Let's Chart About That!

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Episode

Ben & Jerry's (2) includes 23 scored items from the "Gut Check" series from Good Mythical Morning.

In all charts, Rhett's data is RED, Link's data is BLUE, and combined data is PURPLE.

Episode Ben & Jerry's (2)

Items scored 23

Ranking method Raw Score

Abstract

This episode report summarizes published Gut Check scores for N = 23 items in Ben & Jerry's (2), including rankings, score distributions, disagreement counts, and derived measures.

Dataset snapshot refreshed June 3, 2026 6:57 AM.

Methods

The selected ranking method is applied within this episode only. Rank ties are preserved. Original final rankings are reported separately from recalculated rankings shown under the selected method.

Raw score. Sum of Rhett and Link scores.

Formal notation R = S_R + S_L

Normalized score. Episode-relative placement measure.

Formal notation N = f_episode(R)

Consensus score. Normalized score with disagreement penalty.

Formal notation C = g_episode(N, |S_R - S_L|)

Results

1. Combined Results Raw Score

Table 1. Original Episode Final Ranking
Final Rank	Item	Total Score	Rhett	Link	Numeric Rank
1	Non-Dairy Peanut Butter Half Baked	144	74	70	3
2	Non-Dairy Mint Chocolate Cookie	150	78	72	1
	Non-Dairy P.B. & Cookies	139	70	69	4
4	Half Baked Frozen Yogurt	144	74	70	2

Table 2. Rank Drift from Original Final Ranking Raw Score
Item	Final Rank	Method Rank	Drift	Total Score	Rhett	Link
Non-Dairy Peanut Butter Half Baked	1	3	2	144	74	70
Non-Dairy P.B. & Cookies	2	4	2	139	70	69
Half Baked Frozen Yogurt	4	2	2	144	74	70
Non-Dairy Mint Chocolate Cookie	2	1	1	150	78	72

Figure 1. Distribution of Rhett and Link scores within Ben & Jerry's (2).

Figure 2. Distribution of combined total scores within Ben & Jerry's (2).

Figure 3. Score distribution by ranking method after rescaling each method to a 0-100 index.

Figure 4. Rhett-Link agreement within Ben & Jerry's (2).

Figure 5. Score range by score source within Ben & Jerry's (2) on a 0-100 scale.

Figure 6. Items with the largest absolute Rhett-Link score difference.

Score source	0	10	20	30	40	50	60	70
Rhett	1	0	3	3	3	2	7	4
Link	0	2	2	4	2	3	5	5
Combined	1	0	2	2	5	4	6	3

Figure 7. Heatmap of score bucket counts by score source.

Average Score

102

Peanut Butter Quotient*

32

The average score for a peanut butter item is 127. The average score for a non-peanut butter item is 95.

Nice! Factor**

0

Recipients: None

Figure 8. Peanut Butter Quotient by score source.

Figure 9. Nice! Factor occurrences by score source.

Table 3. Highest-Ranked Items Raw Score
Rank	Item	Total Score	Rhett	Link
1	Non-Dairy Mint Chocolate Cookie	150	78	72
2	Half Baked Frozen Yogurt	144	74	70
	Non-Dairy Peanut Butter Half Baked	144	74	70
3	Non-Dairy P.B. & Cookies	139	70	69
4	Non-Dariy Netflix & Chill'd	135	69	66
	Non-Dairy Chocolate Fudge Brownie	135	61	74
5	Non-Dairy Coffee Cold Brew Fudge Chip	132	60	72
6	Non-Dairy Chocolate Caramel Cluster	120	57	63
	Non-Dairy Chocolate Chip Cookie Dough	120	65	55
7	Pontch's Mix	115	48	67
8	Non-Dairy Creme Brulee Cookie	108	68	40
9	Non-Dairy Phish Food	106	59	47
10	Non-Dairy The Tonight Dough	104	48	56

Note. Tied scores share rank labels; tables include all items in the first ten rank groups.

