Overview
Reproducibility

Table Overview

Columns	17
Rows	344
`NA`s	336 (5.75%)
Duplicate Rows	0

Column Types

character	9
numeric	7
Date	1

Reproducibility Information

Scan Build Time	`2020-11-09 18:39:47`
pointblank Version	`0.5.2.9000`
R Version	R version 3.6.3 (2020–02–29) Holding the Windsock
Operating System	`x86_64-apple-darwin15.6.0`

studyName
character

Distinct	3 (0.87%)
`NA`s	0
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
PAL0910	120	34.9%
PAL0809	114	33.1%
PAL0708	110	32.0%
Other Values (0)	0	0.0%

String Lengths

Mean	7.0
Minimum	7.0
Maximum	7.0

Histogram

Sample Number
numeric

Distinct	152 (44.19%)
`NA`s	0
`Inf`/`-Inf`	0

Mean	63.15
Minimum	1
Maximum	152

Quantile Statistics

Minimum	1.00
5th Percentile	6.15
Q1	29.00
Median	58.00
Q3	95.25
95th Percentile	134.85
Maximum	152.00
Range	151.00
IQR	66.25

Descriptive Statistics

Mean	63.15
Variance	1,634.60
Standard Deviation	40.43
Coefficient of Variation	0.64

Value	Count	Frequency
1	3	0.9%
2	3	0.9%
3	3	0.9%
4	3	0.9%
5	3	0.9%
6	3	0.9%
7	3	0.9%
8	3	0.9%
9	3	0.9%
Other Values (314)	314	91.3%

Maximum Values

Value	Count	Frequency
1	3	0.87%
2	3	0.87%
3	3	0.87%
4	3	0.87%
5	3	0.87%
6	3	0.87%
7	3	0.87%
8	3	0.87%
9	3	0.87%
10	3	0.87%

Minimum Values

Value	Count	Frequency
125	1	0.29%
126	1	0.29%
127	1	0.29%
128	1	0.29%
129	1	0.29%
130	1	0.29%
131	1	0.29%
132	1	0.29%
133	1	0.29%
134	1	0.29%

Species
character

Distinct	3 (0.87%)
`NA`s	0
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
Adelie Penguin (Pygoscelis adeliae)	152	44.2%
Gentoo penguin (Pygoscelis papua)	124	36.0%
Chinstrap penguin (Pygoscelis antarctica)	68	19.8%
Other Values (0)	0	0.0%

String Lengths

Mean	35.5
Minimum	33.0
Maximum	41.0

Histogram

Region
character

Distinct	1 (0.29%)
`NA`s	0
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
Anvers	344	100.0%
Other Values (0)	0	0.0%

String Lengths

Mean	6.0
Minimum	6.0
Maximum	6.0

Histogram

Island
character

Distinct	3 (0.87%)
`NA`s	0
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
Biscoe	168	48.8%
Dream	124	36.0%
Torgersen	52	15.1%
Other Values (0)	0	0.0%

String Lengths

Mean	6.1
Minimum	5.0
Maximum	9.0

Histogram

Stage
character

Distinct	1 (0.29%)
`NA`s	0
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
Adult, 1 Egg Stage	344	100.0%
Other Values (0)	0	0.0%

String Lengths

Mean	18.0
Minimum	18.0
Maximum	18.0

Histogram

Individual ID
character

Distinct	190 (55.23%)
`NA`s	0
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
N13A1	3	0.9%
N13A2	3	0.9%
N18A1	3	0.9%
N18A2	3	0.9%
N21A1	3	0.9%
N21A2	3	0.9%
N22A1	3	0.9%
N22A2	3	0.9%
N23A1	3	0.9%
Other Values (314)	314	91.3%

String Lengths

Mean	4.9
Minimum	4.0
Maximum	6.0

Histogram

Clutch Completion
character

Distinct	2 (0.58%)
`NA`s	0
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
Yes	308	89.5%
No	36	10.5%
Other Values (0)	0	0.0%

String Lengths

Mean	2.9
Minimum	2.0
Maximum	3.0

Histogram

Date Egg
date

Distinct	50 (14.53%)
`NA`s	0
`Inf`/`-Inf`	0

Culmen Length (mm)
numeric

Distinct	165 (47.97%)
`NA`s	2 (0.58%)
`Inf`/`-Inf`	0

Mean	43.92
Minimum	32.1
Maximum	59.6

Quantile Statistics

Minimum	32.10
5th Percentile	35.70
Q1	39.23
Median	44.45
Q3	48.50
95th Percentile	51.99
Maximum	59.60
Range	27.50
IQR	9.27

