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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 191 of 1230
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)
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...
Best thing that Alberta did was boot Kenney out. He’s a liberal blowhole.
Best thing that Alberta did was boot Kenney out. He’s a liberal blowhole.
Identity Attack0.10221587
Insult0.53014356
Profanity0.29209393
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.4977744 Low Con 0.238 Insult Meta_Commentary
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
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...
Yeah...fingerprinting my rear end 🤣I haven't bothered going there in years.
Yeah...fingerprinting my rear end 🤣I haven't bothered going there in years.
Identity Attack0.0007657818
Insult0.015492007
Profanity0.017031733
Threat0.009493503
Severe Toxicity0.00014448081
Moderate 0.4961096
Dec 8, 2025 3 likes
But GOD..... CANADA needs divine help!! It is coming!! "When nations forget God, they will be turned into HELL!! these illegals are PAID!
But GOD..... CANADA needs divine help!! It is coming!! "When nations forget God, they will be turned into HELL!! these illegals are PAID!
Identity Attack0.40255263
Insult0.42743355
Profanity0.27005023
Threat0.05559385
Severe Toxicity0.02406851
Moderate 0.49139655 Low Con 0.197 Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
it’s actually horrible i’d rather 1000 chinese people then 100 indians
it’s actually horrible i’d rather 1000 chinese people then 100 indians
Identity Attack0.55044734
Insult0.31740165
Profanity0.25367188
Threat0.108496375
Severe Toxicity0.03590374
Moderate 0.49139655 Low Con 0.218 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
GUY ON BIKE IS A LOW CLASS POS INTELLIGENCE OF AFRICANS MUCH HIGHER THAN HIS
GUY ON BIKE IS A LOW CLASS POS INTELLIGENCE OF AFRICANS MUCH HIGHER THAN HIS
Identity Attack0.46028158
Insult0.48627716
Profanity0.2317999
Threat0.013424582
Severe Toxicity0.0475607
Moderate 0.49139655 Low Con 0.153 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
RACSIST VIDEO
RACSIST VIDEO
Identity Attack0.35299334
Insult0.26957804
Profanity0.23857519
Threat0.039602257
Severe Toxicity0.07542343
Moderate 0.49139655 Low Con 0.221 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
AGAINST INDIANS! Other immigrants are very much appreciated!!!
AGAINST INDIANS! Other immigrants are very much appreciated!!!
Identity Attack0.57150364
Insult0.26196828
Profanity0.11601777
Threat0.06561559
Severe Toxicity0.051147457
Moderate 0.49139655 Moderate Con 0.406 Identity Attack Identity_Assertion
Jan 26, 2026 Why Canadians Are Turning Against …
There's no Indian Invasion, there's Invasion of Canadian being lazy, that require outside help. This is western disease.
There's no Indian Invasion, there's Invasion of Canadian being lazy, that require outside help. This is western disease.
Identity Attack0.48990932
Insult0.5130944
Profanity0.06345607
Threat0.008582866
Severe Toxicity0.023076924
Moderate 0.49139655 Low Con 0.114 Insult Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
It should be mandatory for immigrants to assimilate. English should be mandatory. And for heavens sake, ban slipper wearing mofos inside the malls. This ain’t 3rd world. I don’t wanna see your toes while I …
It should be mandatory for immigrants to assimilate. English should be mandatory. And for heavens sake, ban slipper wearing mofos inside the malls. This ain’t 3rd world. I don’t wanna see your toes while I go shopping! It’s nasty!
Identity Attack0.44690517
Insult0.4810288
Profanity0.26607355
Threat0.029933142
Severe Toxicity0.02378681
Moderate 0.49139655 Moderate Con 0.334
Aug 26, 2025 Why Canadians Are Turning Against …
Immigration SLASHED! omg what a joke.....55k.....middle class??? Wtf
Immigration SLASHED! omg what a joke.....55k.....middle class??? Wtf
Identity Attack0.25140062
Insult0.32682732
Profanity0.44431314
Threat0.012596053
Severe Toxicity0.023411209
Moderate 0.49139655 Low Con 0.199
Jan 3, 2026 142 likes New rules, regulations take effect …
I am an Indian 🇮🇳 staying in Canada 🇨🇦 from past 20 years saying this..,,deport all Indians who are here after 2021 🙄🙄😡😡
I am an Indian 🇮🇳 staying in Canada 🇨🇦 from past 20 years saying this..,,deport all Indians who are here after 2021 🙄🙄😡😡
Identity Attack0.5612457
Insult0.29855028
Profanity0.11292298
Threat0.13498579
Severe Toxicity0.056527592
Moderate 0.49139655 Moderate Con 0.463 Identity Attack Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
2:51 you're darn right! If any ethnic people started flooding my town, I'd leave too! My town is 95% White and we'd like to keep it that way; clean and safe.
