R in 3 Months: Week 3 (Data Wrangling and Analysis)

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.title[
# R in 3 Months: Week 3 (Data Wrangling and Analysis)
]

---

# Agenda

1. Housekeeping

1. Tips from feedback

1. Group Work

1. Next Week

---

# Housekeeping

- Office hours recap

- Questions on project assignments?

- Other logistics questions?

- Git + GitHub course

- Catch-up weeks

---

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# Tips from feedback

---

# Tips from feedback

- read_csv() vs read.csv()

- NA values in R

- %in% operator

- Quotes

- Assigning vs displaying

- Typos happen to everyone

---

## read_csv() vs read.csv()

- It understands empty cells as NA automatically

- It's smarter! It will more often detect complex data types

- It's **much** faster.

---

## How R handles NA

SPSS has named NA values

In R, a value is only NA if it shows up in light gray

---

## How R handles NA

```r
penguins
```

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</div>

---

## How R handles NA

```r
penguins %>% 
  mutate(not_actually_na = "NA")
```

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---

## How R handles NA

> NA in the R language explicitly means missing. If you have an Excel worksheet with empty cells then these will become NA when imported into R. The drop_na() function will drop all rows which contain an NA, but can target specific columns by naming them , eg drop_na(shipment_date).

---

## NA values

First, remember that you can use the `na` argument in the `read_csv()` function.

```r
my_data <- read_csv("my-data.csv",
*                   na = c("999", "9999"))
```

---

## NA values

We were asked about replacing NA values in datasets.

The `{tidyr}` package provides two really useful functions for doing this

- `replace_na()` will replace existing `NA` values with your chosen values

- `na_if()` will replace values you specify with `NA`

---

## replace_na()

```r
msleep %>% 
  select(name, conservation) %>% 
  mutate(conservation = replace_na(conservation, "unknown"))
```

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</div>

---

## na_if()

```r
starwars %>%
  select(name, eye_color) %>%
  mutate(eye_color = na_if(eye_color, "unknown"))
```

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  </script>
</div>

---

## %in% operator

> I’m wondering if you know why one needs to concatenate multiple observations in the filter function. For example, here’s a correct use of filter:

> `filter(marital_status %in% c(“Divorced”, “Separated”, “Widowed”))`

> From what I understand of the concatenate function (from Excel), wouldn’t that basically mean R is looking at each observation in marital_status and seeing if that observation can be found anywhere inside “DivorcedSeparatedWidowed”? But when I try it without concatenating by doing this:

> `filter(marital_status %in% (“DivorcedSeparatedWidowed”))`

> I get an error message. Maybe the answer is “That’s just how R works,” but I’m trying to build a solid mental model for these functions, so if there’s anything more to it, I’d love to better understand. Thanks!

---

## Assigning vs displaying

This displays the results of the code

```r
penguins_raw %>% 
  clean_names()
```

