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 1159 of 1230
Its easy to solve make student pay 10k refundable after 5 months from attending university or whatever program they are joining to guarantee they are here to study also please start taking their finger print …
Its easy to solve make student pay 10k refundable after 5 months from attending university or whatever program they are joining to guarantee they are here to study also please start taking their finger print , students must show where they are staying , we have been saying this over and over
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0019978844
Insult0.008804884
Profanity0.010792031
Threat0.006194372
Severe Toxicity0.00057935715
Low Tox 0.0143253105 Constructive 0.666
Sep 29, 2025 IRCC Names India in Study …
Hopefully the tax for middle class and lower income family will make grocery prices easier
Hopefully the tax for middle class and lower income family will make grocery prices easier
New rules, regulations take effect across Canada · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0045507364
Insult0.008899884
Profanity0.00951106
Threat0.005974294
Severe Toxicity0.00059843063
Low Tox 0.01426248 Moderate Con 0.327
Jan 5, 2026 New rules, regulations take effect …
As a Canadian thanks for posting this🔥
As a Canadian thanks for posting this🔥
Inside Canada's Indian Invasion... · 171: Cluster #170
Close reading → Discourse → Video sentiment →
Identity Attack0.0076215584
Insult0.007797878
Profanity0.014600786
Threat0.0072235605
Severe Toxicity0.0012493134
Low Tox 0.01426248 Constructive 0.51 Solidarity
Jan 27, 2026 4,891 likes Inside Canada's Indian Invasion...
Thank you Lord Jesus for the gift of life and blessings to me and my family $14,120.47 weekly profit Our lord Jesus have lifted up my Life!!!🙏❤️❤️
Thank you Lord Jesus for the gift of life and blessings to me and my family $14,120.47 weekly profit Our lord Jesus have lifted up my Life!!!🙏❤️❤️
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0045692353
Insult0.0073988754
Profanity0.012892825
Threat0.0069516995
Severe Toxicity0.0014019012
Low Tox 0.01426248 Constructive 0.53 Advertisement_Spam
Sep 30, 2025 27 likes IRCC Names India in Study …
Thank you Tyler!!!!I habe been asking you to come to canada specifically Brampton for the last 10 mouths. !!!!your the best!@@@@!
Thank you Tyler!!!!I habe been asking you to come to canada specifically Brampton for the last 10 mouths. !!!!your the best!@@@@!
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Video sentiment →
Identity Attack0.00310782
Insult0.008975885
Profanity0.011116544
Threat0.0062849927
Severe Toxicity0.0007390976
Low Tox 0.01426248 Constructive 0.643
Jan 27, 2026 Inside Canada's Indian Invasion...
Hi! I really love your content! We have an exciting collaboration opportunity and would love to share the details with you. I’ve sent all the info to your email, feel free to check it when …
Hi! I really love your content! We have an exciting collaboration opportunity and would love to share the details with you. I’ve sent all the info to your email, feel free to check it when you have a moment. Looking forward to your thoughts!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0058826595
Insult0.008386881
Profanity0.017436003
Threat0.009437286
Severe Toxicity0.0014781952
Low Tox 0.01426248 Constructive 0.65 Advertisement_Spam
Feb 10, 2026 Inside Canada's Indian Invasion...
With Artificial Intelligence eventually ingraining into all the workplaces, years to come less and less people needed in the workforce, and esp. in the service line and entry level job.
With Artificial Intelligence eventually ingraining into all the workplaces, years to come less and less people needed in the workforce, and esp. in the service line and entry level job.
Why Canadians Are Turning Against Immigrants. · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.002293867
Insult0.008633883
Profanity0.009519599
Threat0.006207318
Severe Toxicity0.00056028366
Low Tox 0.01426248 Moderate Con 0.336
Sep 1, 2025 2 likes Why Canadians Are Turning Against …
Ask ✡️
Ask ✡️
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0034408006
Insult0.008272881
Profanity0.01627459
Threat0.007340072
Severe Toxicity0.0012397766
Low Tox 0.01426248 Moderate Con 0.404
Feb 24, 2026 Inside Canada's Indian Invasion...
Yes!!! It's back! 😁
Yes!!! It's back! 😁
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002293867
Insult0.008500882
Profanity0.013131939
Threat0.0072235605
Severe Toxicity0.0011110306
Low Tox 0.01426248 Moderate Con 0.398 Meta_Commentary
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Ya I leave in a month been here for 6months when a student visa permits 3-6 months buddy been here since 2023
Ya I leave in a month been here for 6months when a student visa permits 3-6 months buddy been here since 2023
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.003607291
Insult0.00808288
Profanity0.011184863
Threat0.0061231707
Severe Toxicity0.0007343292
Low Tox 0.01426248 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I have test to be taken in January but dono what kind of questions will come ..but i m keep watching these question answer daily
I have test to be taken in January but dono what kind of questions will come ..but i m keep watching these question answer daily
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0034777985
Insult0.008405882
Profanity0.013371054
Threat0.0071070488
Severe Toxicity0.0009822845
Low Tox 0.01426248 Moderate Con 0.477
Dec 24, 2025 2 likes Canadian Citizenship Test 2025 – …
There all working under the table..
There all working under the table..