Table 4. Lowest-Ranked Items Raw Score
Rank	Item	Total Score	Rhett	Link
1	Non-Dairy Caramel Almond Brittle	18	8	10
2	Non-Dairy Colin Kaepernick's Change The Whirled	50	29	21
3	Non-Dairy Coconut Seven Layer Bar	51	38	13
4	Non-Dairy "Milk" & Cookies	61	34	27
5	Non-Dairy Coffee Caramel Fudge	62	29	33
6	Non-Dairy Americone Dream	86	47	39
7	Non-Dairy Karamel Sutra Core	87	36	51
8	Rosie's Batch	92	28	64
9	Non-Dairy Cherry Garcia	97	67	30
10	Cherry Garcia Frozen Yogurt	98	67	31

Note. Tied scores share rank labels; tables include all items in the first ten rank groups.

Table 5. Largest Score Differences
Rank	Item	Score Difference	Rhett	Link
1	Non-Dairy Cherry Garcia	37	67	30
2	Cherry Garcia Frozen Yogurt	36	67	31
3	Rosie's Batch	36	28	64
4	Non-Dairy Creme Brulee Cookie	28	68	40
5	Non-Dairy Coconut Seven Layer Bar	25	38	13
6	Pontch's Mix	19	48	67
7	Non-Dairy Karamel Sutra Core	15	36	51
8	Non-Dairy Chocolate Fudge Brownie	13	61	74
9	Non-Dairy Coffee Cold Brew Fudge Chip	12	60	72
10	Non-Dairy Phish Food	12	59	47

Table 6. Full Combined Ranking Raw Score
Rank	Item	Total Score	Rhett	Link
1	Non-Dairy Mint Chocolate Cookie	150	78	72
2	Half Baked Frozen Yogurt	144	74	70
	Non-Dairy Peanut Butter Half Baked	144	74	70
3	Non-Dairy P.B. & Cookies	139	70	69
4	Non-Dariy Netflix & Chill'd	135	69	66
	Non-Dairy Chocolate Fudge Brownie	135	61	74
5	Non-Dairy Coffee Cold Brew Fudge Chip	132	60	72
6	Non-Dairy Chocolate Caramel Cluster	120	57	63
	Non-Dairy Chocolate Chip Cookie Dough	120	65	55
7	Pontch's Mix	115	48	67
8	Non-Dairy Creme Brulee Cookie	108	68	40
9	Non-Dairy Phish Food	106	59	47
10	Non-Dairy The Tonight Dough	104	48	56
11	Cherry Garcia Frozen Yogurt	98	67	31
12	Non-Dairy Cherry Garcia	97	67	30
13	Rosie's Batch	92	28	64
14	Non-Dairy Karamel Sutra Core	87	36	51
15	Non-Dairy Americone Dream	86	47	39
16	Non-Dairy Coffee Caramel Fudge	62	29	33
17	Non-Dairy "Milk" & Cookies	61	34	27
18	Non-Dairy Coconut Seven Layer Bar	51	38	13
19	Non-Dairy Colin Kaepernick's Change The Whirled	50	29	21
20	Non-Dairy Caramel Almond Brittle	18	8	10

Figure 10. Counts of instances in which Rhett, Link, or neither assigned the higher score.

Table 7. Higher Score Counts
Episode	Rhett	Link	Tie
Ben & Jerry's (2)	14	9	0

Results

2. Rhett

Figure 11. Distribution of Rhett scores within Ben & Jerry's (2).

Average Score

53

Peanut Butter Quotient*

12

Rhett's average score for a peanut butter item is 62. Rhett's average score for a non-peanut butter item is 50.

