Skip to content
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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 110 of 1230
Lusten man i am not for illigals but im all for inidans my bosses are cool as fuck and nice some are skme arent just like evryineells man
Lusten man i am not for illigals but im all for inidans my bosses are cool as fuck and nice some are skme arent just like evryineells man
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3958119
Insult0.40243408
Profanity0.65961236
Threat0.023026628
Severe Toxicity0.20678867
Moderate 0.62136006 Constructive 0.512 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They’re gonna start shitting on the beach 🎉
They’re gonna start shitting on the beach 🎉
Inside Canada's Indian Invasion... · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.018872296
Insult0.26196828
Profanity0.64657205
Threat0.051391184
Severe Toxicity0.042180564
Moderate 0.62136006 Low Con 0.194 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
That is ridiculous guess I'll spend my hard earned vacation money to other countries.
· 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.0011428217
Insult0.5108696
Profanity0.0024140358
Threat0.00015521722
Severe Toxicity0.0000070143587
Moderate 0.62052333 Insult Economic_Argument
Dec 10, 2025
Mf on the bike was funny af "Indians are disgusting but we got the upper class indians" "I'm as racist as the next guy"
Mf on the bike was funny af "Indians are disgusting but we got the upper class indians" "I'm as racist as the next guy"
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.5913144
Insult0.54471385
Profanity0.39409557
Threat0.049774777
Severe Toxicity0.1762085
Moderate 0.61223894 Moderate Con 0.406 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This has to stop!!! I am sickened by what’s happened to our lovely country. We are gonna become a crap hole like India is. Crapping in our fresh water, garbage lining every street and no …
This has to stop!!! I am sickened by what’s happened to our lovely country. We are gonna become a crap hole like India is. Crapping in our fresh water, garbage lining every street and no jobs, chaos on our streets. It never ends. I could go on and on. I am SICK of it!!! I didn’t vote them in!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5239335
Profanity0.41436642
Threat0.030969119
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.447 Identity Attack Insult Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
These women are lying. They are not protecting Canadians, they are protecting immigrants. Disgusting. Keep up the good work Miss Rempel. Canadian hero.
These women are lying. They are not protecting Canadians, they are protecting immigrants. Disgusting. Keep up the good work Miss Rempel. Canadian hero.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.6308392
Profanity0.09868695
Threat0.0091524795
Severe Toxicity0.023364257
Moderate 0.61223894 Moderate Con 0.314 Identity Attack Insult
Sep 29, 2025 2 likes IRCC Names India in Study …
Bro, no one likes indians, why tf do they keep migrating and taking over
Bro, no one likes indians, why tf do they keep migrating and taking over
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.4339631
Profanity0.4596479
Threat0.035113025
Severe Toxicity0.20984669
Moderate 0.61223894 Low Con 0.265 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's about goddamn time
It's about goddamn time
Canadian immigration officers investigating hundreds identified by extortion … · 51: Cluster #50
Close reading → Discourse → Video sentiment →
Identity Attack0.013345404
Insult0.2435641
Profanity0.7654259
Threat0.008867673
Severe Toxicity0.028730227
Moderate 0.61223894 Low Con 0.27 Solidarity
Feb 18, 2026 Canadian immigration officers investigating hundreds …
DEMASIADOS HINDUES EN CANADA,,PARECE QUE ESTUVIERAMOS EN LA INDIA,Y NO EN CANADA, LA BANDERA HINDUES ESTA POR TODAS PARTES,SON TERRITORIALES,,HAN DESPLAXADO A LAS OTRAS MINORIAS,Y A LOS PROPIOS CANADIENCES,,EL GOBIERNO TIENE QUE PRONUNCIARSE,,ESTAMOS INVADIDOS POR …
DEMASIADOS HINDUES EN CANADA,,PARECE QUE ESTUVIERAMOS EN LA INDIA,Y NO EN CANADA, LA BANDERA HINDUES ESTA POR TODAS PARTES,SON TERRITORIALES,,HAN DESPLAXADO A LAS OTRAS MINORIAS,Y A LOS PROPIOS CANADIENCES,,EL GOBIERNO TIENE QUE PRONUNCIARSE,,ESTAMOS INVADIDOS POR HINDUES NEGROS Y MUSULMANES,,NO HAY UN BALANCE EN LAS MINORIAS,,
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.563347
Profanity0.15195307
Threat0.027515862
Severe Toxicity0.45895407
Moderate 0.61223894 Moderate Con 0.344 Identity Attack Insult
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I use to love your content … but like bro are you racist ? & if African people so dumb ? Then why does South Africa populate over 50 percent white people ?? Why does …
I use to love your content … but like bro are you racist ? & if African people so dumb ? Then why does South Africa populate over 50 percent white people ?? Why does your “greatest country” steal every other country resource ???
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.57566804
Profanity0.27207452
Threat0.00951496
Severe Toxicity0.02458496
Moderate 0.61223894 Moderate Con 0.331 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Seems like African are a problem everywhere
Seems like African are a problem everywhere
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.69661283
Insult0.42167732
Profanity0.2263305
Threat0.012906751
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.167 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Elbows up Canada, you voted for it now it’s time to suck it up
Elbows up Canada, you voted for it now it’s time to suck it up
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.17303948
Insult0.47384647
Profanity0.45448917
Threat0.056240413
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.202
Jun 19, 2025 13 likes How Canada broke its immigration …
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Interviewing racists (ignorant "low IQ" man on bike), will ALWAYS get you the clicks. And there will ALWAYS be racists.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2949366
Insult0.65129566
Profanity0.13785136
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.61223894 Low Con 0.181 Insult Meta_Commentary
Feb 26, 2026 4 likes Inside Canada's Indian Invasion...