IRCC Names India in Study Permit Fraud | … · 296: Cluster #295
Close reading → Discourse → Video sentiment →
Identity Attack0.0019608864
Insult0.008804884
Profanity0.011406898
Threat0.006738094
Severe Toxicity0.0007581711
Low Tox 0.01426248 Low Con 0.274 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
With 9 to a house who can vote...talk about strategic redlining..Just saying
With 9 to a house who can vote...talk about strategic redlining..Just saying
Inside Canada's Indian Metropolis (Brampton) · 86: Cluster #85
Close reading → Video sentiment →
Identity Attack0.0017481487
Insult0.009260887
Profanity0.010262563
Threat0.006485652
Severe Toxicity0.0006389618
Low Tox 0.01426248 Moderate Con 0.387
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Anderson college is also a real college they are specialized in specific fields
Anderson college is also a real college they are specialized in specific fields
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0045507364
Insult0.008234881
Profanity0.014532468
Threat0.0066798385
Severe Toxicity0.00092983246
Low Tox 0.01426248 Low Con 0.297 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for truth
Thank you for truth
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0027748393
Insult0.008937885
Profanity0.012038844
Threat0.006861079
Severe Toxicity0.0009727478
Low Tox 0.01426248 Moderate Con 0.406
Nov 5, 2025 IRCC Names India in Study …
for montreal residents, the trafficking spot he was at was around 15 avenue at boul. st joseph in lachine so yall can go investigate if u wanna
for montreal residents, the trafficking spot he was at was around 15 avenue at boul. st joseph in lachine so yall can go investigate if u wanna
Inside Canada's Indian Invasion... · 192: Cluster #191
Close reading → Video sentiment →
Identity Attack0.0026083488
Insult0.0086718835
Profanity0.00997221
Threat0.006647474
Severe Toxicity0.0006246567
Low Tox 0.01419965 Moderate Con 0.438
Jan 27, 2026 Inside Canada's Indian Invasion...
I am in Canada and i see no divide Temporary workers signed viewers where they promise to leave Canada after work visa expired
I am in Canada and i see no divide Temporary workers signed viewers where they promise to leave Canada after work visa expired
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0058086636
Insult0.008253881
Profanity0.009570839
Threat0.0062849927
Severe Toxicity0.0006246567
Low Tox 0.01419965 Constructive 0.558 Personal_Narrative
Feb 11, 2026 31 likes Canada's tighter immigration policy divides …
Should never have had one in the first place.
Should never have had one in the first place.
Quebec Ends Economic Immigration Program | Your Morning · 79: Cluster #78
Close reading → Video sentiment →
Identity Attack0.0024048607
Insult0.0075128763
Profanity0.011594773
Threat0.0074565844
Severe Toxicity0.0008201599
Low Tox 0.01419965 Low Con 0.264
Nov 23, 2025 1 likes Quebec Ends Economic Immigration Program …
It is not as simple as more or less people. The first woman in the story was an educated working professional. Canada wants and needs people like that. Canada just needs to do a better …
It is not as simple as more or less people. The first woman in the story was an educated working professional. Canada wants and needs people like that. Canada just needs to do a better job of screening people coming in. Canada still needs good capable people coming in.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.008880884
Profanity0.009289024
Threat0.006272047
Severe Toxicity0.0005578995
Low Tox 0.01419965 Constructive 0.526 Policy_Critique
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
That's working even if you work for family or a friend..didn't understand that comment
That's working even if you work for family or a friend..didn't understand that comment
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022661188
Insult0.008272881
Profanity0.0113385795
Threat0.006045496
Severe Toxicity0.000603199
Low Tox 0.01419965 Constructive 0.525 Question
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada first 🇨🇦 🍁
Canada first 🇨🇦 🍁
Inside Canada's Indian Invasion... · 149: Cluster #148
Close reading → Discourse → Video sentiment →
Identity Attack0.0062526376
Insult0.007987879
Profanity0.011936366
Threat0.006861079
Severe Toxicity0.0011444092
Low Tox 0.01419965 Moderate Con 0.336 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The beautiful, friendly, warm, and inviting Indian culture flower in Canada, with everyone working hard. God bless everyone!
The beautiful, friendly, warm, and inviting Indian culture flower in Canada, with everyone working hard. God bless everyone!
Inside Canada's Indian Metropolis (Brampton) · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.008620501
Insult0.008044879
Profanity0.012312118
Threat0.006686311
Severe Toxicity0.0010442734
Low Tox 0.01419965 Constructive 0.612 Solidarity
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Guys, they didn't "lose control". It works exactly as the federal government intended.
Guys, they didn't "lose control". It works exactly as the federal government intended.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.0026083488
Insult0.009089886
Profanity0.010894509
Threat0.0062849927
Severe Toxicity0.0006055832
Low Tox 0.01419965 Low Con 0.265 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I live in Montreal and I know exactly where that temple is on 430 Rue Saint-Roch, Montréal, QC H3N 1K2. I wonder if the cops know
I live in Montreal and I know exactly where that temple is on 430 Rue Saint-Roch, Montréal, QC H3N 1K2. I wonder if the cops know
Inside Canada's Indian Invasion... · 192: Cluster #191
Close reading → Discourse → Video sentiment →
Identity Attack0.0058826595
Insult0.007607877
Profanity0.011936366
Threat0.007094103
Severe Toxicity0.0008535385
Low Tox 0.014136819 Moderate Con 0.444 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler!!!
Tyler!!!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Video sentiment →
Identity Attack0.0020071338
Insult0.009241886
Profanity0.014600786
Threat0.0070164283
Severe Toxicity0.0012779236
Low Tox 0.014136819 Moderate Con 0.48
Jan 27, 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.