Insult0.40698266
Profanity0.33453682
Threat0.077831104
Severe Toxicity0.09385906
Moderate 0.4977744 Moderate Con 0.306 Humor_Satire
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
You can thank the Liberals for this disgusting infestation. Real Canadians are retreating further and further north to get away from the 3rd world slum the Liberals are pouring into the country for votes.
You can thank the Liberals for this disgusting infestation. Real Canadians are retreating further and further north to get away from the 3rd world slum the Liberals are pouring into the country for votes.
Identity Attack0.36733335
Insult0.5208188
Profanity0.08452088
Threat0.009825659
Severe Toxicity0.02077355
Moderate 0.4977744 Moderate Con 0.301 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
SAARS YOU BIG BIGGEST RACIST SAARS ...
SAARS YOU BIG BIGGEST RACIST SAARS ...
Identity Attack0.2831485
Insult0.5497792
Profanity0.29209393
Threat0.009851551
Severe Toxicity0.34950548
Moderate 0.4977744 Low Con 0.179 Insult Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the problem for all of this. Lack of assimilation, lack of civic sense, lack of fucking common sense. Of course this makes my blood boil. But what I'm genuinely tired of? The endless discrimination. I've lost count how many people profile me or treat me like garbage until we have a 20 second conversation, they hear my accent and I watch in real-time as their body language and frown disappears. It's like watching racism disappear like a light switch. So let me ask all of you a question - how should people like myself, born and raised here handle this? It doesn't end. Everyday, there's a new comment from a new person, another racial slur, another person throwing a bottle at me from their car as I'm walking, another passerby getting aggro at me for no reason, another form of insanity. How should regular people like myself handle this or deal with this? No trolling.
Identity Attack0.44690517
Insult0.42567953
Profanity0.5188411
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.4977744 Constructive 0.741 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That sentence is offensive af lol 😂 they shouldn’t even be called that the indigenous have been called Indians for a long ass time. Why did we have to change our name soon as they …
That sentence is offensive af lol 😂 they shouldn’t even be called that the indigenous have been called Indians for a long ass time. Why did we have to change our name soon as they started flooding in, I had a girl ask me how she gets a status card, I said your not the same kind of Indian as me. 🤣🤷🏽‍♀️
Identity Attack0.44690517
Insult0.36709076
Profanity0.42185885
Threat0.027861187
Severe Toxicity0.06488878
Moderate 0.4977744 Constructive 0.592 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for …
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for granted. But truth be told, if you ve got a country like Canada, you cannot allow everyone in the world in. You can’t allow a single country change your demography except you are STUPID. Even heaven has boundaries. You can’t allow everyone. It is not wisdom to allow everyone. Most western countries have left God, they have the civilization that came from Christianity but they have left Christ and are using their wisdom. They definitely will mess up things. Common wisdom will be difficult.
Identity Attack0.30103904
Insult0.5497792
Profanity0.22552395
Threat0.010239923
Severe Toxicity0.023076924
Moderate 0.4977744 Constructive 0.596 Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They …
By that logic America, Canada is European invasion nations. Just because filthy pakistanis/bangladeshi destroy your culture and doesn't get accustomed to it. And grape minor by running grooming gangs and looks brown doesn't mean. They are Indian. We Indians are loving, high tax paying, not indulging in crimes and peace loving people. Who mostly gets accustomed to other nations culture and also celebrate their festivals with the people of that nations. And we feel proud that whichever nation we go which provide us opportunities to give it back and it's society as much as we can. Just because mentioning India gets you clicks and it's easy to crack racist jokes about Indian online doesn't mean we the people are bad.
Identity Attack0.5548181
Insult0.49151286
Profanity0.24818924
Threat0.02924249
Severe Toxicity0.08859174
Moderate 0.4977744 Constructive 0.61 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians really speedrunning the nicest people wanting them dead
Indians really speedrunning the nicest people wanting them dead
Identity Attack0.48915586
Insult0.28997475
Profanity0.2600683
Threat0.5085751
Severe Toxicity0.16960317
Moderate 0.4977744 Low Con 0.178 Threat
Dec 14, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
1/2 the fraudulent and dishonest people in Canada are in Carny's government.... they need to be removed from Canada
1/2 the fraudulent and dishonest people in Canada are in Carny's government.... they need to be removed from Canada
Identity Attack0.36702603
Insult0.5208188
Profanity0.045670103
Threat0.12689553
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.109 Insult
Sep 30, 2025 IRCC Names India in Study …
Let's just say the basic premise. No one wants Indians, Muslims, or Sub-Saharan Africans in their country. No one. No matter what they say. what they may say.
Let's just say the basic premise. No one wants Indians, Muslims, or Sub-Saharan Africans in their country. No one. No matter what they say. what they may say.
Identity Attack0.5948528
Insult0.32682732
Profanity0.12286829
Threat0.048158366
Severe Toxicity0.07542343
Moderate 0.4977744 Low Con 0.2 Identity Attack Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
Liberals fked this country into the dirt.
Liberals fked this country into the dirt.
Identity Attack0.2808415
Insult0.4555076
Profanity0.4044591
Threat0.010421164
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.205 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.