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never observed with full clutch. Not enough blood for isotopes."},{"1":"PAL0708","2":"41","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N26A1","8":"Yes","9":"2007-11-16","10":"36.5","11":"18.0","12":"182","13":"3150","14":"FEMALE","15":"9.68933","16":"-24.42280","17":"NA"},{"1":"PAL0708","2":"42","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N26A2","8":"Yes","9":"2007-11-16","10":"40.8","11":"18.4","12":"195","13":"3900","14":"MALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"43","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N27A1","8":"Yes","9":"2007-11-19","10":"36.0","11":"18.5","12":"186","13":"3100","14":"FEMALE","15":"9.50772","16":"-25.03492","17":"NA"},{"1":"PAL0708","2":"44","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N27A2","8":"Yes","9":"2007-11-19","10":"44.1","11":"19.7","12":"196","13":"4400","14":"MALE","15":"9.23720","16":"-24.52698","17":"NA"},{"1":"PAL0708","2":"45","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N28A1","8":"Yes","9":"2007-11-16","10":"37.0","11":"16.9","12":"185","13":"3000","14":"FEMALE","15":"9.36392","16":"-25.01745","17":"NA"},{"1":"PAL0708","2":"46","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N28A2","8":"Yes","9":"2007-11-16","10":"39.6","11":"18.8","12":"190","13":"4600","14":"MALE","15":"9.49106","16":"-24.10255","17":"NA"},{"1":"PAL0708","2":"47","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N29A1","8":"Yes","9":"2007-11-13","10":"41.1","11":"19.0","12":"182","13":"3425","14":"MALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"48","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N29A2","8":"Yes","9":"2007-11-13","10":"37.5","11":"18.9","12":"179","13":"2975","14":"NA","15":"NA","16":"NA","17":"Sexing primers did not amplify. Not enough blood for isotopes."},{"1":"PAL0708","2":"49","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N30A1","8":"Yes","9":"2007-11-13","10":"36.0","11":"17.9","12":"190","13":"3450","14":"FEMALE","15":"9.51784","16":"-25.07683","17":"NA"},{"1":"PAL0708","2":"50","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N30A2","8":"Yes","9":"2007-11-13","10":"42.3","11":"21.2","12":"191","13":"4150","14":"MALE","15":"8.87988","16":"-25.18543","17":"NA"},{"1":"PAL0809","2":"51","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N21A1","8":"Yes","9":"2008-11-06","10":"39.6","11":"17.7","12":"186","13":"3500","14":"FEMALE","15":"8.46616","16":"-26.12989","17":"NA"},{"1":"PAL0809","2":"52","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N21A2","8":"Yes","9":"2008-11-06","10":"40.1","11":"18.9","12":"188","13":"4300","14":"MALE","15":"8.51362","16":"-26.55602","17":"NA"},{"1":"PAL0809","2":"53","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N22A1","8":"Yes","9":"2008-11-09","10":"35.0","11":"17.9","12":"190","13":"3450","14":"FEMALE","15":"8.19539","16":"-26.17213","17":"NA"},{"1":"PAL0809","2":"54","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N22A2","8":"Yes","9":"2008-11-09","10":"42.0","11":"19.5","12":"200","13":"4050","14":"MALE","15":"8.48095","16":"-26.31460","17":"NA"},{"1":"PAL0809","2":"55","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N23A1","8":"Yes","9":"2008-11-09","10":"34.5","11":"18.1","12":"187","13":"2900","14":"FEMALE","15":"8.41837","16":"-26.54718","17":"NA"},{"1":"PAL0809","2":"56","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N23A2","8":"Yes","9":"2008-11-09","10":"41.4","11":"18.6","12":"191","13":"3700","14":"MALE","15":"8.35396","16":"-26.27853","17":"NA"},{"1":"PAL0809","2":"57","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N24A1","8":"Yes","9":"2008-11-15","10":"39.0","11":"17.5","12":"186","13":"3550","14":"FEMALE","15":"8.57199","16":"-26.07188","17":"NA"},{"1":"PAL0809","2":"58","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N24A2","8":"Yes","9":"2008-11-15","10":"40.6","11":"18.8","12":"193","13":"3800","14":"MALE","15":"8.56674","16":"-25.98843","17":"NA"},{"1":"PAL0809","2":"59","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N25A1","8":"Yes","9":"2008-11-15","10":"36.5","11":"16.6","12":"181","13":"2850","14":"FEMALE","15":"9.07878","16":"-25.88156","17":"NA"},{"1":"PAL0809","2":"60","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N25A2","8":"Yes","9":"2008-11-15","10":"37.6","11":"19.1","12":"194","13":"3750","14":"MALE","15":"9.10800","16":"-25.89677","17":"NA"},{"1":"PAL0809","2":"61","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N27A1","8":"Yes","9":"2008-11-13","10":"35.7","11":"16.9","12":"185","13":"3150","14":"FEMALE","15":"8.96472","16":"-26.40943","17":"NA"},{"1":"PAL0809","2":"62","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N27A2","8":"Yes","9":"2008-11-13","10":"41.3","11":"21.1","12":"195","13":"4400","14":"MALE","15":"8.74802","16":"-26.37809","17":"NA"},{"1":"PAL0809","2":"63","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N28A1","8":"Yes","9":"2008-11-13","10":"37.6","11":"17.0","12":"185","13":"3600","14":"FEMALE","15":"8.58063","16":"-26.21569","17":"NA"},{"1":"PAL0809","2":"64","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N28A2","8":"Yes","9":"2008-11-13","10":"41.1","11":"18.2","12":"192","13":"4050","14":"MALE","15":"8.62264","16":"-26.60023","17":"NA"},{"1":"PAL0809","2":"65","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N29A1","8":"Yes","9":"2008-11-13","10":"36.4","11":"17.1","12":"184","13":"2850","14":"FEMALE","15":"8.62623","16":"-26.11650","17":"NA"},{"1":"PAL0809","2":"66","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N29A2","8":"Yes","9":"2008-11-13","10":"41.6","11":"18.0","12":"192","13":"3950","14":"MALE","15":"8.85562","16":"-26.09294","17":"NA"},{"1":"PAL0809","2":"67","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N30A1","8":"Yes","9":"2008-11-06","10":"35.5","11":"16.2","12":"195","13":"3350","14":"FEMALE","15":"8.56192","16":"-25.95541","17":"NA"},{"1":"PAL0809","2":"68","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N30A2","8":"Yes","9":"2008-11-06","10":"41.1","11":"19.1","12":"188","13":"4100","14":"MALE","15":"8.71078","16":"-25.81012","17":"NA"},{"1":"PAL0809","2":"69","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N32A1","8":"No","9":"2008-11-11","10":"35.9","11":"16.6","12":"190","13":"3050","14":"FEMALE","15":"8.47781","16":"-26.07821","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"70","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N32A2","8":"No","9":"2008-11-11","10":"41.8","11":"19.4","12":"198","13":"4450","14":"MALE","15":"8.86853","16":"-26.06209","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"71","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N34A1","8":"Yes","9":"2008-11-14","10":"33.5","11":"19.0","12":"190","13":"3600","14":"FEMALE","15":"7.88863","16":"-26.63085","17":"NA"},{"1":"PAL0809","2":"72","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N34A2","8":"Yes","9":"2008-11-14","10":"39.7","11":"18.4","12":"190","13":"3900","14":"MALE","15":"9.29808","16":"-25.23453","17":"NA"},{"1":"PAL0809","2":"73","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N35A1","8":"Yes","9":"2008-11-11","10":"39.6","11":"17.2","12":"196","13":"3550","14":"FEMALE","15":"8.33524","16":"-26.55351","17":"NA"},{"1":"PAL0809","2":"74","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N35A2","8":"Yes","9":"2008-11-11","10":"45.8","11":"18.9","12":"197","13":"4150","14":"MALE","15":"8.18658","16":"-26.45978","17":"NA"},{"1":"PAL0809","2":"75","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N36A1","8":"Yes","9":"2008-11-08","10":"35.5","11":"17.5","12":"190","13":"3700","14":"FEMALE","15":"8.70642","16":"-26.15003","17":"NA"},{"1":"PAL0809","2":"76","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N36A2","8":"Yes","9":"2008-11-08","10":"42.8","11":"18.5","12":"195","13":"4250","14":"MALE","15":"8.29930","16":"-26.38986","17":"NA"},{"1":"PAL0809","2":"77","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N37A1","8":"Yes","9":"2008-11-06","10":"40.9","11":"16.8","12":"191","13":"3700","14":"FEMALE","15":"8.47257","16":"-26.02002","17":"NA"},{"1":"PAL0809","2":"78","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N37A2","8":"Yes","9":"2008-11-06","10":"37.2","11":"19.4","12":"184","13":"3900","14":"MALE","15":"8.35540","16":"-26.44787","17":"NA"},{"1":"PAL0809","2":"79","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N38A1","8":"Yes","9":"2008-11-09","10":"36.2","11":"16.1","12":"187","13":"3550","14":"FEMALE","15":"7.82381","16":"-26.51382","17":"NA"},{"1":"PAL0809","2":"80","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N38A2","8":"Yes","9":"2008-11-09","10":"42.1","11":"19.1","12":"195","13":"4000","14":"MALE","15":"9.05736","16":"-25.81513","17":"NA"},{"1":"PAL0809","2":"81","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N39A1","8":"Yes","9":"2008-11-02","10":"34.6","11":"17.2","12":"189