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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 65 of 1230
Shame on canada for allowing this trash
Shame on canada for allowing this trash
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.39677486
Insult0.7065844
Profanity0.26802593
Threat0.010938995
Severe Toxicity0.024678862
Toxic 0.7252971 Low Con 0.219 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
O lado bom é, o Canadá é uma merda e não pode piorar
O lado bom é, o Canadá é uma merda e não pode piorar
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.70864636
Threat0.0113014765
Severe Toxicity0.23225316
Toxic 0.7252971 Low Con 0.256 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
It sucks living here
It sucks living here
Inside Canada's Indian Invasion... · 57: Cluster #56
Close reading → Discourse → Video sentiment →
Identity Attack0.11396073
Insult0.4555076
Profanity0.6242122
Threat0.0076766624
Severe Toxicity0.14126498
Toxic 0.7252971 Moderate Con 0.414 Personal_Narrative
Feb 5, 2026 4 likes Inside Canada's Indian Invasion...
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
dont understand the muslim hate, lwk stupid. yes the guy in the blue jacket was right, if ur immigrating u need to stand and adopt their values
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.67254376
Profanity0.39842105
Threat0.017846745
Severe Toxicity0.15443328
Toxic 0.7252971 Moderate Con 0.384 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I would never want my country too be like india. They are ridiculously dirty and proud
I would never want my country too be like india. They are ridiculously dirty and proud
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.69783735
Insult0.6149945
Profanity0.39409557
Threat0.01698343
Severe Toxicity0.24482845
Toxic 0.7252971 Moderate Con 0.393 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Вонючие и необразованные животные
Вонючие и необразованные животные
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27701542
Insult0.71120167
Profanity0.41194582
Threat0.023544617
Severe Toxicity0.45895407
Toxic 0.7252971 Low Con 0.132 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It looks like a bunch of followers of this rebel news channel are some of the dumbest Canadians who just say stuff they don’t know or have evidence at all. Also these reporters are just …
It looks like a bunch of followers of this rebel news channel are some of the dumbest Canadians who just say stuff they don’t know or have evidence at all. Also these reporters are just garbage who are here to spread hate and conservatism.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.7344449
Profanity0.24341469
Threat0.009048914
Severe Toxicity0.035007052
Toxic 0.7252971 Low Con 0.211 Insult
Nov 21, 2025 Thousands of refugees allowed into …
The white guy on the bike is a as ignorant as the next guy. Africa is a whole ass continent with 54 countries. Canada is one country. Rape is NOT part of African Culture intact …
The white guy on the bike is a as ignorant as the next guy. Africa is a whole ass continent with 54 countries. Canada is one country. Rape is NOT part of African Culture intact over 50% of rapes are white male aggressors
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.6308392
Profanity0.4840093
Threat0.15276608
Severe Toxicity0.34950548
Toxic 0.7252971 Moderate Con 0.398 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
INDIA 🇮🇳 THE MOST HORRIBLE COUNTRY EVER ON EARTH
INDIA 🇮🇳 THE MOST HORRIBLE COUNTRY EVER ON EARTH
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.5739874
Profanity0.36230123
Threat0.13414288
Severe Toxicity0.45895407
Toxic 0.7252971 Low Con 0.211 Identity Attack Insult Identity_Assertion
Sep 28, 2025 IRCC Names India in Study …
Hoping Canada is still safe from the Islamic parasites that wrecked the UK
Hoping Canada is still safe from the Islamic parasites that wrecked the UK
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.6407567
Profanity0.2687007
Threat0.019918699
Severe Toxicity0.16960317
Toxic 0.7252971 Low Con 0.259 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Liberal minions screwed Canada and they’re still ministers in parliament even after they messed up because morons keep voting them in.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.20483385
Insult0.7344449
Profanity0.39409557
Threat0.008505191
Severe Toxicity0.024678862
Toxic 0.7252971 Low Con 0.156 Insult Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
They are missing because that's the liberal way. Drowning canada in brown,too resemble shit. Exactly where they are coming from.
They are missing because that's the liberal way. Drowning canada in brown,too resemble shit. Exactly where they are coming from.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4931391
Insult0.56997263
Profanity0.65961236
Threat0.17964768
Severe Toxicity0.16960317
Toxic 0.7252971 Low Con 0.191 Insult
Sep 29, 2025 IRCC Names India in Study …
No jobs because all the managers are indian, and their racist asses only want to hire their own people.
