Let's Chart About That!

Theme Light Dark

Episode

Keebler Cookies includes 33 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 Keebler Cookies

Items scored 33

Ranking method Raw Score

Abstract

This episode report summarizes published Gut Check scores for N = 33 items in Keebler Cookies, 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	Peanut Butter Dreams	166	83	83	1
2	Whoopsy! Fudge Stripes	138	73	65	4
3	Caramel Nut Dreams	155	81	74	2
4	Shortbread Sandies Classic	140	70	70	3

Table 2. Rank Drift from Original Final Ranking Raw Score
Item	Final Rank	Method Rank	Drift	Total Score	Rhett	Link
Whoopsy! Fudge Stripes	2	4	2	138	73	65
Caramel Nut Dreams	3	2	1	155	81	74
Shortbread Sandies Classic	4	3	1	140	70	70
Peanut Butter Dreams	1	1	0	166	83	83

Figure 1. Distribution of Rhett and Link scores within Keebler Cookies.

Figure 2. Distribution of combined total scores within Keebler Cookies.

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

Figure 4. Rhett-Link agreement within Keebler Cookies.

Figure 5. Score range by score source within Keebler Cookies on a 0-100 scale.

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

Score source	10	20	30	40	50	60	70	80
Rhett	0	2	2	7	4	9	4	5
Link	2	4	8	6	4	5	2	2
Combined	0	2	4	6	11	7	2	1

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

Average Score

106

Peanut Butter Quotient*

28

The average score for a peanut butter item is 132. The average score for a non-peanut butter item is 104.

Nice! Factor**

1

Recipients: Vanilla Wafers

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	Peanut Butter Dreams	166	83	83
2	Caramel Nut Dreams	155	81	74
3	Shortbread Sandies Classic	140	70	70
4	Whoopsy! Fudge Stripes	138	73	65
5	Country Style Oatmeal Raisin	135	67	68
6	Whoopsy! Fudge Stripes Mint	132	88	44
7	Simply Made Butter Cookies	131	83	48
8	Simply Made Chocolate Chip	130	61	69
9	Soft Batch Chocolate Chip	123	38	85
10	Vienna Fingers	122	89	33

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	Chips Deluxe Soft and Chewy	51	25	26
2	Sugar Wafers Vanilla	55	28	27
3	Chips Deluxe Coconut	67	48	19
4	Vanilla Wafers	69	44	25
5	Sugar Wafers Strawberry	71	41	30
6	Sugar Wafers Chocolate	73	34	39
7	Fudge Sticks Original	80	49	31
8	Danish Wedding Cookies	87	72	15
9	E.L. Fudge Original	93	43	50
10	Shortbread Sandies Cashew	96	58	38

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	Danish Wedding Cookies	57	72	15
2	Vienna Fingers	56	89	33
3	Grasshopper	49	78	29
4	Soft Batch Chocolate Chip	47	38	85
5	Whoopsy! Fudge Stripes Mint	44	88	44
6	Simply Made Butter Cookies	35	83	48
7	Coconut Dreams	34	67	33
8	Chips Deluxe Coconut	29	48	19
9	Coconut Dreams Fudge Covered	25	65	40
10	Animals Frosted Cookies	20	59	39