","13":"3200","14":"FEMALE","15":"7.69778","16":"-26.53870","17":"NA"},{"1":"PAL0809","2":"82","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N39A2","8":"Yes","9":"2008-11-02","10":"42.9","11":"17.6","12":"196","13":"4700","14":"MALE","15":"8.63259","16":"-26.23027","17":"NA"},{"1":"PAL0809","2":"83","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N40A1","8":"Yes","9":"2008-11-07","10":"36.7","11":"18.8","12":"187","13":"3800","14":"FEMALE","15":"7.88494","16":"-26.24837","17":"NA"},{"1":"PAL0809","2":"84","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N40A2","8":"Yes","9":"2008-11-07","10":"35.1","11":"19.4","12":"193","13":"4200","14":"MALE","15":"8.90002","16":"-26.46254","17":"NA"},{"1":"PAL0809","2":"85","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N41A1","8":"Yes","9":"2008-11-17","10":"37.3","11":"17.8","12":"191","13":"3350","14":"FEMALE","15":"8.32718","16":"-26.38396","17":"NA"},{"1":"PAL0809","2":"86","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N41A2","8":"Yes","9":"2008-11-17","10":"41.3","11":"20.3","12":"194","13":"3550","14":"MALE","15":"9.14863","16":"-26.09635","17":"NA"},{"1":"PAL0809","2":"87","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N42A1","8":"Yes","9":"2008-11-08","10":"36.3","11":"19.5","12":"190","13":"3800","14":"MALE","15":"8.57087","16":"-26.22227","17":"NA"},{"1":"PAL0809","2":"88","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N42A2","8":"Yes","9":"2008-11-08","10":"36.9","11":"18.6","12":"189","13":"3500","14":"FEMALE","15":"8.59147","16":"-26.08165","17":"NA"},{"1":"PAL0809","2":"89","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N44A1","8":"Yes","9":"2008-11-08","10":"38.3","11":"19.2","12":"189","13":"3950","14":"MALE","15":"9.07826","16":"-26.12417","17":"NA"},{"1":"PAL0809","2":"90","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N44A2","8":"Yes","9":"2008-11-08","10":"38.9","11":"18.8","12":"190","13":"3600","14":"FEMALE","15":"8.36936","16":"-26.11199","17":"NA"},{"1":"PAL0809","2":"91","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N45A1","8":"Yes","9":"2008-11-14","10":"35.7","11":"18.0","12":"202","13":"3550","14":"FEMALE","15":"8.46531","16":"-26.05621","17":"NA"},{"1":"PAL0809","2":"92","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N45A2","8":"Yes","9":"2008-11-14","10":"41.1","11":"18.1","12":"205","13":"4300","14":"MALE","15":"8.77018","16":"-25.83352","17":"NA"},{"1":"PAL0809","2":"93","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N46A1","8":"Yes","9":"2008-11-05","10":"34.0","11":"17.1","12":"185","13":"3400","14":"FEMALE","15":"8.01485","16":"-26.69543","17":"NA"},{"1":"PAL0809","2":"94","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N46A2","8":"Yes","9":"2008-11-05","10":"39.6","11":"18.1","12":"186","13":"4450","14":"MALE","15":"8.49915","16":"-26.42406","17":"NA"},{"1":"PAL0809","2":"95","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N48A1","8":"Yes","9":"2008-11-17","10":"36.2","11":"17.3","12":"187","13":"3300","14":"FEMALE","15":"8.90723","16":"-26.30037","17":"NA"},{"1":"PAL0809","2":"96","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N48A2","8":"Yes","9":"2008-11-17","10":"40.8","11":"18.9","12":"208","13":"4300","14":"MALE","15":"8.48204","16":"-26.57941","17":"NA"},{"1":"PAL0809","2":"97","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N49A1","8":"Yes","9":"2008-11-08","10":"38.1","11":"18.6","12":"190","13":"3700","14":"FEMALE","15":"8.10277","16":"-26.50086","17":"NA"},{"1":"PAL0809","2":"98","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N49A2","8":"Yes","9":"2008-11-08","10":"40.3","11":"18.5","12":"196","13":"4350","14":"MALE","15":"8.39459","16":"-26.01152","17":"NA"},{"1":"PAL0809","2":"99","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N50A1","8":"Yes","9":"2008-11-10","10":"33.1","11":"16.1","12":"178","13":"2900","14":"FEMALE","15":"9.04218","16":"-26.15775","17":"NA"},{"1":"PAL0809","2":"100","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N50A2","8":"Yes","9":"2008-11-10","10":"43.2","11":"18.5","12":"192","13":"4100","14":"MALE","15":"8.97025","16":"-26.03679","17":"NA"},{"1":"PAL0910","2":"101","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg 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never observed with full clutch."},{"1":"PAL0910","2":"140","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N79A2","8":"No","9":"2009-11-16","10":"39.7","11":"17.9","12":"193","13":"4250","14":"MALE","15":"9.25769","16":"-25.88798","17":"Nest never observed with full clutch."},{"1":"PAL0910","2":"141","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N80A1","8":"Yes","9":"2009-11-14","10":"40.2","11":"17.1","12":"193","13":"3400","14":"FEMALE","15":"9.28810","16":"-25.54976","17":"NA"},{"1":"PAL0910","2":"142","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N80A2","8":"Yes","9":"2009-11-14","10":"40.6","11":"17.2","12":"187","13":"3475","14":"MALE","15":"9.23408","16":"-26.01549","17":"NA"},{"1":"PAL0910","2":"143","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg 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(Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N38A2","8":"Yes","9":"2007-12-03","10":"49.3","11":"15.7","12":"217","13":"5850","14":"MALE","15":"8.07137","16":"-25.52473","17":"NA"},{"1":"PAL0708","2":"17","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N39A1","8":"Yes","9":"2007-11-27","10":"42.0","11":"13.5","12":"210","13":"4150","14":"FEMALE","15":"7.63884","16":"-25.52627","17":"NA"},{"1":"PAL0708","2":"18","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N39A2","8":"Yes","9":"2007-11-27","10":"49.2","11":"15.2","12":"221","13":"6300","14":"MALE","15":"8.27376","16":"-25.00169","17":"NA"},{"1":"PAL0708","2":"19","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg 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papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N42A1","8":"Yes","9":"2007-11-27","10":"46.5","11":"14.5","12":"213","13":"4400","14":"FEMALE","15":"7.90436","16":"-25.39470","17":"NA"},{"1":"PAL0708","2":"24","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N42A2","8":"Yes","9":"2007-11-27","10":"46.3","11":"15.8","12":"215","13":"5050","14":"MALE","15":"7.90971","16":"-25.38157","17":"NA"},{"1":"PAL0708","2":"25","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N44A1","8":"Yes","9":"2007-11-29","10":"42.9","11":"13.1","12":"215","13":"5000","14":"FEMALE","15":"7.68528","16":"-25.39181","17":"NA"},{"1":"PAL0708","2":"26","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg 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papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N47A2","8":"Yes","9":"2007-11-29","10":"50.0","11":"15.3","12":"220","13":"5550","14":"MALE","15":"8.30515","16":"-25.19017","17":"NA"},{"1":"PAL0708","2":"31","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N50A1","8":"Yes","9":"2007-11-29","10":"47.3","11":"15.3","12":"222","13":"5250","14":"MALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"32","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N50A2","8":"Yes","9":"2007-11-29","10":"42.8","11":"14.2","12":"209","13":"4700","14":"FEMALE","15":"7.63452","16":"-25.46327","17":"NA"},{"1":"PAL0708","2":"33","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg 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papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N4A1","8":"Yes","9":"2008-11-02","10":"42.6","11":"13.7","12":"213","13":"4950","14":"FEMALE","15":"7.96935","16":"-26.70968","17":"NA"},{"1":"PAL0809","2":"38","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N4A2","8":"Yes","9":"2008-11-02","10":"44.4","11":"17.3","12":"219","13":"5250","14":"MALE","15":"8.13746","16":"-26.79093","17":"NA"},{"1":"PAL0809","2":"39","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N5A1","8":"Yes","9":"2008-11-09","10":"44.0","11":"13.6","12":"208","13":"4350","14":"FEMALE","15":"8.01979","16":"-26.68311","17":"NA"},{"1":"PAL0809","2":"40","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg 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Stage","7":"N7A1","8":"Yes","9":"2008-11-04","10":"45.3","11":"13.7","12":"210","13":"4300","14":"FEMALE","15":"8.37615","16":"-26.72791","17":"NA"},{"1":"PAL0809","2":"44","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N7A2","8":"Yes","9":"2008-11-04","10":"49.6","11":"15.0","12":"216","13":"4750","14":"MALE","15":"8.26548","16":"-26.76990","17":"NA"},{"1":"PAL0809","2":"45","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N8A1","8":"Yes","9":"2008-11-03","10":"50.5","11":"15.9","12":"222","13":"5550","14":"MALE","15":"8.46894","16":"-26.60436","17":"NA"},{"1":"PAL0809","2":"46","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N8A2","8":"Yes","9":"2008-11-03","10":"43.6","11":"13.9","12":"217","13":"4900","14":"FEMALE","15":"8.27141","16":"-26.77650","17":"NA"},{"1":"PAL0809","2":"47","3":"Gentoo