Let's Chart About That!

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Episode

Klondike includes 19 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 Klondike

Items scored 19

Ranking method Raw Score

Abstract

This episode report summarizes published Gut Check scores for N = 19 items in Klondike, 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	Classic Chocolate Cone	163	89	74	3
2	Classic Vanilla Sandiwch	171	83	88	1
3	Original Vanilla Bar	160	76	84	4
4	Double Chocolate Bar	169	85	84	2

Table 2. Rank Drift from Original Final Ranking Raw Score
Item	Final Rank	Method Rank	Drift	Total Score	Rhett	Link
Classic Chocolate Cone	1	3	2	163	89	74
Double Chocolate Bar	4	2	2	169	85	84
Classic Vanilla Sandiwch	2	1	1	171	83	88
Original Vanilla Bar	3	4	1	160	76	84

Figure 1. Distribution of Rhett and Link scores within Klondike.

Figure 2. Distribution of combined total scores within Klondike.

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

Figure 4. Rhett-Link agreement within Klondike.

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

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

Score source	0	30	40	50	60	70	80
Rhett	1	1	2	1	2	5	7
Link	1	3	2	2	4	4	3
Combined	1	1	1	4	3	5	4

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

Average Score

126

Peanut Butter Quotient*

-20

The average score for a peanut butter item is 107. The average score for a non-peanut butter item is 127.

Nice! Factor**

1

Recipients: No Sugar Added Krunch Bar

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	Classic Vanilla Sandiwch	171	83	88
2	Double Chocolate Bar	169	85	84
3	Classic Chocolate Cone	163	89	74
4	Original Vanilla Bar	160	76	84
5	Cookies and Creme Sandwich	159	85	74
6	Nuts For Vanilla Cone	154	85	69
7	Choco Tacos	150	74	76
8	Cookies and Cream Bar	147	79	68
	Mint Chocolate Chip	147	86	61
9	Double Down Chocolate Cone	133	63	70
10	Vanilla Chillin' Cone	126	87	39

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	Unicorn Dreamin' Cone	9	5	4
2	No Sugar Added Krunch Bar	69	38	31
3	No Sugar Added Vanilla Bar	93	44	49
4	Krunch Bar	103	73	30
5	Mrs. Fields Chocolate Chip Cookie Sandwich	104	49	55
6	Reese's Bar	107	57	50
7	Heath Bar	114	71	43
8	Dark Chocolate Bar	122	62	60
9	Vanilla Chillin' Cone	126	87	39
10	Double Down Chocolate Cone	133	63	70

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	Vanilla Chillin' Cone	48	87	39
2	Krunch Bar	43	73	30
3	Heath Bar	28	71	43
4	Mint Chocolate Chip	25	86	61
5	Nuts For Vanilla Cone	16	85	69
6	Classic Chocolate Cone	15	89	74
7	Cookies and Creme Sandwich	11	85	74
8	Cookies and Cream Bar	11	79	68
9	Original Vanilla Bar	8	76	84
10	Double Down Chocolate Cone	7	63	70

Table 6. Full Combined Ranking Raw Score
Rank	Item	Total Score	Rhett	Link
1	Classic Vanilla Sandiwch	171	83	88
2	Double Chocolate Bar	169	85	84
3	Classic Chocolate Cone	163	89	74
4	Original Vanilla Bar	160	76	84
5	Cookies and Creme Sandwich	159	85	74
6	Nuts For Vanilla Cone	154	85	69
7	Choco Tacos	150	74	76
8	Cookies and Cream Bar	147	79	68
	Mint Chocolate Chip	147	86	61
9	Double Down Chocolate Cone	133	63	70
10	Vanilla Chillin' Cone	126	87	39
11	Dark Chocolate Bar	122	62	60
12	Heath Bar	114	71	43
13	Reese's Bar	107	57	50
14	Mrs. Fields Chocolate Chip Cookie Sandwich	104	49	55
15	Krunch Bar	103	73	30
16	No Sugar Added Vanilla Bar	93	44	49
17	No Sugar Added Krunch Bar	69	38	31
18	Unicorn Dreamin' Cone	9	5	4

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

Table 7. Higher Score Counts
Episode	Rhett	Link	Tie
Klondike	13	6	0

Results

2. Rhett

Figure 11. Distribution of Rhett scores within Klondike.

Average Score

68

Peanut Butter Quotient*

-12

Rhett's average score for a peanut butter item is 57. Rhett's average score for a non-peanut butter item is 69.

Nice! Factor**

0

Recipients: None

Table 8. Rhett Highest-Ranked Items
Rank	Item	Score
1	Classic Chocolate Cone	89
2	Vanilla Chillin' Cone	87
3	Mint Chocolate Chip	86
4	Double Chocolate Bar	85
	Cookies and Creme Sandwich	85
	Nuts For Vanilla Cone	85
5	Classic Vanilla Sandiwch	83
6	Cookies and Cream Bar	79
7	Original Vanilla Bar	76
8	Choco Tacos	74
9	Krunch Bar	73
10	Heath Bar	71

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	Unicorn Dreamin' Cone	5
2	No Sugar Added Krunch Bar	38
3	No Sugar Added Vanilla Bar	44
4	Mrs. Fields Chocolate Chip Cookie Sandwich	49
5	Reese's Bar	57
6	Dark Chocolate Bar	62
7	Double Down Chocolate Cone	63
8	Heath Bar	71
9	Krunch Bar	73
10	Choco Tacos	74

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 Klondike.

Average Score

58

Peanut Butter Quotient*

-9

Link's average score for a peanut butter item is 50. Link's average score for a non-peanut butter item is 59.

Nice! Factor**

1

Recipients: Nuts For Vanilla Cone

Table 10. Link Highest-Ranked Items
Rank	Item	Score
1	Classic Vanilla Sandiwch	88
2	Double Chocolate Bar	84
	Original Vanilla Bar	84
3	Choco Tacos	76
4	Classic Chocolate Cone	74
	Cookies and Creme Sandwich	74
5	Double Down Chocolate Cone	70
6	Nuts For Vanilla Cone	69
7	Cookies and Cream Bar	68
8	Mint Chocolate Chip	61
9	Dark Chocolate Bar	60
10	Mrs. Fields Chocolate Chip Cookie Sandwich	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	Unicorn Dreamin' Cone	4
2	Krunch Bar	30
3	No Sugar Added Krunch Bar	31
4	Vanilla Chillin' Cone	39
5	Heath Bar	43
6	No Sugar Added Vanilla Bar	49
7	Reese's Bar	50
8	Mrs. Fields Chocolate Chip Cookie Sandwich	55
9	Dark Chocolate Bar	60
10	Mint Chocolate Chip	61

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: Reese's Bar

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.