INDIAN 🇮🇳 🕉 P💩💩ING OUTSIDE IN THE CANADA 🇨🇦 IT'S A PART OF INDIAN💩 🇮🇳 🕉 CULTURE 💩AND CANADA 🇨🇦 IS MULTICUTURAL 🤣🤣
INDIAN 🇮🇳 🕉 P💩💩ING OUTSIDE IN THE CANADA 🇨🇦 IT'S A PART OF INDIAN💩 🇮🇳 🕉 CULTURE 💩AND CANADA 🇨🇦 IS MULTICUTURAL 🤣🤣
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57957685
Insult0.5130944
Profanity0.38343847
Threat0.03787563
Severe Toxicity0.45895407
Moderate 0.61223894 Low Con 0.237 Identity Attack Insult
Oct 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Guy with the bike calls himself and other white people 'trash,' yet feels qualified to rank African immigrants as less intelligent than people he accused of defecating on buses just weeks ago and eating feces. …
Guy with the bike calls himself and other white people 'trash,' yet feels qualified to rank African immigrants as less intelligent than people he accused of defecating on buses just weeks ago and eating feces. Make it make sense.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.5739874
Profanity0.36230123
Threat0.013113883
Severe Toxicity0.13863131
Moderate 0.61223894 Low Con 0.299 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
INDIAN 🇮🇳 🕉 P💩💩ING OUTSIDE IN THE CANADA 🇨🇦 IT'S A PART OF INDIAN💩 🇮🇳 🕉 CULTURE 💩AND CANADA 🇨🇦 IS MULTICUTURAL 🤣🤣
INDIAN 🇮🇳 🕉 P💩💩ING OUTSIDE IN THE CANADA 🇨🇦 IT'S A PART OF INDIAN💩 🇮🇳 🕉 CULTURE 💩AND CANADA 🇨🇦 IS MULTICUTURAL 🤣🤣
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.5130944
Profanity0.38343847
Threat0.03787563
Severe Toxicity0.45895407
Moderate 0.61223894 Low Con 0.232 Identity Attack Insult Fear_Threat
Nov 11, 2025 Why Canadians Are Turning Against …
Ban all Indians from Canada !! We want our Canada back!!
Ban all Indians from Canada !! We want our Canada back!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.70098627
Insult0.34101152
Profanity0.108590275
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.25 Identity Attack
Oct 13, 2025 IRCC Names India in Study …
lmao bigger cut back on international students instead of refugees... the stupidity and corruption of Canadian government? 1 increase spending, other bring in revenue. Gave away billions and take other burdens. Canada might be well …
lmao bigger cut back on international students instead of refugees... the stupidity and corruption of Canadian government? 1 increase spending, other bring in revenue. Gave away billions and take other burdens. Canada might be well off w/o a government
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23391083
Insult0.64537907
Profanity0.22552395
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.61223894 Low Con 0.266 Insult
Jan 11, 2026 Canada’s new rules in 2026
LOL EVEN THE INDIANS ARE SAYING TOO MUCH. Fk man, deport all the non citizens now. lets go. Lets pull an America on them.
LOL EVEN THE INDIANS ARE SAYING TOO MUCH. Fk man, deport all the non citizens now. lets go. Lets pull an America on them.
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.47384647
Profanity0.5013569
Threat0.2836219
Severe Toxicity0.3247677
Moderate 0.61223894 Low Con 0.263 Identity Attack Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Pajeets kulpreets are all over Canada from small rural communities to big towns trudope liberals elbows up ass down
Pajeets kulpreets are all over Canada from small rural communities to big towns trudope liberals elbows up ass down
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18313584
Insult0.5130944
Profanity0.4756165
Threat0.038220957
Severe Toxicity0.09385906
Moderate 0.61223894 Low Con 0.138 Insult Identity_Assertion
Sep 28, 2025 6 likes IRCC Names India in Study …
You want views, let's hate India
You want views, let's hate India
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.3393024
Profanity0.29209393
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.61223894 Low Con 0.203 Identity Attack Unverified_Claim
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal …
India is one of the most disgusting and vile country with a vile religion and culture. Simply not wanting that in Canada is not racist. It’s just logically sound. We just wanna live a normal life like we used to in Canada.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.56997263
Profanity0.16682947
Threat0.009204263
Severe Toxicity0.08332442
Moderate 0.61223894 Moderate Con 0.443 Identity Attack Insult Identity_Assertion
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
Getting out of the car just to smell curry and garlic pisses me off! So sick of these sh!tsk!ns!!
Getting out of the car just to smell curry and garlic pisses me off! So sick of these sh!tsk!ns!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06249457
Insult0.5130944
Profanity0.570067
Threat0.013165667
Severe Toxicity0.12809667
Moderate 0.61223894 Moderate Con 0.38 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Say Same thing with Europe 🇪🇺 Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad …
Say Same thing with Europe 🇪🇺 Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even mention the American flag. These are those Indians who are Canadian citizens and have been in Canada for more than 50 years, you will say the same thing for European White Christians who immigrate.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.54471385
Profanity0.44249827
Threat0.028206514
Severe Toxicity0.16960317
Moderate 0.61223894 Moderate Con 0.391 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Just yet another example of how foolish Canadians were in 2015 when they replaced a competent Harper government with a very incompetent Trudeau/Carney government!
Just yet another example of how foolish Canadians were in 2015 when they replaced a competent Harper government with a very incompetent Trudeau/Carney government!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6500014
Profanity0.089370176
Threat0.007197669
Severe Toxicity0.023076924
Moderate 0.61223894 Low Con 0.279 Insult Policy_Critique
Feb 22, 2026 LILLEY UNLEASHED: The fall of …
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.