penguin (Pygoscelis 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papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N18A1","8":"Yes","9":"2008-11-03","10":"45.3","11":"13.8","12":"208","13":"4200","14":"FEMALE","15":"8.65015","16":"-26.79053","17":"NA"},{"1":"PAL0809","2":"62","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N18A2","8":"Yes","9":"2008-11-03","10":"46.2","11":"14.9","12":"221","13":"5300","14":"MALE","15":"8.60092","16":"-26.84374","17":"NA"},{"1":"PAL0809","2":"63","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N19A1","8":"Yes","9":"2008-11-13","10":"45.7","11":"13.9","12":"214","13":"4400","14":"FEMALE","15":"8.62870","16":"-26.60484","17":"NA"},{"1":"PAL0809","2":"64","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg 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papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N56A1","8":"Yes","9":"2008-11-06","10":"46.4","11":"15.0","12":"216","13":"4700","14":"FEMALE","15":"8.47938","16":"-26.95470","17":"NA"},{"1":"PAL0809","2":"76","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N56A2","8":"Yes","9":"2008-11-06","10":"48.6","11":"16.0","12":"230","13":"5800","14":"MALE","15":"8.59640","16":"-26.71199","17":"NA"},{"1":"PAL0809","2":"77","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N58A1","8":"Yes","9":"2008-11-06","10":"47.5","11":"14.2","12":"209","13":"4600","14":"FEMALE","15":"8.39299","16":"-26.78733","17":"NA"},{"1":"PAL0809","2":"78","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N58A2","8":"Yes","9":"2008-11-06","10":"51.1","11":"16.3","12":"220","13":"6000","14":"MALE","15":"8.40327","16":"-26.76821","17":"NA"},{"1":"PAL0809","2":"79","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N60A1","8":"Yes","9":"2008-11-09","10":"45.2","11":"13.8","12":"215","13":"4750","14":"FEMALE","15":"8.24694","16":"-26.65359","17":"NA"},{"1":"PAL0809","2":"80","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N60A2","8":"Yes","9":"2008-11-09","10":"45.2","11":"16.4","12":"223","13":"5950","14":"MALE","15":"8.19749","16":"-26.65931","17":"NA"},{"1":"PAL0910","2":"81","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N1A1","8":"Yes","9":"2009-11-18","10":"49.1","11":"14.5","12":"212","13":"4625","14":"FEMALE","15":"8.35802","16":"-26.27660","17":"NA"},{"1":"PAL0910","2":"82","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N1A2","8":"Yes","9":"2009-11-18","10":"52.5","11":"15.6","12":"221","13":"5450","14":"MALE","15":"8.28601","16":"-26.27573","17":"NA"},{"1":"PAL0910","2":"83","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N6A1","8":"Yes","9":"2009-11-15","10":"47.4","11":"14.6","12":"212","13":"4725","14":"FEMALE","15":"8.19101","16":"-26.24369","17":"NA"},{"1":"PAL0910","2":"84","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N6A2","8":"Yes","9":"2009-11-15","10":"50.0","11":"15.9","12":"224","13":"5350","14":"MALE","15":"8.20042","16":"-26.39677","17":"NA"},{"1":"PAL0910","2":"85","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N8A1","8":"Yes","9":"2009-11-22","10":"44.9","11":"13.8","12":"212","13":"4750","14":"FEMALE","15":"8.11238","16":"-26.20372","17":"NA"},{"1":"PAL0910","2":"86","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N8A2","8":"Yes","9":"2009-11-22","10":"50.8","11":"17.3","12":"228","13":"5600","14":"MALE","15":"8.27428","16":"-26.30019","17":"NA"},{"1":"PAL0910","2":"87","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N13A1","8":"Yes","9":"2009-11-20","10":"43.4","11":"14.4","12":"218","13":"4600","14":"FEMALE","15":"8.23468","16":"-26.18599","17":"NA"},{"1":"PAL0910","2":"88","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N13A2","8":"Yes","9":"2009-11-20","10":"51.3","11":"14.2","12":"218","13":"5300","14":"MALE","15":"8.15426","16":"-26.34330","17":"NA"},{"1":"PAL0910","2":"89","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N14A1","8":"Yes","9":"2009-11-25","10":"47.5","11":"14.0","12":"212","13":"4875","14":"FEMALE","15":"8.12691","16":"-26.23613","17":"NA"},{"1":"PAL0910","2":"90","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N14A2","8":"Yes","9":"2009-11-25","10":"52.1","11":"17.0","12":"230","13":"5550","14":"MALE","15":"8.27595","16":"-26.11657","17":"NA"},{"1":"PAL0910","2":"91","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N15A1","8":"Yes","9":"2009-11-25","10":"47.5","11":"15.0","12":"218","13":"4950","14":"FEMALE","15":"8.29671","16":"-26.08547","17":"NA"},{"1":"PAL0910","2":"92","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N15A2","8":"Yes","9":"2009-11-25","10":"52.2","11":"17.1","12":"228","13":"5400","14":"MALE","15":"8.36701","16":"-25.89834","17":"NA"},{"1":"PAL0910","2":"93","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N18A1","8":"Yes","9":"2009-12-01","10":"45.5","11":"14.5","12":"212","13":"4750","14":"FEMALE","15":"8.15566","16":"-26.22848","17":"NA"},{"1":"PAL0910","2":"94","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N18A2","8":"Yes","9":"2009-12-01","10":"49.5","11":"16.1","12":"224","13":"5650","14":"MALE","15":"8.83352","16":"-25.69195","17":"NA"},{"1":"PAL0910","2":"95","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N19A1","8":"Yes","9":"2009-11-27","10":"44.5","11":"14.7","12":"214","13":"4850","14":"FEMALE","15":"8.20106","16":"-26.16524","17":"NA"},{"1":"PAL0910","2":"96","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N19A2","8":"Yes","9":"2009-11-27","10":"50.8","11":"15.7","12":"226","13":"5200","14":"MALE","15":"8.27102","16":"-26.11244","17":"NA"},{"1":"PAL0910","2":"97","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N20A1","8":"Yes","9":"2009-11-18","10":"49.4","11":"15.8","12":"216","13":"4925","14":"MALE","15":"8.03624","16":"-26.06594","17":"NA"},{"1":"PAL0910","2":"98","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N20A2","8":"Yes","9":"2009-11-18","10":"46.9","11":"14.6","12":"222","13":"4875","14":"FEMALE","15":"7.88810","16":"-26.04726","17":"NA"},{"1":"PAL0910","2":"99","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N21A1","8":"Yes","9":"2009-11-18","10":"48.4","11":"14.4","12":"203","13":"4625","14":"FEMALE","15":"8.16582","16":"-26.13971","17":"NA"},{"1":"PAL0910","2":"100","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N21A2","8":"Yes","9":"2009-11-18","10":"51.1","11":"16.5","12":"225","13":"5250","14":"MALE","15":"8.20660","16":"-26.36863","17":"NA"},{"1":"PAL0910","2":"101","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N22A1","8":"Yes","9":"2009-11-22","10":"48.5","11":"15.0","12":"219","13":"4850","14":"FEMALE","15":"8.10231","16":"-26.18763","17":"NA"},{"1":"PAL0910","2":"102","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N22A2","8":"Yes","9":"2009-11-22","10":"55.9","11":"17.0","12":"228","13":"5600","14":"MALE","15":"8.31180","16":"-26.35425","17":"NA"},{"1":"PAL0910","2":"103","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N23A1","8":"Yes","9":"2009-11-18","10":"47.2","11":"15.5","12":"215","13":"4975","14":"FEMALE","15":"8.30817","16":"-26.21651","17":"NA"},{"1":"PAL0910","2":"104","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N23A2","8":"Yes","9":"2009-11-18","10":"49.1","11":"15.0","12":"228","13":"5500","14":"MALE","15":"8.65914","16":"-25.79203","17":"NA"},{"1":"PAL0910","2":"105","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N24A1","8":"Yes","9":"2009-12-01","10":"47.3","11":"13.8","12":"216","13":"4725","14":"NA","15":"8.25818","16":"-26.23886","17":"Sexing primers did not amplify."},{"1":"PAL0910","2":"106","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N24A2","8":"Yes","9":"2009-12-01","10":"46.8","11":"16.1","12":"215","13":"5500","14":"MALE","15":"8.32359","16":"-26.05756","17":"NA"},{"1":"PAL0910","2":"107","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N28A1","8":"Yes","9":"2009-11-10","10":"41.7","11":"14.7","12":"210","13":"4700","14":"FEMALE","15":"8.12311","16":"-26.44815","17":"NA"},{"1":"PAL0910","2":"108","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N28A2","8":"Yes","9":"2009-11-10","10":"53.4","11":"15.8","12":"219","13":"5500","14":"MALE","15":"8.41017","16":"-26.33867","17":"NA"},{"1":"PAL0910","2":"109","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N29A1","8":"Yes","9":"2009-11-09","10":"43.3","11":"14.0","12":"208","13":"4575","14":"FEMALE","15":"8.42070","16":"-26.38092","17":"NA"},{"1":"PAL0910","2":"110","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N29A2","8":"Yes","9":"2009-11-09","10":"48.1","11":"15.1","12":"209","13":"5500","14":"MALE","15":"8.45738","16":"-26.22664","17":"NA"},{"1":"PAL0910","2":"111","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N32A1","8":"Yes","9":"2009-11-20","10":"50.5","11":"15.2","12":"216","13":"5000","14":"FEMALE","15":"8.24691","16":"-26.18466","17":"NA"},{"1":"PAL0910","2":"112","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N32A2","8":"Yes","9":"2009-11-20","10":"49.8","11":"15.9","12":"229","13":"5950","14":"MALE","15":"8.29226","16":"-26.21019","17":"NA"},{"1":"PAL0910","2":"113","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N34A1","8":"Yes","9":"2009-11-27","10":"43.5","11":"15.2","12":"213","13":"4650","14":"FEMALE","15":"8.21634","16":"-26.11046","17":"NA"},{"1":"PAL0910","2":"114","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N34A2","8":"Yes","9":"2009-11-27","10":"51.5","11":"16.3","12":"230","13":"5500","14":"MALE","15":"8.78557","16":"-25.76147","17":"NA"},{"1":"PAL0910","2":"115","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N35A1","8":"Yes","9":"2009-11-25","10":"46.2","11":"14.1","12":"217","13":"4375","14":"FEMALE","15":"8.30231","16":"-25.96013","17":"NA"},{"1":"PAL0910","2":"116","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N35A2","8":"Yes","9":"2009-11-25","10":"55.1","11":"16.0","12":"230","13":"5850","14":"MALE","15":"8.08354","16":"-26.18161","17":"NA"},{"1":"PAL0910","2":"117","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N36A1","8":"Yes","9":"2009-12-01","10":"44.5","11":"15.7","12":"217","13":"4875","14":"NA","15":"8.04111","16":"-26.18444","17":"Sexing primers did not amplify."