Table 6. Full Combined Ranking Raw Score
Rank	Item	Total Score	Rhett	Link
1	Peanut Butter Dreams	166	83	83
2	Caramel Nut Dreams	155	81	74
3	Shortbread Sandies Classic	140	70	70
4	Whoopsy! Fudge Stripes	138	73	65
5	Country Style Oatmeal Raisin	135	67	68
6	Whoopsy! Fudge Stripes Mint	132	88	44
7	Simply Made Butter Cookies	131	83	48
8	Simply Made Chocolate Chip	130	61	69
9	Soft Batch Chocolate Chip	123	38	85
10	Vienna Fingers	122	89	33
11	E.L. Fudge Double Stuffed	118	58	60
12	Fudge Stripes Original	116	61	55
13	Chips Deluxe Chocolate Chunk	113	63	50
14	Shortbread Sandies Pecan	110	61	49
15	Deluxe Grahams	109	47	62
16	Chips Deluxe Original	108	60	48
17	Grasshopper	107	78	29
18	Coconut Dreams Fudge Covered	105	65	40
19	Chips Deluxe w/ M&Ms	104	61	43
20	Whoopsy! Cookies and Creme	101	48	53
21	Coconut Dreams	100	67	33
22	Animals Frosted Cookies	98	59	39
	Chips Deluxe Peanut Butter	98	59	39
23	Shortbread Sandies Cashew	96	58	38
24	E.L. Fudge Original	93	43	50
25	Danish Wedding Cookies	87	72	15
26	Fudge Sticks Original	80	49	31
27	Sugar Wafers Chocolate	73	34	39
28	Sugar Wafers Strawberry	71	41	30
29	Vanilla Wafers	69	44	25
30	Chips Deluxe Coconut	67	48	19
31	Sugar Wafers Vanilla	55	28	27
32	Chips Deluxe Soft and Chewy	51	25	26

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

Table 7. Higher Score Counts
Episode	Rhett	Link	Tie
Keebler Cookies	22	9	2

Results

2. Rhett

Figure 11. Distribution of Rhett scores within Keebler Cookies.

Average Score

59

Peanut Butter Quotient*

12

Rhett's average score for a peanut butter item is 71. Rhett's average score for a non-peanut butter item is 59.

Nice! Factor**

0

Recipients: None

Table 8. Rhett Highest-Ranked Items
Rank	Item	Score
1	Vienna Fingers	89
2	Whoopsy! Fudge Stripes Mint	88
3	Peanut Butter Dreams	83
	Simply Made Butter Cookies	83
4	Caramel Nut Dreams	81
5	Grasshopper	78
6	Whoopsy! Fudge Stripes	73
7	Danish Wedding Cookies	72
8	Shortbread Sandies Classic	70
9	Country Style Oatmeal Raisin	67
	Coconut Dreams	67
10	Coconut Dreams Fudge Covered	65

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	Chips Deluxe Soft and Chewy	25
2	Sugar Wafers Vanilla	28
3	Sugar Wafers Chocolate	34
4	Soft Batch Chocolate Chip	38
5	Sugar Wafers Strawberry	41
6	E.L. Fudge Original	43
7	Vanilla Wafers	44
8	Deluxe Grahams	47
9	Chips Deluxe Coconut	48
	Whoopsy! Cookies and Creme	48
10	Fudge Sticks Original	49

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 Keebler Cookies.

Average Score

47

Peanut Butter Quotient*

15

Link's average score for a peanut butter item is 61. Link's average score for a non-peanut butter item is 46.

Nice! Factor**

1

Recipients: Simply Made Chocolate Chip

Table 10. Link Highest-Ranked Items
Rank	Item	Score
1	Soft Batch Chocolate Chip	85
2	Peanut Butter Dreams	83
3	Caramel Nut Dreams	74
4	Shortbread Sandies Classic	70
5	Simply Made Chocolate Chip	69
6	Country Style Oatmeal Raisin	68
7	Whoopsy! Fudge Stripes	65
8	Deluxe Grahams	62
9	E.L. Fudge Double Stuffed	60
10	Fudge Stripes Original	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	Danish Wedding Cookies	15
2	Chips Deluxe Coconut	19
3	Vanilla Wafers	25
4	Chips Deluxe Soft and Chewy	26
5	Sugar Wafers Vanilla	27
6	Grasshopper	29
7	Sugar Wafers Strawberry	30
8	Fudge Sticks Original	31
9	Coconut Dreams	33
	Vienna Fingers	33
10	Shortbread Sandies Cashew	38

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: Chips Deluxe Peanut Butter, Peanut Butter Dreams

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.