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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
30,738 comments · Page 213 of 1230
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.41530323
Profanity0.08419759
Threat0.056240413
Severe Toxicity0.024772761
Moderate 0.47173777 Low Con 0.119 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadas Flag Canadian Clowns 🤡 Circus 🎪
Canadas Flag Canadian Clowns 🤡 Circus 🎪
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.114160895
Threat0.007624879
Severe Toxicity0.023076924
Moderate 0.47173777 Low Con 0.173 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist. I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4378843
Profanity0.19770569
Threat0.11616269
Severe Toxicity0.13599765
Moderate 0.47173777 Constructive 0.745 Identity Attack Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
My problem is not why Indians are here. My problem is why there are so many unskilled Indians here who contribute nothing to economy. Immigration is only a problem when you import the most useless …
My problem is not why Indians are here. My problem is why there are so many unskilled Indians here who contribute nothing to economy. Immigration is only a problem when you import the most useless part of the country, otherwise immigration can help country grow.
Inside Canada's Indian Invasion... · 241: Cluster #240
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4534306
Profanity0.13256322
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.475 Identity Attack Economic_Argument
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
Should be zero immigrants from India and the middle east
Should be zero immigrants from India and the middle east
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.16751462
Profanity0.124631
Threat0.07246469
Severe Toxicity0.03321367
Moderate 0.47173777 Low Con 0.112 Identity Attack Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
I don't mind Indians, I live in the UK and it's not them that r**e anything with a hole, including men, if you look up the UK you can see for yourselves who the problems …
I don't mind Indians, I live in the UK and it's not them that r**e anything with a hole, including men, if you look up the UK you can see for yourselves who the problems are, I can't post it because they will delete my comment because they are a protected class.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.37846634
Profanity0.44431314
Threat0.014911477
Severe Toxicity0.051147457
Moderate 0.47173777 Constructive 0.632 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
09:01 they walked naked while I am in full on clothes on the road. 😂
09:01 they walked naked while I am in full on clothes on the road. 😂
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.048737846
Insult0.082619295
Profanity0.33376193
Threat0.06626215
Severe Toxicity0.02420936
Moderate 0.47173777 Moderate Con 0.395
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul …
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul harssment, poop in beach, niagara falls new Ganges, and much much more. Indians: no pros..just cons
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.5129801
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.47173777 Low Con 0.157 Identity Attack Insult Unverified_Claim
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
People eating at food banks while these people get money from the goverment I hate this country
People eating at food banks while these people get money from the goverment I hate this country
Inside Canada's Indian Metropolis (Brampton) · 136: Cluster #135
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.3126888
Profanity0.21348765
Threat0.018537397
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.327 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
They are hell bent at destroying this country….the citizens voted for this corrupt system
They are hell bent at destroying this country….the citizens voted for this corrupt system
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.09080041
Insult0.40243408
Profanity0.33376193
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.169
Nov 25, 2025 2 likes Thousands of refugees allowed into …
kick them away
kick them away
Inside Canada's Indian Metropolis (Brampton) · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.05794714
Insult0.0836065
Profanity0.18786818
Threat0.56065804
Severe Toxicity0.037697118
Moderate 0.47119883 Moderate Con 0.301 Threat
Sep 21, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
SOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO, how many millions did it take to "figure" that shit out that India's "students" has been scamming CAnada since Turdeau stole the elections the first time????????????????????????????????????????????
SOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO, how many millions did it take to "figure" that shit out that India's "students" has been scamming CAnada since Turdeau stole the elections the first time????????????????????????????????????????????
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.22935481
Insult0.40243408
Profanity0.41255033
Threat0.010705971
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.214
Oct 12, 2025 IRCC Names India in Study …
I’m sure it’s not Canadian culture but welcome hello but yes liars I was so embarrassed by a tfw ya that’s foreign workers to ask for a job imagine ur kids
I’m sure it’s not Canadian culture but welcome hello but yes liars I was so embarrassed by a tfw ya that’s foreign workers to ask for a job imagine ur kids
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5130944
Profanity0.08064143
Threat0.007857903
Severe Toxicity0.015350811
Moderate 0.47119883 Moderate Con 0.453 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians should throw them out . They are a menace
Canadians should throw them out . They are a menace
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.36939126
Profanity0.10982819
Threat0.39416263
Severe Toxicity0.023199933
Moderate 0.47119883 Low Con 0.153 Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
Sihks are way better than muslims
Sihks are way better than muslims
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.5548181
Insult0.27763805
Profanity0.18294942
Threat0.014220826
Severe Toxicity0.024678862
Moderate 0.47119883 Low Con 0.259 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
People should be pissed off, you guy shave way too many liberal politicians running the place there.