},{"1":"PAL0910","2":"118","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N36A2","8":"Yes","9":"2009-12-01","10":"48.8","11":"16.2","12":"222","13":"6000","14":"MALE","15":"8.33825","16":"-25.88547","17":"NA"},{"1":"PAL0910","2":"119","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N38A1","8":"No","9":"2009-12-01","10":"47.2","11":"13.7","12":"214","13":"4925","14":"FEMALE","15":"7.99184","16":"-26.20538","17":"Nest never observed with full clutch."},{"1":"PAL0910","2":"120","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N38A2","8":"No","9":"2009-12-01","10":"NA","11":"NA","12":"NA","13":"NA","14":"NA","15":"NA","16":"NA","17":"Adult not sampled. Nest never observed with full clutch."},{"1":"PAL0910","2":"121","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N39A1","8":"Yes","9":"2009-11-22","10":"46.8","11":"14.3","12":"215","13":"4850","14":"FEMALE","15":"8.41151","16":"-26.13832","17":"NA"},{"1":"PAL0910","2":"122","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N39A2","8":"Yes","9":"2009-11-22","10":"50.4","11":"15.7","12":"222","13":"5750","14":"MALE","15":"8.30166","16":"-26.04117","17":"NA"},{"1":"PAL0910","2":"123","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N43A1","8":"Yes","9":"2009-11-22","10":"45.2","11":"14.8","12":"212","13":"5200","14":"FEMALE","15":"8.24246","16":"-26.11969","17":"NA"},{"1":"PAL0910","2":"124","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N43A2","8":"Yes","9":"2009-11-22","10":"49.9","11":"16.1","12":"213","13":"5400","14":"MALE","15":"8.36390","16":"-26.15531","17":"NA"},{"1":"PAL0708","2":"1","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N61A1","8":"No","9":"2007-11-19","10":"46.5","11":"17.9","12":"192","13":"3500","14":"FEMALE","15":"9.03935","16":"-24.30229","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"2","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N61A2","8":"No","9":"2007-11-19","10":"50.0","11":"19.5","12":"196","13":"3900","14":"MALE","15":"8.92069","16":"-24.23592","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"3","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N62A1","8":"Yes","9":"2007-11-26","10":"51.3","11":"19.2","12":"193","13":"3650","14":"MALE","15":"9.29078","16":"-24.75570","17":"NA"},{"1":"PAL0708","2":"4","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N62A2","8":"Yes","9":"2007-11-26","10":"45.4","11":"18.7","12":"188","13":"3525","14":"FEMALE","15":"8.64701","16":"-24.62717","17":"NA"},{"1":"PAL0708","2":"5","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N64A1","8":"Yes","9":"2007-11-21","10":"52.7","11":"19.8","12":"197","13":"3725","14":"MALE","15":"9.00642","16":"-24.61867","17":"NA"},{"1":"PAL0708","2":"6","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N64A2","8":"Yes","9":"2007-11-21","10":"45.2","11":"17.8","12":"198","13":"3950","14":"FEMALE","15":"8.88942","16":"-24.49433","17":"NA"},{"1":"PAL0708","2":"7","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N66A1","8":"Yes","9":"2007-11-28","10":"46.1","11":"18.2","12":"178","13":"3250","14":"FEMALE","15":"8.85664","16":"-24.55644","17":"NA"},{"1":"PAL0708","2":"8","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N66A2","8":"Yes","9":"2007-11-28","10":"51.3","11":"18.2","12":"197","13":"3750","14":"MALE","15":"8.63701","16":"-24.84059","17":"NA"},{"1":"PAL0708","2":"9","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N67A1","8":"Yes","9":"2007-11-21","10":"46.0","11":"18.9","12":"195","13":"4150","14":"FEMALE","15":"8.47173","16":"-24.29229","17":"NA"},{"1":"PAL0708","2":"10","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N67A2","8":"Yes","9":"2007-11-21","10":"51.3","11":"19.9","12":"198","13":"3700","14":"MALE","15":"8.79581","16":"-24.36088","17":"NA"},{"1":"PAL0708","2":"11","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N68A1","8":"Yes","9":"2007-11-28","10":"46.6","11":"17.8","12":"193","13":"3800","14":"FEMALE","15":"8.95063","16":"-24.59897","17":"NA"},{"1":"PAL0708","2":"12","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N68A2","8":"Yes","9":"2007-11-28","10":"51.7","11":"20.3","12":"194","13":"3775","14":"MALE","15":"8.68747","16":"-24.38751","17":"NA"},{"1":"PAL0708","2":"13","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N69A1","8":"Yes","9":"2007-11-26","10":"47.0","11":"17.3","12":"185","13":"3700","14":"FEMALE","15":"8.72037","16":"-24.80526","17":"NA"},{"1":"PAL0708","2":"14","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N69A2","8":"Yes","9":"2007-11-26","10":"52.0","11":"18.1","12":"201","13":"4050","14":"MALE","15":"9.02330","16":"-24.38933","17":"NA"},{"1":"PAL0708","2":"15","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N70A1","8":"Yes","9":"2007-11-22","10":"45.9","11":"17.1","12":"190","13":"3575","14":"FEMALE","15":"9.12277","16":"-24.90024","17":"NA"},{"1":"PAL0708","2":"16","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N70A2","8":"Yes","9":"2007-11-22","10":"50.5","11":"19.6","12":"201","13":"4050","14":"MALE","15":"9.80590","16":"-24.72940","17":"NA"},{"1":"PAL0708","2":"17","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N71A1","8":"No","9":"2007-11-30","10":"50.3","11":"20.0","12":"197","13":"3300","14":"MALE","15":"10.02019","16":"-24.54704","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"18","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N71A2","8":"No","9":"2007-11-30","10":"58.0","11":"17.8","12":"181","13":"3700","14":"FEMALE","15":"9.14382","16":"-24.57994","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"19","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N72A1","8":"Yes","9":"2007-11-30","10":"46.4","11":"18.6","12":"190","13":"3450","14":"FEMALE","15":"9.32105","16":"-24.64162","17":"NA"},{"1":"PAL0708","2":"20","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N72A2","8":"Yes","9":"2007-11-30","10":"49.2","11":"18.2","12":"195","13":"4400","14":"MALE","15":"9.27158","16":"-24.64335","17":"NA"},{"1":"PAL0708","2":"21","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg 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clutch."},{"1":"PAL0708","2":"25","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N89A1","8":"No","9":"2007-11-28","10":"46.7","11":"17.9","12":"195","13":"3300","14":"FEMALE","15":"9.74144","16":"-24.59467","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"26","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N89A2","8":"No","9":"2007-11-28","10":"52.0","11":"19.0","12":"197","13":"4150","14":"MALE","15":"9.36799","16":"-24.47142","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"27","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N61A1","8":"No","9":"2008-11-25","10":"50.5","11":"18.4","12":"200","13":"3400","14":"FEMALE","15":"8.93990","16":"-23.89017","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"28","3":"Chinstrap penguin (Pygoscelis 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clutch."},{"1":"PAL0910","2":"66","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N99A2","8":"No","9":"2009-11-21","10":"49.6","11":"18.2","12":"193","13":"3775","14":"MALE","15":"9.46180","16":"-24.70615","17":"Nest never observed with full clutch."},{"1":"PAL0910","2":"67","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N100A1","8":"Yes","9":"2009-11-21","10":"50.8","11":"19.0","12":"210","13":"4100","14":"MALE","15":"9.98044","16":"-24.68741","17":"NA"},{"1":"PAL0910","2":"68","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N100A2","8":"Yes","9":"2009-11-21","10":"50.2","11":"18.7","12":"198","13":"3775","14":"FEMALE","15":"9.39305","16":"-24.25255","17":"NA"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
  </script>
</div>

