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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
30,738 comments · Page 1118 of 1230
I knew it was Brampton
I knew it was Brampton
Identity Attack0.004587734
Insult0.009545889
Profanity0.0166845
Threat0.00746953
Severe Toxicity0.0012159348
Low Tox 0.019351736 Moderate Con 0.376
Sep 18, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
PUNJAB ❌ POONJAB ✅
PUNJAB ❌ POONJAB ✅
Identity Attack0.011247349
Insult0.013896915
Profanity0.020920247
Threat0.008000307
Severe Toxicity0.0027656555
Low Tox 0.019351736 Low Con 0.12 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I thought this was going to be about Surrey.
I thought this was going to be about Surrey.
Identity Attack0.0076585566
Insult0.008766884
Profanity0.015147334
Threat0.0077672824
Severe Toxicity0.001206398
Low Tox 0.019351736 Moderate Con 0.336
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Good luck Canadian
Good luck Canadian
Identity Attack0.010137413
Insult0.0088618845
Profanity0.013985921
Threat0.008077981
Severe Toxicity0.0014781952
Low Tox 0.019351736 Moderate Con 0.433
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Tyler back at it again with the quality content. Stay safe bro
Tyler back at it again with the quality content. Stay safe bro
Identity Attack0.0034223017
Insult0.010362893
Profanity0.014839902
Threat0.008738215
Severe Toxicity0.0012779236
Low Tox 0.019351736 Moderate Con 0.424 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Oh there’s plenty of new laws and rules coming with Xi-Carney.
Oh there’s plenty of new laws and rules coming with Xi-Carney.
Identity Attack0.002552852
Insult0.010438894
Profanity0.011458136
Threat0.0067898775
Severe Toxicity0.0008869171
Low Tox 0.019351736 Low Con 0.136
Jan 17, 2026 Canada’s new rules in 2026
The video was very helpful. After watching it once, I completed two practice mock tests on the Toronto and Richmond library websites and scored 20/20 in the exam
The video was very helpful. After watching it once, I completed two practice mock tests on the Toronto and Richmond library websites and scored 20/20 in the exam
Identity Attack0.004088263
Insult0.009317887
Profanity0.01579636
Threat0.0071847234
Severe Toxicity0.0011920929
Low Tox 0.019226074 Constructive 0.539 Personal_Narrative
Aug 1, 2025 2 likes Canadian Citizenship Test 2025 – …
This is not bad news Good for those who are legal.
This is not bad news Good for those who are legal.
Identity Attack0.0063266335
Insult0.008329881
Profanity0.012687869
Threat0.007586042
Severe Toxicity0.0011396408
Low Tox 0.019226074 Moderate Con 0.344
Dec 26, 2025 Deportations From Canada at Their …
She could’ve applied for French speakers stream and easily gotten a PR
She could’ve applied for French speakers stream and easily gotten a PR
Identity Attack0.0065486208
Insult0.009944891
Profanity0.013644327
Threat0.0070552654
Severe Toxicity0.0010347366
Low Tox 0.019226074 Low Con 0.291 Question
Feb 11, 2026 Canada's tighter immigration policy divides …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at the Regina Research Station in 1963. Over his remarkable 40-year career, he contributed significantly to the evolution of herbicide research during a transformative era for Canadian agriculture. In the 1960s, as herbicide use surged across the prairies—building on early selective compounds like 2,4-D introduced post-World War II—his work focused on environmental residues and applicator safety, helping refine application methods amid a boom that saw the number of available herbicides in Canada and the U.S. rise from about 25 in 1950 to over 100 by the end of the decade. This period marked the widespread adoption of chemicals for weed control, enabling reduced tillage and boosting crop yields in grain production. By the 1970s, Agriculture Canada's efforts intensified with the introduction of groundbreaking non-selective herbicides like glyphosate, which revolutionized prairie farming by facilitating no-till practices and minimizing soil erosion while controlling persistent weeds. My father's studies on herbicide drift, persistence in air and soil, and human exposure played a key role in ensuring safer, more effective use, aligning with broader innovations that transformed western Canada's grain sector into a global powerhouse. Into the 1980s, as resistance issues emerged and manufacturing processes improved to reduce contaminants like dioxins in phenoxy herbicides, his research supported sustainable advancements, including better monitoring and guidelines that influenced international standards. Through these decades, his pioneering contributions helped develop and optimize herbicides now employed worldwide, fundamentally changing farming practices and enhancing productivity across the vast Canadian prairies.