Descriptive Statistics

Mean	43.92
Variance	29.81
Standard Deviation	5.46
Coefficient of Variation	0.12

Value	Count	Frequency
41.1	7	2.0%
45.2	6	1.7%
37.8	5	1.5%
39.6	5	1.5%
45.5	5	1.5%
46.2	5	1.5%
46.5	5	1.5%
50	5	1.5%
50.5	5	1.5%
Other Values (292)	292	84.9%

Maximum Values

Value	Count	Frequency
41.1	7	2.03%
45.2	6	1.74%
37.8	5	1.45%
39.6	5	1.45%
45.5	5	1.45%
46.2	5	1.45%
46.5	5	1.45%
50.0	5	1.45%
50.5	5	1.45%
36.0	4	1.16%

Minimum Values

Value	Count	Frequency
32.1	1	0.29%
33.1	1	0.29%
33.5	1	0.29%
34.0	1	0.29%
34.1	1	0.29%
34.4	1	0.29%
34.5	1	0.29%
35.1	1	0.29%
35.2	1	0.29%
35.3	1	0.29%

Culmen Depth (mm)
numeric

Distinct	81 (23.55%)
`NA`s	2 (0.58%)
`Inf`/`-Inf`	0

Mean	17.15
Minimum	13.1
Maximum	21.5

Quantile Statistics

Minimum	13.10
5th Percentile	13.90
Q1	15.60
Median	17.30
Q3	18.70
95th Percentile	20.00
Maximum	21.50
Range	8.40
IQR	3.10

Descriptive Statistics

Mean	17.15
Variance	3.90
Standard Deviation	1.97
Coefficient of Variation	0.12

Value	Count	Frequency
17	12	3.5%
15	10	2.9%
17.9	10	2.9%
18.5	10	2.9%
18.6	10	2.9%
17.3	9	2.6%
17.8	9	2.6%
18.1	9	2.6%
18.9	9	2.6%
Other Values (247)	247	71.8%

Maximum Values

Value	Count	Frequency
17.0	12	3.49%
15.0	10	2.91%
17.9	10	2.91%
18.5	10	2.91%
18.6	10	2.91%
17.3	9	2.62%
17.8	9	2.62%
18.1	9	2.62%
18.9	9	2.62%
19.0	9	2.62%

Minimum Values

Value	Count	Frequency
13.1	1	0.29%
13.2	1	0.29%
13.3	1	0.29%
13.4	1	0.29%
13.6	1	0.29%
14.9	1	0.29%
17.4	1	0.29%
20.1	1	0.29%
20.2	1	0.29%
20.5	1	0.29%

Flipper Length (mm)
numeric

Distinct	56 (16.28%)
`NA`s	2 (0.58%)
`Inf`/`-Inf`	0

Mean	200.92
Minimum	172
Maximum	231

Quantile Statistics

Minimum	172.00
5th Percentile	181.00
Q1	190.00
Median	197.00
Q3	213.00
95th Percentile	225.00
Maximum	231.00
Range	59.00
IQR	23.00

Descriptive Statistics

Mean	200.92
Variance	197.73
Standard Deviation	14.06
Coefficient of Variation	0.07

Value	Count	Frequency
190	22	6.4%
195	17	4.9%
187	16	4.7%
193	15	4.4%
210	14	4.1%
191	13	3.8%
215	12	3.5%
196	10	2.9%
197	10	2.9%
Other Values (206)	206	59.9%

Maximum Values

Value	Count	Frequency
190	22	6.40%
195	17	4.94%
187	16	4.65%
193	15	4.36%
210	14	4.07%
191	13	3.78%
215	12	3.49%
196	10	2.91%
197	10	2.91%
185	9	2.62%

Minimum Values

Value	Count	Frequency
172	1	0.29%
174	1	0.29%
176	1	0.29%
179	1	0.29%
206	1	0.29%
226	1	0.29%
231	1	0.29%
183	2	0.58%
207	2	0.58%
211	2	0.58%

Body Mass (g)
numeric

Distinct	95 (27.62%)
`NA`s	2 (0.58%)
`Inf`/`-Inf`	0

Mean	4,201.75
Minimum	2,700
Maximum	6,300

Quantile Statistics

Minimum	2,700.00
5th Percentile	3,150.00
Q1	3,550.00
Median	4,050.00
Q3	4,750.00
95th Percentile	5,650.00
Maximum	6,300.00
Range	3,600.00
IQR	1,200.00