---

## Assigning vs displaying

But then in the next code chunk, `penguins_raw` hasn't changed:

```r
penguins_raw 
```

<div data-pagedtable="false">
  <script data-pagedtable-source type="application/json">
{"columns":[{"label":["studyName"],"name":[1],"type":["chr"],"align":["left"]},{"label":["Sample Number"],"name":[2],"type":["dbl"],"align":["right"]},{"label":["Species"],"name":[3],"type":["chr"],"align":["left"]},{"label":["Region"],"name":[4],"type":["chr"],"align":["left"]},{"label":["Island"],"name":[5],"type":["chr"],"align":["left"]},{"label":["Stage"],"name":[6],"type":["chr"],"align":["left"]},{"label":["Individual ID"],"name":[7],"type":["chr"],"align":["left"]},{"label":["Clutch Completion"],"name":[8],"type":["chr"],"align":["left"]},{"label":["Date Egg"],"name":[9],"type":["date"],"align":["right"]},{"label":["Culmen Length (mm)"],"name":[10],"type":["dbl"],"align":["right"]},{"label":["Culmen Depth (mm)"],"name":[11],"type":["dbl"],"align":["right"]},{"label":["Flipper Length (mm)"],"name":[12],"type":["dbl"],"align":["right"]},{"label":["Body Mass (g)"],"name":[13],"type":["dbl"],"align":["right"]},{"label":["Sex"],"name":[14],"type":["chr"],"align":["left"]},{"label":["Delta 15 N (o/oo)"],"name":[15],"type":["dbl"],"align":["right"]},{"label":["Delta 13 C (o/oo)"],"name":[16],"type":["dbl"],"align":["right"]},{"label":["Comments"],"name":[17],"type":["chr"],"align":["left"]}],"data":[{"1":"PAL0708","2":"1","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N1A1","8":"Yes","9":"2007-11-11","10":"39.1","11":"18.7","12":"181","13":"3750","14":"MALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"2","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N1A2","8":"Yes","9":"2007-11-11","10":"39.5","11":"17.4","12":"186","13":"3800","14":"FEMALE","15":"8.94956","16":"-24.69454","17":"NA"},{"1":"PAL0708","2":"3","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N2A1","8":"Yes","9":"2007-11-16","10":"40.3","11":"18.0","12":"195","13":"3250","14":"FEMALE","15":"8.36821","16":"-25.33302","17":"NA"},{"1":"PAL0708","2":"4","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N2A2","8":"Yes","9":"2007-11-16","10":"NA","11":"NA","12":"NA","13":"NA","14":"NA","15":"NA","16":"NA","17":"Adult not sampled."},{"1":"PAL0708","2":"5","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N3A1","8":"Yes","9":"2007-11-16","10":"36.7","11":"19.3","12":"193","13":"3450","14":"FEMALE","15":"8.76651","16":"-25.32426","17":"NA"},{"1":"PAL0708","2":"6","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N3A2","8":"Yes","9":"2007-11-16","10":"39.3","11":"20.6","12":"190","13":"3650","14":"MALE","15":"8.66496","16":"-25.29805","17":"NA"},{"1":"PAL0708","2":"7","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N4A1","8":"No","9":"2007-11-15","10":"38.9","11":"17.8","12":"181","13":"3625","14":"FEMALE","15":"9.18718","16":"-25.21799","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"8","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N4A2","8":"No","9":"2007-11-15","10":"39.2","11":"19.6","12":"195","13":"4675","14":"MALE","15":"9.46060","16":"-24.89958","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"9","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N5A1","8":"Yes","9":"2007-11-09","10":"34.1","11":"18.1","12":"193","13":"3475","14":"NA","15":"NA","16":"NA","17":"No blood sample obtained."},{"1":"PAL0708","2":"10","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N5A2","8":"Yes","9":"2007-11-09","10":"42.0","11":"20.2","12":"190","13":"4250","14":"NA","15":"9.13362","16":"-25.09368","17":"No blood sample obtained for sexing."},{"1":"PAL0708","2":"11","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N6A1","8":"Yes","9":"2007-11-09","10":"37.8","11":"17.1","12":"186","13":"3300","14":"NA","15":"8.63243","16":"-25.21315","17":"No blood sample obtained for sexing."},{"1":"PAL0708","2":"12","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N6A2","8":"Yes","9":"2007-11-09","10":"37.8","11":"17.3","12":"180","13":"3700","14":"NA","15":"NA","16":"NA","17":"No blood sample obtained."},{"1":"PAL0708","2":"13","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N7A1","8":"Yes","9":"2007-11-15","10":"41.1","11":"17.6","12":"182","13":"3200","14":"FEMALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"14","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N7A2","8":"Yes","9":"2007-11-15","10":"38.6","11":"21.2","12":"191","13":"3800","14":"MALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"15","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N8A1","8":"Yes","9":"2007-11-16","10":"34.6","11":"21.1","12":"198","13":"4400","14":"MALE","15":"8.55583","16":"-25.22588","17":"NA"},{"1":"PAL0708","2":"16","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N8A2","8":"Yes","9":"2007-11-16","10":"36.6","11":"17.8","12":"185","13":"3700","14":"FEMALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"17","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N9A1","8":"Yes","9":"2007-11-12","10":"38.7","11":"19.0","12":"195","13":"3450","14":"FEMALE","15":"9.18528","16":"-25.06691","17":"NA"},{"1":"PAL0708","2":"18","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N9A2","8":"Yes","9":"2007-11-12","10":"42.5","11":"20.7","12":"197","13":"4500","14":"MALE","15":"8.67538","16":"-25.13993","17":"NA"},{"1":"PAL0708","2":"19","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N10A1","8":"Yes","9":"2007-11-16","10":"34.4","11":"18.4","12":"184","13":"3325","14":"FEMALE","15":"8.47827","16":"-25.23319","17":"NA"},{"1":"PAL0708","2":"20","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N10A2","8":"Yes","9":"2007-11-16","10":"46.0","11":"21.5","12":"194","13":"4200","14":"MALE","15":"9.11616","16":"-24.77227","17":"NA"},{"1":"PAL0708","2":"21","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N11A1","8":"Yes","9":"2007-11-12","10":"37.8","11":"18.3","12":"174","13":"3400","14":"FEMALE","15":"8.73762","16":"-25.09383","17":"NA"},{"1":"PAL0708","2":"22","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N11A2","8":"Yes","9":"2007-11-12","10":"37.7","11":"18.7","12":"180","13":"3600","14":"MALE","15":"8.66271","16":"-25.06390","17":"NA"},{"1":"PAL0708","2":"23","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N12A1","8":"Yes","9":"2007-11-12","10":"35.9","11":"19.2","12":"189","13":"3800","14":"FEMALE","15":"9.22286","16":"-25.03474","17":"NA"},{"1":"PAL0708","2":"24","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N12A2","8":"Yes","9":"2007-11-12","10":"38.2","11":"18.1","12":"185","13":"3950","14":"MALE","15":"8.43423","16":"-25.22664","17":"NA"},{"1":"PAL0708","2":"25","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N13A1","8":"Yes","9":"2007-11-10","10":"38.8","11":"17.2","12":"180","13":"3800","14":"MALE","15":"9.63954","16":"-25.29856","17":"NA"},{"1":"PAL0708","2":"26","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N13A2","8":"Yes","9":"2007-11-10","10":"35.3","11":"18.9","12":"187","13":"3800","14":"FEMALE","15":"9.21292","16":"-24.36130","17":"NA"},{"1":"PAL0708","2":"27","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N17A1","8":"Yes","9":"2007-11-12","10":"40.6","11":"18.6","12":"183","13":"3550","14":"MALE","15":"8.93997","16":"-25.36288","17":"NA"},{"1":"PAL0708","2":"28","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N17A2","8":"Yes","9":"2007-11-12","10":"40.5","11":"17.9","12":"187","13":"3200","14":"FEMALE","15":"8.08138","16":"-25.49448","17":"NA"},{"1":"PAL0708","2":"29","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N18A1","8":"No","9":"2007-11-10","10":"37.9","11":"18.6","12":"172","13":"3150","14":"FEMALE","15":"8.38404","16":"-25.19837","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"30","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N18A2","8":"No","9":"2007-11-10","10":"40.5","11":"18.9","12":"180","13":"3950","14":"MALE","15":"8.90027","16":"-25.11609","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