2:51 you're darn right! If any ethnic people started flooding my town, I'd leave too! My town is 95% White and we'd like to keep it that way; clean and safe.
Identity Attack0.4830652
Insult0.35677677
Profanity0.46460027
Threat0.035803676
Severe Toxicity0.070156105
Moderate 0.49139655 Constructive 0.691
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I think this is a huge hipocrecy of Mark Carney is arriving bunch of ugly people to Manitoba. With no education, refugees, intimidating people souds like Antifa people.who don't have papers, dont speak english or …
I think this is a huge hipocrecy of Mark Carney is arriving bunch of ugly people to Manitoba. With no education, refugees, intimidating people souds like Antifa people.who don't have papers, dont speak english or french, stelling store's, And is many drugs around ? dealers from the Government of Carney and Trudeau in Steinbach, that people living in la Broquerie, D3NIS FALK. Is the huge
Identity Attack0.23391083
Insult0.54471385
Profanity0.08549073
Threat0.009903334
Severe Toxicity0.021806452
Moderate 0.49139655 Constructive 0.502 Insult
Oct 30, 2025 IRCC Names India in Study …
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
They our Christian country Canada totally destroy our culture our Christian religion destroy wake up wake up Canada government
Identity Attack0.55044734
Insult0.34101152
Profanity0.06796519
Threat0.05171447
Severe Toxicity0.023458159
Moderate 0.49139655 Low Con 0.175 Identity Attack Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Identity Attack0.44690517
Insult0.5678696
Profanity0.29209393
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.49139655 Low Con 0.176 Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
8:05 CRODIE IVE BEEN RIGHT THERE WHERES HES STANDING YOU CRODIE WHAT THE HELLY CRODIE
8:05 CRODIE IVE BEEN RIGHT THERE WHERES HES STANDING YOU CRODIE WHAT THE HELLY CRODIE
Identity Attack0.026007013
Insult0.3388922
Profanity0.39409557
Threat0.022681303
Severe Toxicity0.048457388
Moderate 0.49139655 Low Con 0.276 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am a non-white immigrant and I absolutely oppose any further Indianization of Canada. Bringing immigrants from a single country is neither multiculturalism nor diversity. Not to mention Indians are pretty xenophobic and intolerant. Everything …
I am a non-white immigrant and I absolutely oppose any further Indianization of Canada. Bringing immigrants from a single country is neither multiculturalism nor diversity. Not to mention Indians are pretty xenophobic and intolerant. Everything they do and expect in Canada, they would allow none of that in their own country. They join the MAGA when it serves them, and then cry racism when when its inconvenient. It's no surprise that everybody is sick of Indians, not just white people.
Identity Attack0.5707127
Insult0.4339631
Profanity0.09486605
Threat0.011612174
Severe Toxicity0.023076924
Moderate 0.49139655 Constructive 0.524 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It is very easy to call indians dirty, but sir do you know your own white people are high on animal tranquilizers who lives on streets and in underground sewages.
It is very easy to call indians dirty, but sir do you know your own white people are high on animal tranquilizers who lives on streets and in underground sewages.
Identity Attack0.5485698
Insult0.46476576
Profanity0.2813443
Threat0.014566151
Severe Toxicity0.02439716
Moderate 0.49139655 Low Con 0.251 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I meant defecate in the street
I meant defecate in the street
Identity Attack0.015053716
Insult0.25602314
Profanity0.4170448
Threat0.060119797
Severe Toxicity0.02425631
Moderate 0.49139655 Low Con 0.254
Jul 20, 2025 How much do refugees and …
Parallel societies destroyed Canada. If you import the 3rd world become the 3rd world. Indian scammers deported all white people living India for being white.
Parallel societies destroyed Canada. If you import the 3rd world become the 3rd world. Indian scammers deported all white people living India for being white.
Identity Attack0.57554024
Insult0.40243408
Profanity0.13697
Threat0.038220957
Severe Toxicity0.023076924
Moderate 0.49139655 Low Con 0.248 Identity Attack Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
This guy very resisted he heated black peoples
This guy very resisted he heated black peoples
Identity Attack0.55044734
Insult0.34135336
Profanity0.27342406
Threat0.34804323
Severe Toxicity0.070156105
Moderate 0.49139655 Moderate Con 0.38 Identity Attack Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Wtf that's all!!
Wtf that's all!!
Identity Attack0.009249465
Insult0.123407245
Profanity0.596623
Threat0.0097738765
Severe Toxicity0.023552058
Moderate 0.49139655 Moderate Con 0.345 Meta_Commentary
Jan 29, 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.