Descriptive Statistics

Mean	4,201.75
Variance	643,131.08
Standard Deviation	801.95
Coefficient of Variation	0.19

Value	Count	Frequency
3800	12	3.5%
3700	11	3.2%
3900	10	2.9%
3950	10	2.9%
3550	9	2.6%
3400	8	2.3%
3450	8	2.3%
4300	8	2.3%
4400	8	2.3%
Other Values (253)	253	73.5%

Maximum Values

Value	Count	Frequency
3800	12	3.49%
3700	11	3.20%
3900	10	2.91%
3950	10	2.91%
3550	9	2.62%
3400	8	2.33%
3450	8	2.33%
4300	8	2.33%
4400	8	2.33%
3500	7	2.03%

Minimum Values

Value	Count	Frequency
2700	1	0.29%
2925	1	0.29%
2975	1	0.29%
3075	1	0.29%
3100	1	0.29%
3275	1	0.29%
3575	1	0.29%
3625	1	0.29%
3825	1	0.29%
3850	1	0.29%

Sex
character

Distinct	3 (0.87%)
`NA`s	11 (3.20%)
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
MALE	168	48.8%
FEMALE	165	48.0%
`NA`	11	3.2%
Other Values (0)	0	0.0%

String Lengths

Mean	5.0
Minimum	4.0
Maximum	6.0

Histogram

Delta 15 N (o/oo)
numeric

Distinct	331 (96.22%)
`NA`s	14 (4.07%)
`Inf`/`-Inf`	0

Mean	8.73
Minimum	7.63
Maximum	10.03

Quantile Statistics

Minimum	7.63
5th Percentile	7.90
Q1	8.30
Median	8.65
Q3	9.17
95th Percentile	9.69
Maximum	10.03
Range	2.39
IQR	0.87

Descriptive Statistics

Mean	8.73
Variance	0.30
Standard Deviation	0.55
Coefficient of Variation	0.06

Value	Count	Frequency
`NA`	14	4.1%
7.6322	1	0.3%
7.63452	1	0.3%
7.63884	1	0.3%
7.68528	1	0.3%
7.6887	1	0.3%
7.69778	1	0.3%
7.76843	1	0.3%
7.77672	1	0.3%
Other Values (321)	321	93.3%

Maximum Values

Value	Count	Frequency
`NA`	14	4.07%
7.63220	1	0.29%
7.63452	1	0.29%
7.63884	1	0.29%
7.68528	1	0.29%
7.68870	1	0.29%
7.69778	1	0.29%
7.76843	1	0.29%
7.77672	1	0.29%
7.79958	1	0.29%

Minimum Values

Value	Count	Frequency
7.63220	1	0.29%
7.63452	1	0.29%
7.63884	1	0.29%
7.68528	1	0.29%
7.68870	1	0.29%
7.69778	1	0.29%
7.76843	1	0.29%
7.77672	1	0.29%
7.79958	1	0.29%
7.82080	1	0.29%

Delta 13 C (o/oo)
numeric

Distinct	332 (96.51%)
`NA`s	13 (3.78%)
`Inf`/`-Inf`	0

Mean	−25.69
Minimum	−27.02
Maximum	−23.79

Quantile Statistics

Minimum	−27.02
5th Percentile	−26.79
Q1	−26.32
Median	−25.83
Q3	−25.06
95th Percentile	−24.36
Maximum	−23.79
Range	3.23
IQR	1.26

Descriptive Statistics

Mean	−25.69
Variance	0.63
Standard Deviation	0.79
Coefficient of Variation	−0.03

Value	Count	Frequency
`NA`	13	3.8%
-27.01854	1	0.3%
-26.9547	1	0.3%
-26.89644	1	0.3%
-26.86485	1	0.3%
-26.86352	1	0.3%
-26.86127	1	0.3%
-26.84506	1	0.3%
-26.84415	1	0.3%
Other Values (322)	322	93.6%

Maximum Values

Value	Count	Frequency
`NA`	13	3.78%
-27.01854	1	0.29%
-26.95470	1	0.29%
-26.89644	1	0.29%
-26.86485	1	0.29%
-26.86352	1	0.29%
-26.86127	1	0.29%
-26.84506	1	0.29%
-26.84415	1	0.29%
-26.84374	1	0.29%