Nice! Factor**

1

Recipients: Non-Dariy Netflix & Chill'd

Table 8. Rhett Highest-Ranked Items
Rank	Item	Score
1	Non-Dairy Mint Chocolate Cookie	78
2	Half Baked Frozen Yogurt	74
	Non-Dairy Peanut Butter Half Baked	74
3	Non-Dairy P.B. & Cookies	70
4	Non-Dariy Netflix & Chill'd	69
5	Non-Dairy Creme Brulee Cookie	68
6	Cherry Garcia Frozen Yogurt	67
	Non-Dairy Cherry Garcia	67
7	Non-Dairy Chocolate Chip Cookie Dough	65
8	Non-Dairy Chocolate Fudge Brownie	61
9	Non-Dairy Coffee Cold Brew Fudge Chip	60
10	Non-Dairy Phish Food	59

Note. Tied scores share rank labels; tables include all items in the first ten rank groups.

Table 9. Rhett Lowest-Ranked Items
Rank	Item	Score
1	Non-Dairy Caramel Almond Brittle	8
2	Rosie's Batch	28
3	Non-Dairy Colin Kaepernick's Change The Whirled	29
	Non-Dairy Coffee Caramel Fudge	29
4	Non-Dairy "Milk" & Cookies	34
5	Non-Dairy Karamel Sutra Core	36
6	Non-Dairy Coconut Seven Layer Bar	38
7	Non-Dairy Americone Dream	47
8	Non-Dairy The Tonight Dough	48
	Pontch's Mix	48
9	Non-Dairy Chocolate Caramel Cluster	57
10	Non-Dairy Phish Food	59

Note. Tied scores share rank labels; tables include all items in the first ten rank groups.

Results

3. Link

Figure 12. Distribution of Link scores within Ben & Jerry's (2).

Average Score

50

Peanut Butter Quotient*

21

Link's average score for a peanut butter item is 66. Link's average score for a non-peanut butter item is 45.

Nice! Factor**

1

Recipients: Non-Dairy P.B. & Cookies

Table 10. Link Highest-Ranked Items
Rank	Item	Score
1	Non-Dairy Chocolate Fudge Brownie	74
2	Non-Dairy Mint Chocolate Cookie	72
	Non-Dairy Coffee Cold Brew Fudge Chip	72
3	Half Baked Frozen Yogurt	70
	Non-Dairy Peanut Butter Half Baked	70
4	Non-Dairy P.B. & Cookies	69
5	Pontch's Mix	67
6	Non-Dariy Netflix & Chill'd	66
7	Rosie's Batch	64
8	Non-Dairy Chocolate Caramel Cluster	63
9	Non-Dairy The Tonight Dough	56
10	Non-Dairy Chocolate Chip Cookie Dough	55

Note. Tied scores share rank labels; tables include all items in the first ten rank groups.

Table 11. Link Lowest-Ranked Items
Rank	Item	Score
1	Non-Dairy Caramel Almond Brittle	10
2	Non-Dairy Coconut Seven Layer Bar	13
3	Non-Dairy Colin Kaepernick's Change The Whirled	21
4	Non-Dairy "Milk" & Cookies	27
5	Non-Dairy Cherry Garcia	30
6	Cherry Garcia Frozen Yogurt	31
7	Non-Dairy Coffee Caramel Fudge	33
8	Non-Dairy Americone Dream	39
9	Non-Dairy Creme Brulee Cookie	40
10	Non-Dairy Phish Food	47

Note. Tied scores share rank labels; tables include all items in the first ten rank groups.

Notes

4. Definitions and Notes

* Peanut Butter Quotient is calculated as the difference between the average score for peanut-butter-focused flavors and the average score for non-peanut-butter flavors. Flavors designated as peanut-butter-focused in this episode are: Non-Dairy P.B. & Cookies, Non-Dairy Peanut Butter Half Baked, Non-Dairy The Tonight Dough, Non-Dariy Netflix & Chill'd, Pontch's Mix

Formal notation PBQ = x̄_PB - x̄_non-PB

** Nice! Factor is the number of times a score of 69 appears.

Formal notation NF = Σ 1(score = 69)

Rank Drift is the absolute difference between the original final rank and the rank produced by the currently selected ranking method.

Limitations. Scores are treated as interval values although the underlying tasting process is subjective.