People should be pissed off, you guy shave way too many liberal politicians running the place there.
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.07177465
Insult0.43158367
Profanity0.36230123
Threat0.049128212
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.257
Sep 18, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I'm from Toronto...thanks for this, man. This is completely accurate. My friend was hom*cided by a Nigerian....but that white dude is hilarious! I can't believe you went to Brampton..!!!!
I'm from Toronto...thanks for this, man. This is completely accurate. My friend was hom*cided by a Nigerian....but that white dude is hilarious! I can't believe you went to Brampton..!!!!
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.39409557
Threat0.0824309
Severe Toxicity0.13073033
Moderate 0.47119883 Constructive 0.706 Identity Attack Unverified_Claim
Feb 22, 2026 Inside Canada's Indian Invasion...
All done deliberately don't think this is just another useless clueless liberal...the wef is doing it everyone wake up
All done deliberately don't think this is just another useless clueless liberal...the wef is doing it everyone wake up
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.5130944
Profanity0.117874645
Threat0.008893564
Severe Toxicity0.014059683
Moderate 0.47119883 Low Con 0.194 Insult Unverified_Claim
Feb 26, 2026 43 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
that's atleast a 1000 times better than islamic places btw.you don't see the trash.allowed to film inside the temple.even they allow all religions to enter unlike muslims only allowing muslims in mosques.You are pretending to …
that's atleast a 1000 times better than islamic places btw.you don't see the trash.allowed to film inside the temple.even they allow all religions to enter unlike muslims only allowing muslims in mosques.You are pretending to be blind if you don't see difference.
Inside Canada's Indian Metropolis (Brampton) · 156: Cluster #155
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.42367843
Profanity0.18171974
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.357 Identity Attack
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Man this channel gets more racism every video but I’m here for it
Man this channel gets more racism every video but I’m here for it
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.23704576
Profanity0.18786818
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.339 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
🖕🏻🖕🏻🇮🇳👳🏿‍♂️👳🏿‍♂️🕳️🩸
🖕🏻🖕🏻🇮🇳👳🏿‍♂️👳🏿‍♂️🕳️🩸
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.42615733
Insult0.4339631
Profanity0.37352943
Threat0.061089642
Severe Toxicity0.35368225
Moderate 0.47119883 Low Con 0.256 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them …
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them being homeless is slim to none. Instead of bagging them, learn from them and get the pipes out your mouths
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.3043136
Insult0.48228607
Profanity0.30866358
Threat0.06432246
Severe Toxicity0.023176458
Moderate 0.47119883 Moderate Con 0.488
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Punj** these left cast!iest religion and found new, but its effects and ideology is still carried, when such beliefs enter your mind and body, extreme selfishness, corruption, no care for others, extreme pride, these things …
Punj** these left cast!iest religion and found new, but its effects and ideology is still carried, when such beliefs enter your mind and body, extreme selfishness, corruption, no care for others, extreme pride, these things happen dru* 💊 extortion, how come so many let inside without doing proper police checks, what is happening in this country, as one MP said Rwanda is much safer than 🇨🇦 Punj* and casti est faith will bring no good to any community or Nation Why follow rules when you have no beliefs, so enjoy this life do what ever to make you happy, why care about others, beliefs reincarnation, anyway i am gonna be ant insect or animal when i die, what would such beliefs bring ? This is what extreme selfishness corruption....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.47273466
Profanity0.39409557
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.47119883 Moderate Con 0.444 Unverified_Claim
Feb 11, 2026 Inside Canada's Indian Invasion...
Like multiple like rats.
Like multiple like rats.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.047190998
Insult0.5130944
Profanity0.2258264
Threat0.010058682
Severe Toxicity0.019998873
Moderate 0.47119883 Moderate Con 0.303 Insult Fear_Threat
Aug 30, 2025 2 likes Why Canadians Are Turning Against …
Canada is awful. This video is great but just touches the surface.
Canada is awful. This video is great but just touches the surface.
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.40698266
Profanity0.21673056
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.426
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.