Identity Attack0.0053276913
Insult0.011920903
Profanity0.011936366
Threat0.006809296
Severe Toxicity0.0009441376
Low Tox 0.019226074 Constructive 0.633 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
اذا قمت بترجمة اضغط لايك
اذا قمت بترجمة اضغط لايك
Identity Attack0.0021458757
Insult0.009355888
Profanity0.017094411
Threat0.0075083673
Severe Toxicity0.0014686584
Low Tox 0.019226074 Low Con 0.287 Advertisement_Spam
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
In Singapore this will be solved I. 1 weeks or less
In Singapore this will be solved I. 1 weeks or less
Identity Attack0.0057346676
Insult0.00817788
Profanity0.013576009
Threat0.009359611
Severe Toxicity0.0014019012
Low Tox 0.019226074 Low Con 0.281 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Wow
Wow
Identity Attack0.0034777985
Insult0.009526889
Profanity0.016889455
Threat0.007573096
Severe Toxicity0.0015068054
Low Tox 0.019226074 Moderate Con 0.475
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is not an "economic zone", it is our home. Let's keep it that way.
Canada is not an "economic zone", it is our home. Let's keep it that way.
Identity Attack0.00725158
Insult0.009906891
Profanity0.009767254
Threat0.0065827454
Severe Toxicity0.00084400177
Low Tox 0.019226074 Moderate Con 0.44 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
not by chance that as soon as the pm was placed, he immediately went to the UK
not by chance that as soon as the pm was placed, he immediately went to the UK
Identity Attack0.0037367835
Insult0.009982891
Profanity0.011594773
Threat0.006763986
Severe Toxicity0.0007677078
Low Tox 0.019226074 Low Con 0.217 Unverified_Claim
Nov 21, 2025 8 likes Thousands of refugees allowed into …
great journalism
great journalism
Identity Attack0.0053276913
Insult0.00979289
Profanity0.0166845
Threat0.007935578
Severe Toxicity0.0014591217
Low Tox 0.019226074 Moderate Con 0.416
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Wow
Wow
Identity Attack0.0034777985
Insult0.009526889
Profanity0.016889455
Threat0.007573096
Severe Toxicity0.0015068054
Low Tox 0.019226074 Moderate Con 0.47
Jan 27, 2026 Inside Canada's Indian Invasion...
The Poojab people
The Poojab people
Identity Attack0.009915425
Insult0.013326911
Profanity0.018392462
Threat0.0074306927
Severe Toxicity0.0017547607
Low Tox 0.019226074 Low Con 0.202 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
Design is what it really is !! .......... just like the rising inflation on FOOD!!!
Design is what it really is !! .......... just like the rising inflation on FOOD!!!
Identity Attack0.0020996283
Insult0.010362893
Profanity0.010074687
Threat0.0057995263
Severe Toxicity0.0006580353
Low Tox 0.019226074 Low Con 0.266 Economic_Argument
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
Wow
Wow
Identity Attack0.0034777985
Insult0.009526889
Profanity0.016889455
Threat0.007573096
Severe Toxicity0.0015068054
Low Tox 0.019226074 Moderate Con 0.47
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Wow
Wow
Identity Attack0.0034777985
Insult0.009526889
Profanity0.016889455
Threat0.007573096
Severe Toxicity0.0015068054
Low Tox 0.019226074 Moderate Con 0.475
Jan 27, 2026 Inside Canada's Indian Invasion...
Downtown in Browntown
Downtown in Browntown
Identity Attack0.0054756827
Insult0.009906891
Profanity0.015728042
Threat0.007741391
Severe Toxicity0.001335144
Low Tox 0.019226074 Moderate Con 0.333
Sep 18, 2025 69 likes Inside Canada's Indian Metropolis (Brampton)
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and …
Canada has all the necessary conditions to establish real manufacturing industries and increase production. With the presence of migrant labor such as workers from India—who are willing to accept lower wages than Canadian workers and others—the equation becomes clear: lower costs, higher output, and greater profitability. This workforce represents a real investment for those who know how to manage human resources and the economy intelligently.
Identity Attack0.011099357
Insult0.010210892
Profanity0.009417122
Threat0.0059548756
Severe Toxicity0.0007867813
Low Tox 0.019226074 Constructive 0.517 Economic_Argument
Feb 27, 2026 Inside Canada's Indian Invasion...
It's about time
It's about time
Identity Attack0.003903274
Insult0.008633883
Profanity0.01627459
Threat0.008893564
Severe Toxicity0.0015449524
Low Tox 0.019226074 Low Con 0.288 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Wow
Wow
Identity Attack0.0034777985
Insult0.009526889
Profanity0.016889455
Threat0.007573096
Severe Toxicity0.0015068054
Low Tox 0.019226074 Moderate Con 0.475
Jan 29, 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.