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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: Tox: 0.5 – 1 4,704 comments · Page 73 of 189
Invasion? are you serious? Indians eating poo? problematic video aff.
Invasion? are you serious? Indians eating poo? problematic video aff.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.4242778
Threat0.042662576
Severe Toxicity0.24482845
Moderate 0.687436 Low Con 0.165 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Blaming immigrants instead of colonialism, capitalism, and failed policy is coward shit.. And, every group that ever immigrated was called dirty, criminal, and unassimilable : case in fact, the Irish, Italians, Jews, Chinese. Now it’s …
Blaming immigrants instead of colonialism, capitalism, and failed policy is coward shit.. And, every group that ever immigrated was called dirty, criminal, and unassimilable : case in fact, the Irish, Italians, Jews, Chinese. Now it’s Indians. same script, different target. Read history before you open your mouth
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4830652
Insult0.6308392
Profanity0.541926
Threat0.02613456
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.328 Insult Moral_Argument
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Der dicke typ mit dem Fahrrad sagt inder sind besser, als Muslime oder Afrikaner dabei sagt der Dreckige Inder was haben die muslime ihm getan ? Achso, lch,, weiß ! Er liebt den dreck ! …
Der dicke typ mit dem Fahrrad sagt inder sind besser, als Muslime oder Afrikaner dabei sagt der Dreckige Inder was haben die muslime ihm getan ? Achso, lch,, weiß ! Er liebt den dreck ! Das muss es sein..dreck Sack .
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.67735565
Profanity0.41375932
Threat0.0475118
Severe Toxicity0.45895407
Moderate 0.687436 Low Con 0.292 Identity Attack Insult Identity_Assertion
Feb 13, 2026 Inside Canada's Indian Invasion...
Looks like all white ass wipers like to be conquered by Trump😂
Looks like all white ass wipers like to be conquered by Trump😂
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.54471385
Profanity0.5188411
Threat0.04167421
Severe Toxicity0.18844056
Moderate 0.687436 Low Con 0.161 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
And when they cry I will be persuaded for my religious beliefs sucks to be you
And when they cry I will be persuaded for my religious beliefs sucks to be you
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.563347
Profanity0.542788
Threat0.02855184
Severe Toxicity0.15179962
Moderate 0.687436 Low Con 0.283 Insult Identity_Assertion
Dec 24, 2025 Deportations From Canada at Their …
You should visit Birmingham, England. I don't know how you'd make a title for it though, it has been invaded by all the shit hole countries.
You should visit Birmingham, England. I don't know how you'd make a title for it though, it has been invaded by all the shit hole countries.
Inside Canada's Indian Invasion... · 198: Cluster #197
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.6983885
Threat0.013631714
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.473 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
boo hoo, cry me a river. The stupid polish plumber walking around half naked complaining about folks in their own home is peak racism. Pretty much set the tone for the video. Who cares ? …
boo hoo, cry me a river. The stupid polish plumber walking around half naked complaining about folks in their own home is peak racism. Pretty much set the tone for the video. Who cares ? White people took over large swathes of land everywhere and killed the natives. Forget being America's 51st state, you're already India's 29th.
Inside Canada's Indian Metropolis (Brampton) · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6677319
Profanity0.36230123
Threat0.14960353
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.36 Identity Attack Insult Moral_Argument
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Kenny you are just a mouth piece now go back east and shut up
Kenny you are just a mouth piece now go back east and shut up
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.060220852
Insult0.6798578
Profanity0.3051381
Threat0.02250864
Severe Toxicity0.112294696
Moderate 0.687436 Low Con 0.136 Insult Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport …
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport trucks and they cant do the easiest jobs like take an order from fast food. Miserable quality of life and I'm not even in Brampton i feel bad for the people there.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.57566804
Profanity0.6370159
Threat0.019228047
Severe Toxicity0.23340854
Moderate 0.687436 Constructive 0.557 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
My sister in law had to deal with 6 years of pure bullshit to be allowed to live here and make a life, she's vietnamese, her whole family are wonderful hardworking people Yet THIS kind …
My sister in law had to deal with 6 years of pure bullshit to be allowed to live here and make a life, she's vietnamese, her whole family are wonderful hardworking people Yet THIS kind of crap is allowed in because...what?
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.23694818
Insult0.48627716
Profanity0.70864636
Threat0.010472948
Severe Toxicity0.16960317
Moderate 0.687436 Constructive 0.637 Personal_Narrative
Oct 3, 2025 1 likes IRCC Names India in Study …
Useless channel, laughing when the guy says he hates African people......shame!
Useless channel, laughing when the guy says he hates African people......shame!
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.5423875
Profanity0.25824076
Threat0.018192071
Severe Toxicity0.14916596
Moderate 0.687436 Low Con 0.18 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals ruined everything, it's so pathetic & ridiculous yet Canadians vote liberal or even NDP!
Liberals ruined everything, it's so pathetic & ridiculous yet Canadians vote liberal or even NDP!