Minimum Values

Value	Count	Frequency
-27.01854	1	0.29%
-26.95470	1	0.29%
-26.89644	1	0.29%
-26.86485	1	0.29%
-26.86352	1	0.29%
-26.86127	1	0.29%
-26.84506	1	0.29%
-26.84415	1	0.29%
-26.84374	1	0.29%
-26.84272	1	0.29%

Comments
character

Distinct	11 (3.20%)
`NA`s	290 (84.30%)
`Inf`/`-Inf`	0

Common Values
String Lengths

Value	Count	Frequency
`NA`	290	84.3%
Nest never observed with full clutch.	34	9.9%
Not enough blood for isotopes.	7	2.0%
Sexing primers did not amplify.	4	1.2%
No blood sample obtained for sexing.	2	0.6%
No blood sample obtained.	2	0.6%
Adult not sampled.	1	0.3%
Adult not sampled. Nest never observed with full clutch.	1	0.3%
Nest never observed with full clutch. Not enough blood for isotopes.	1	0.3%
Other Values (1)	1	0.3%

String Lengths

Mean	36.2
Minimum	18.0
Maximum	68.0

Histogram

	studyName	Sample Number	Species	Region	Island	Stage	Individual ID	Clutch Completion	Date Egg	Culmen Length (mm)	Culmen Depth (mm)	Flipper Length (mm)	Body Mass (g)	Sex	Delta 15 N (o/oo)	Delta 13 C (o/oo)	Comments
1	PAL0708	1	Adelie Penguin (Pygoscelis adeliae)	Anvers	Torgersen	Adult, 1 Egg Stage	N1A1	Yes	2007-11-11	39.1	18.7	181	3750	MALE	`NA`	`NA`	Not enough blood for isotopes.
2	PAL0708	2	Adelie Penguin (Pygoscelis adeliae)	Anvers	Torgersen	Adult, 1 Egg Stage	N1A2	Yes	2007-11-11	39.5	17.4	186	3800	FEMALE	8.94956	-24.69454	`NA`
3	PAL0708	3	Adelie Penguin (Pygoscelis adeliae)	Anvers	Torgersen	Adult, 1 Egg Stage	N2A1	Yes	2007-11-16	40.3	18.0	195	3250	FEMALE	8.36821	-25.33302	`NA`
4	PAL0708	4	Adelie Penguin (Pygoscelis adeliae)	Anvers	Torgersen	Adult, 1 Egg Stage	N2A2	Yes	2007-11-16	`NA`	`NA`	`NA`	`NA`	`NA`	`NA`	`NA`	Adult not sampled.
5	PAL0708	5	Adelie Penguin (Pygoscelis adeliae)	Anvers	Torgersen	Adult, 1 Egg Stage	N3A1	Yes	2007-11-16	36.7	19.3	193	3450	FEMALE	8.76651	-25.32426	`NA`
6..339
340	PAL0910	64	Chinstrap penguin (Pygoscelis antarctica)	Anvers	Dream	Adult, 1 Egg Stage	N98A2	Yes	2009-11-19	55.8	19.8	207	4000	MALE	9.70465	-24.53494	`NA`
341	PAL0910	65	Chinstrap penguin (Pygoscelis antarctica)	Anvers	Dream	Adult, 1 Egg Stage	N99A1	No	2009-11-21	43.5	18.1	202	3400	FEMALE	9.37608	-24.40753	Nest never observed with full clutch.
342	PAL0910	66	Chinstrap penguin (Pygoscelis antarctica)	Anvers	Dream	Adult, 1 Egg Stage	N99A2	No	2009-11-21	49.6	18.2	193	3775	MALE	9.46180	-24.70615	Nest never observed with full clutch.
343	PAL0910	67	Chinstrap penguin (Pygoscelis antarctica)	Anvers	Dream	Adult, 1 Egg Stage	N100A1	Yes	2009-11-21	50.8	19.0	210	4100	MALE	9.98044	-24.68741	`NA`
344	PAL0910	68	Chinstrap penguin (Pygoscelis antarctica)	Anvers	Dream	Adult, 1 Egg Stage	N100A2	Yes	2009-11-21	50.2	18.7	198	3775	FEMALE	9.39305	-24.25255	`NA`

Overview of `palmerpenguins::penguins_raw`

Variables

Interactions

Correlations

Missing Values

Sample

Overview of palmerpenguins::penguins_raw

Variables

Interactions

Correlations

Missing Values

Sample

Overview of `palmerpenguins::penguins_raw`