No jobs because all the managers are indian, and their racist asses only want to hire their own people.
Why Canadians Are Turning Against Immigrants. · 80: Cluster #79
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.58196646
Profanity0.55356324
Threat0.037530303
Severe Toxicity0.23224801
Toxic 0.7252971 Low Con 0.252 Identity Attack Insult Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿‍♂️🕳️🩸
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿‍♂️🕳️🩸
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17536941
Insult0.46476576
Profanity0.596623
Threat0.34804323
Severe Toxicity0.34966052
Toxic 0.7252971 Low Con 0.203 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
who let her in...get out diablo...she's not nice ...she's a mutt
who let her in...get out diablo...she's not nice ...she's a mutt
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.06658725
Insult0.6308392
Profanity0.46460027
Threat0.051067904
Severe Toxicity0.23224458
Toxic 0.7252971 Moderate Con 0.341 Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.5739874
Profanity0.38343847
Threat0.035458352
Severe Toxicity0.26195827
Toxic 0.72028047 Low Con 0.175 Identity Attack Insult Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus …
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus someone of a preferred colour came in.
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.70864636
Threat0.025271246
Severe Toxicity0.23225832
Toxic 0.72028047 Moderate Con 0.478 Identity Attack Insult Personal_Narrative
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
You literally had the opportunity to change this four months ago. Instead yall got bamboozled by a sh-tty slogan "elbows up" yall are dumb. Deal with it.
You literally had the opportunity to change this four months ago. Instead yall got bamboozled by a sh-tty slogan "elbows up" yall are dumb. Deal with it.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.04177703
Insult0.71120167
Profanity0.541926
Threat0.011223801
Severe Toxicity0.072789766
Toxic 0.72028047 Low Con 0.199 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
These people are so dumb that they need to pay 6,000 to be taken across the largest unmanned border on earth.
These people are so dumb that they need to pay 6,000 to be taken across the largest unmanned border on earth.
Inside Canada's Indian Invasion... · 258: Cluster #257
Close reading → Discourse → Video sentiment →
Identity Attack0.057037655
Insult0.7492263
Profanity0.3194067
Threat0.063675895
Severe Toxicity0.023599008
Toxic 0.72028047 Low Con 0.135 Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
BTW, carrying a knife for protection is illegal in Canada. You can only have a knife on you if its a tool. Our laws are bullshit.
BTW, carrying a knife for protection is illegal in Canada. You can only have a knife on you if its a tool. Our laws are bullshit.
Inside Canada's Indian Invasion... · 79: Cluster #78
Close reading → Discourse → Video sentiment →
Identity Attack0.11163961
Insult0.5130944
Profanity0.6919765
Threat0.04363242
Severe Toxicity0.09912638
Toxic 0.72028047 Moderate Con 0.325 Insult Policy_Critique
Mar 3, 2026 Inside Canada's Indian Invasion...
Bloody racist beggar...
Bloody racist beggar...
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.71120167
Profanity0.29279903
Threat0.030969119
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.276 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Damnit dude I wish I ran into you
Damnit dude I wish I ran into you
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.053854458
Insult0.4339631
Profanity0.68353343
Threat0.5195707
Severe Toxicity0.2733782
Toxic 0.72028047 Moderate Con 0.405 Threat Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I hate foreigners. They do nothing but destroy American history and now they're doing it to Canada. Deport all of them!!
I hate foreigners. They do nothing but destroy American history and now they're doing it to Canada. Deport all of them!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7778623
Insult0.46625584
Profanity0.22429734
Threat0.19229786
Severe Toxicity0.17315048
Toxic 0.72028047 Moderate Con 0.332 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people! dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people! dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.69164425
Profanity0.47771472
Threat0.010938995
Severe Toxicity0.11492836
Toxic 0.72028047 Moderate Con 0.329 Insult Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
Ind!ans are p@th3tic and smell awful 🤢
Ind!ans are p@th3tic and smell awful 🤢
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.6407567
Profanity0.42102736
Threat0.077831104
Severe Toxicity0.45895407
Toxic 0.72028047 Low Con 0.246 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 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.