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.71027446
Profanity0.14842765
Threat0.009722093
Severe Toxicity0.023076924
Moderate 0.687436 Low Con 0.257 Insult Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
LET DO THE SAME AS HOMAN IN USA AND LETS DEPORT ARE GARBAGE
LET DO THE SAME AS HOMAN IN USA AND LETS DEPORT ARE GARBAGE
IRCC Names India in Study Permit Fraud | … · 45: Cluster #44
Close reading → Video sentiment →
Identity Attack0.40883094
Insult0.65129566
Profanity0.36230123
Threat0.038911607
Severe Toxicity0.15179962
Moderate 0.687436 Low Con 0.138 Insult
Sep 28, 2025 IRCC Names India in Study …
Fire all 4 of these garbage!
Fire all 4 of these garbage!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.027614836
Insult0.65231085
Profanity0.27005023
Threat0.44942492
Severe Toxicity0.052940834
Moderate 0.687436 Low Con 0.155 Insult
Sep 28, 2025 46 likes IRCC Names India in Study …
5:07 no way he is betting the allegation of being a White trash🤣
5:07 no way he is betting the allegation of being a White trash🤣
Inside Canada's Indian Invasion... · 205: Cluster #204
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.57566804
Profanity0.39409557
Threat0.012699619
Severe Toxicity0.16960317
Moderate 0.687436 Low Con 0.156 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Trump type bashing in Canada now….pathetic
Trump type bashing in Canada now….pathetic
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.084182754
Insult0.7298119
Profanity0.108590275
Threat0.010731863
Severe Toxicity0.02077355
Moderate 0.687436 Low Con 0.158 Insult Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Deport them all!!! Black,brown,yellow Iwe don't care just get rid of them all now!!!!
Deport them all!!! Black,brown,yellow Iwe don't care just get rid of them all now!!!!
Why Canadians Are Turning Against Immigrants. · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.6637263
Insult0.4339631
Profanity0.2659699
Threat0.53875744
Severe Toxicity0.35368225
Moderate 0.687436 Low Con 0.256 Identity Attack Threat
Aug 31, 2025 Why Canadians Are Turning Against …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.5274064
Insult0.5678696
Profanity0.6001929
Threat0.058826666
Severe Toxicity0.3525603
Moderate 0.687436 Constructive 0.532 Identity Attack Insult Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
This video made me vomit twice I cause I can just imagine the smell disgusting 🤢🤮
This video made me vomit twice I cause I can just imagine the smell disgusting 🤢🤮
Inside Canada's Indian Metropolis (Brampton) · 286: Cluster #285
Close reading → Discourse → Video sentiment →
Identity Attack0.09162762
Insult0.4196762
Profanity0.36230123
Threat0.046541955
Severe Toxicity0.19761463
Moderate 0.687436 Moderate Con 0.446 Fear_Threat
Oct 3, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Many of the international students at my college still do shit they do back home, so i literally have to tell them to pipe tf down
Many of the international students at my college still do shit they do back home, so i literally have to tell them to pipe tf down
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.2877625
Insult0.47273466
Profanity0.70864636
Threat0.053330876
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.365 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They can’t act like civilized human beings, yet they won’t stop talking shit about being “proud indian''
They can’t act like civilized human beings, yet they won’t stop talking shit about being “proud indian''
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5015486
Profanity0.6750904
Threat0.0138755
Severe Toxicity0.16960317
Moderate 0.687436 Low Con 0.201 Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole …
@pwila pjeetpoopeater... His restard brownhole read and understood all the comments graping him and his mom etc...🤣but incoherent copy-paste bot illiterate couldn't form a sentence to reply fast so ran away 🤣 his greped brownhole will comeback after using chatgpt but I will never be here only my channel bio will be, as reply🤣 Not gonna visit this comment section again 🤮🤮🤮 it st!!!nks 👳🏿‍♂️🤡🖕🏻🤡🤮🤮 so disgusting showing their culture in comments 🖕🏻🤡🤮🤮🤮🤮pos resrards Restarteds can get reply from my channel bio though always.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.6336687
Profanity0.4370703
Threat0.13815513
Severe Toxicity0.45895407
Moderate 0.687436 Low Con 0.257 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
"Fak u, go away"
"Fak u, go away"
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.028016793
Insult0.5739874
Profanity0.77181685
Threat0.060119797
Severe Toxicity0.35368225
Moderate 0.687436 Low Con 0.251 Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I blame the immigrants because they are ignorant. YOU COME TO MY HOUSE, SHOW RESPECT.
I blame the immigrants because they are ignorant. YOU COME TO MY HOUSE, SHOW RESPECT.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.60238177
Insult0.65129566
Profanity0.22622968
Threat0.0104988385
Severe Toxicity0.04397394
Moderate 0.687436 Moderate Con 0.371 Identity Attack Insult
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
3:57 No way this Pigger on bike calling us dirty while they literally live on street and smoke crack all day. Whites are generally filthy too. They literally have 2 Girl 1 Cup culture 😭
3:57 No way this Pigger on bike calling us dirty while they literally live on street and smoke crack all day. Whites are generally filthy too. They literally have 2 Girl 1 Cup culture 😭
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.56997263
Profanity0.4098025
Threat0.077831104
Severe Toxicity0.34981552
Moderate 0.687436 Low Con 0.257 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes 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.