"31","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N21A1","8":"Yes","9":"2007-11-09","10":"39.5","11":"16.7","12":"178","13":"3250","14":"FEMALE","15":"9.69756","16":"-25.11223","17":"NA"},{"1":"PAL0708","2":"32","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N21A2","8":"Yes","9":"2007-11-09","10":"37.2","11":"18.1","12":"178","13":"3900","14":"MALE","15":"9.72764","16":"-25.01020","17":"NA"},{"1":"PAL0708","2":"33","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N22A1","8":"Yes","9":"2007-11-09","10":"39.5","11":"17.8","12":"188","13":"3300","14":"FEMALE","15":"9.66523","16":"-25.06020","17":"NA"},{"1":"PAL0708","2":"34","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N22A2","8":"Yes","9":"2007-11-09","10":"40.9","11":"18.9","12":"184","13":"3900","14":"MALE","15":"8.79665","16":"-25.14591","17":"NA"},{"1":"PAL0708","2":"35","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N23A1","8":"Yes","9":"2007-11-16","10":"36.4","11":"17.0","12":"195","13":"3325","14":"FEMALE","15":"9.17847","16":"-25.23061","17":"NA"},{"1":"PAL0708","2":"36","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N23A2","8":"Yes","9":"2007-11-16","10":"39.2","11":"21.1","12":"196","13":"4150","14":"MALE","15":"9.15308","16":"-25.03469","17":"NA"},{"1":"PAL0708","2":"37","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N24A1","8":"Yes","9":"2007-11-16","10":"38.8","11":"20.0","12":"190","13":"3950","14":"MALE","15":"9.18985","16":"-25.12255","17":"NA"},{"1":"PAL0708","2":"38","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N24A2","8":"Yes","9":"2007-11-16","10":"42.2","11":"18.5","12":"180","13":"3550","14":"FEMALE","15":"8.04787","16":"-25.49523","17":"NA"},{"1":"PAL0708","2":"39","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N25A1","8":"No","9":"2007-11-13","10":"37.6","11":"19.3","12":"181","13":"3300","14":"FEMALE","15":"9.41131","16":"-25.04169","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"40","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N25A2","8":"No","9":"2007-11-13","10":"39.8","11":"19.1","12":"184","13":"4650","14":"MALE","15":"NA","16":"NA","17":"Nest never observed with full clutch. Not enough blood for isotopes."},{"1":"PAL0708","2":"41","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N26A1","8":"Yes","9":"2007-11-16","10":"36.5","11":"18.0","12":"182","13":"3150","14":"FEMALE","15":"9.68933","16":"-24.42280","17":"NA"},{"1":"PAL0708","2":"42","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N26A2","8":"Yes","9":"2007-11-16","10":"40.8","11":"18.4","12":"195","13":"3900","14":"MALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"43","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N27A1","8":"Yes","9":"2007-11-19","10":"36.0","11":"18.5","12":"186","13":"3100","14":"FEMALE","15":"9.50772","16":"-25.03492","17":"NA"},{"1":"PAL0708","2":"44","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N27A2","8":"Yes","9":"2007-11-19","10":"44.1","11":"19.7","12":"196","13":"4400","14":"MALE","15":"9.23720","16":"-24.52698","17":"NA"},{"1":"PAL0708","2":"45","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N28A1","8":"Yes","9":"2007-11-16","10":"37.0","11":"16.9","12":"185","13":"3000","14":"FEMALE","15":"9.36392","16":"-25.01745","17":"NA"},{"1":"PAL0708","2":"46","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N28A2","8":"Yes","9":"2007-11-16","10":"39.6","11":"18.8","12":"190","13":"4600","14":"MALE","15":"9.49106","16":"-24.10255","17":"NA"},{"1":"PAL0708","2":"47","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N29A1","8":"Yes","9":"2007-11-13","10":"41.1","11":"19.0","12":"182","13":"3425","14":"MALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"48","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N29A2","8":"Yes","9":"2007-11-13","10":"37.5","11":"18.9","12":"179","13":"2975","14":"NA","15":"NA","16":"NA","17":"Sexing primers did not amplify. Not enough blood for isotopes."},{"1":"PAL0708","2":"49","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N30A1","8":"Yes","9":"2007-11-13","10":"36.0","11":"17.9","12":"190","13":"3450","14":"FEMALE","15":"9.51784","16":"-25.07683","17":"NA"},{"1":"PAL0708","2":"50","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N30A2","8":"Yes","9":"2007-11-13","10":"42.3","11":"21.2","12":"191","13":"4150","14":"MALE","15":"8.87988","16":"-25.18543","17":"NA"},{"1":"PAL0809","2":"51","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N21A1","8":"Yes","9":"2008-11-06","10":"39.6","11":"17.7","12":"186","13":"3500","14":"FEMALE","15":"8.46616","16":"-26.12989","17":"NA"},{"1":"PAL0809","2":"52","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N21A2","8":"Yes","9":"2008-11-06","10":"40.1","11":"18.9","12":"188","13":"4300","14":"MALE","15":"8.51362","16":"-26.55602","17":"NA"},{"1":"PAL0809","2":"53","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N22A1","8":"Yes","9":"2008-11-09","10":"35.0","11":"17.9","12":"190","13":"3450","14":"FEMALE","15":"8.19539","16":"-26.17213","17":"NA"},{"1":"PAL0809","2":"54","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N22A2","8":"Yes","9":"2008-11-09","10":"42.0","11":"19.5","12":"200","13":"4050","14":"MALE","15":"8.48095","16":"-26.31460","17":"NA"},{"1":"PAL0809","2":"55","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N23A1","8":"Yes","9":"2008-11-09","10":"34.5","11":"18.1","12":"187","13":"2900","14":"FEMALE","15":"8.41837","16":"-26.54718","17":"NA"},{"1":"PAL0809","2":"56","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N23A2","8":"Yes","9":"2008-11-09","10":"41.4","11":"18.6","12":"191","13":"3700","14":"MALE","15":"8.35396","16":"-26.27853","17":"NA"},{"1":"PAL0809","2":"57","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N24A1","8":"Yes","9":"2008-11-15","10":"39.0","11":"17.5","12":"186","13":"3550","14":"FEMALE","15":"8.57199","16":"-26.07188","17":"NA"},{"1":"PAL0809","2":"58","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N24A2","8":"Yes","9":"2008-11-15","10":"40.6","11":"18.8","12":"193","13":"3800","14":"MALE","15":"8.56674","16":"-25.98843","17":"NA"},{"1":"PAL0809","2":"59","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N25A1","8":"Yes","9":"2008-11-15","10":"36.5","11":"16.6","12":"181","13":"2850","14":"FEMALE","15":"9.07878","16":"-25.88156","17":"NA"},{"1":"PAL0809","2":"60","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N25A2","8":"Yes","9":"2008-11-15","10":"37.6","11":"19.1","12":"194","13":"3750","14":"MALE","15":"9.10800","16":"-25.89677","17":"NA"},{"1":"PAL0809","2":"61","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N27A1","8":"Yes","9":"2008-11-13","10":"35.7","11":"16.9","12":"185","13":"3150","14":"FEMALE","15":"8.96472","16":"-26.40943","17":"NA"},{"1":"PAL0809","2":"62","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N27A2","8":"Yes","9":"2008-11-13","10":"41.3","11":"21.1","12":"195","13":"4400","14":"MALE","15":"8.74802","16":"-26.37809","17":"NA"},{"1":"PAL0809","2":"63","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N28A1","8":"Yes","9":"2008-11-13","10":"37.6","11":"17.0","12":"185","13":"3600","14":"FEMALE","15":"8.58063","16":"-26.21569","17":"NA"},{"1":"PAL0809","2":"64","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N28A2","8":"Yes","9":"2008-11-13","10":"41.1","11":"18.2","12":"192","13":"4050","14":"MALE","15":"8.62264","16":"-26.60023","17":"NA"},{"1":"PAL0809","2":"65","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N29A1","8":"Yes","9":"2008-11-13","10":"36.4","11":"17.1","12":"184","13":"2850","14":"FEMALE","15":"8.62623","16":"-26.11650","17":"NA"},{"1":"PAL0809","2":"66","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N29A2","8":"Yes","9":"2008-11-13","10":"41.6","11":"18.0","12":"192","13":"3950","14":"MALE","15":"8.85562","16":"-26.09294","17":"NA"},{"1":"PAL0809","2":"67","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N30A1","8":"Yes","9":"2008-11-06","10":"35.5","11":"16.2","12":"195","13":"3350","14":"FEMALE","15":"8.56192","16":"-25.95541","17":"NA"},{"1":"PAL0809","2":"68","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N30A2","8":"Yes","9":"2008-11-06","10":"41.1","11":"19.1","12":"188","13":"4100","14":"MALE","15":"8.71078","16":"-25.81012","17":"NA"},{"1":"PAL0809","2":"69","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N32A1","8":"No","9":"2008-11-11","10":"35.9","11":"16.6","12":"190","13":"3050","14":"FEMALE","15":"8.47781","16":"-26.07821","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"70","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N32A2","8":"No","9":"2008-11-11","10":"41.8","11":"19.4","12":"198","13":"4450","14":"MALE","15":"8.86853","16":"-26.06209","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"71","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N34A1","8":"Yes","9":"2008-11-14","10":"33.5","11":"19.0","12":"190","13":"3600","14":"FEMALE","15":"7.88863","16":"-26.63085","17":"NA"},{"1":"PAL0809","2":"72","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg Stage","7":"N34A2","8":"Yes","9":"2008-11-14","10":"39.7","11":"18.4","12":"190","13":"3900","14":"MALE","15":"9.29808","16":"-25.23453","17":"NA"},{"1":"PAL0809","2":"73","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Torgersen","6":"Adult, 1 Egg 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Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N77A2","8":"Yes","9":"2009-11-13","10":"41.1","11":"17.5","12":"190","13":"3900","14":"MALE","15":"8.94365","16":"-26.06943","17":"NA"},{"1":"PAL0910","2":"137","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N78A1","8":"Yes","9":"2009-11-16","10":"35.6","11":"17.5","12":"191","13":"3175","14":"FEMALE","15":"8.75984","16":"-25.97696","17":"NA"},{"1":"PAL0910","2":"138","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N78A2","8":"Yes","9":"2009-11-16","10":"40.2","11":"20.1","12":"200","13":"3975","14":"MALE","15":"8.95998","16":"-26.32601","17":"NA"},{"1":"PAL0910","2":"139","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N79A1","8":"No","9":"2009-11-16","10":"37.0","11":"16.5","12":"185","13":"3400","14":"FEMALE","15":"8.61651","16":"-26.07021","17":"Nest never observed with full clutch."},{"1":"PAL0910","2":"140","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N79A2","8":"No","9":"2009-11-16","10":"39.7","11":"17.9","12":"193","13":"4250","14":"MALE","15":"9.25769","16":"-25.88798","17":"Nest never observed with full clutch."},{"1":"PAL0910","2":"141","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N80A1","8":"Yes","9":"2009-11-14","10":"40.2","11":"17.1","12":"193","13":"3400","14":"FEMALE","15":"9.28810","16":"-25.54976","17":"NA"},{"1":"PAL0910","2":"142","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N80A2","8":"Yes","9":"2009-11-14","10":"40.6","11":"17.2","12":"187","13":"3475","14":"MALE","15":"9.23408","16":"-26.01549","17":"NA"},{"1":"PAL0910","2":"143","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg 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adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N83A1","8":"Yes","9":"2009-11-13","10":"39.2","11":"18.6","12":"190","13":"4250","14":"MALE","15":"9.11006","16":"-25.79549","17":"NA"},{"1":"PAL0910","2":"148","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N83A2","8":"Yes","9":"2009-11-13","10":"36.6","11":"18.4","12":"184","13":"3475","14":"FEMALE","15":"8.68744","16":"-25.83060","17":"NA"},{"1":"PAL0910","2":"149","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N84A1","8":"Yes","9":"2009-11-17","10":"36.0","11":"17.8","12":"195","13":"3450","14":"FEMALE","15":"8.94332","16":"-25.79189","17":"NA"},{"1":"PAL0910","2":"150","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N84A2","8":"Yes","9":"2009-11-17","10":"37.8","11":"18.1","12":"193","13":"3750","14":"MALE","15":"8.97533","16":"-26.03495","17":"NA"},{"1":"PAL0910","2":"151","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N85A1","8":"Yes","9":"2009-11-17","10":"36.0","11":"17.1","12":"187","13":"3700","14":"FEMALE","15":"8.93465","16":"-26.07081","17":"NA"},{"1":"PAL0910","2":"152","3":"Adelie Penguin (Pygoscelis adeliae)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N85A2","8":"Yes","9":"2009-11-17","10":"41.5","11":"18.5","12":"201","13":"4000","14":"MALE","15":"8.89640","16":"-26.06967","17":"NA"},{"1":"PAL0708","2":"1","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N31A1","8":"Yes","9":"2007-11-27","10":"46.1","11":"13.2","12":"211","13":"4500","14":"FEMALE","15":"7.99300","16":"-25.51390","17":"NA"},{"1":"PAL0708","2":"2","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N31A2","8":"Yes","9":"2007-11-27","10":"50.0","11":"16.3","12":"230","13":"5700","14":"MALE","15":"8.14756","16":"-25.39369","17":"NA"},{"1":"PAL0708","2":"3","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N32A1","8":"Yes","9":"2007-11-27","10":"48.7","11":"14.1","12":"210","13":"4450","14":"FEMALE","15":"8.14705","16":"-25.46172","17":"NA"},{"1":"PAL0708","2":"4","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N32A2","8":"Yes","9":"2007-11-27","10":"50.0","11":"15.2","12":"218","13":"5700","14":"MALE","15":"8.25540","16":"-25.40075","17":"NA"},{"1":"PAL0708","2":"5","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N33A1","8":"Yes","9":"2007-11-18","10":"47.6","11":"14.5","12":"215","13":"5400","14":"MALE","15":"8.23450","16":"-25.54456","17":"NA"},{"1":"PAL0708","2":"6","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N33A2","8":"Yes","9":"2007-11-18","10":"46.5","11":"13.5","12":"210","13":"4550","14":"FEMALE","15":"7.99530","16":"-25.32829","17":"NA"},{"1":"PAL0708","2":"7","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N34A1","8":"Yes","9":"2007-11-27","10":"45.4","11":"14.6","12":"211","13":"4800","14":"FEMALE","15":"8.24515","16":"-25.46782","17":"NA"},{"1":"PAL0708","2":"8","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N34A2","8":"Yes","9":"2007-11-27","10":"46.7","11":"15.3","12":"219","13":"5200","14":"MALE","15":"8.22673","16":"-25.42760","17":"NA"},{"1":"PAL0708","2":"9","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N35A1","8":"Yes","9":"2007-11-27","10":"43.3","11":"13.4","12":"209","13":"4400","14":"FEMALE","15":"8.13643","16":"-25.32176","17":"NA"},{"1":"PAL0708","2":"10","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N35A2","8":"Yes","9":"2007-11-27","10":"46.8","11":"15.4","12":"215","13":"5150","14":"MALE","15":"8.16310","16":"-25.38017","17":"NA"},{"1":"PAL0708","2":"11","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N36A1","8":"No","9":"2007-11-27","10":"40.9","11":"13.7","12":"214","13":"4650","14":"FEMALE","15":"8.19579","16":"-25.39330","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"12","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N36A2","8":"No","9":"2007-11-27","10":"49.0","11":"16.1","12":"216","13":"5550","14":"MALE","15":"8.10417","16":"-25.50562","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"13","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N37A1","8":"Yes","9":"2007-11-29","10":"45.5","11":"13.7","12":"214","13":"4650","14":"FEMALE","15":"7.77672","16":"-25.41680","17":"NA"},{"1":"PAL0708","2":"14","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N37A2","8":"Yes","9":"2007-11-29","10":"48.4","11":"14.6","12":"213","13":"5850","14":"MALE","15":"7.82080","16":"-25.48025","17":"NA"},{"1":"PAL0708","2":"15","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N38A1","8":"Yes","9":"2007-12-03","10":"45.8","11":"14.6","12":"210","13":"4200","14":"FEMALE","15":"7.79958","16":"-25.62618","17":"NA"},{"1":"PAL0708","2":"16","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N38A2","8":"Yes","9":"2007-12-03","10":"49.3","11":"15.7","12":"217","13":"5850","14":"MALE","15":"8.07137","16":"-25.52473","17":"NA"},{"1":"PAL0708","2":"17","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N39A1","8":"Yes","9":"2007-11-27","10":"42.0","11":"13.5","12":"210","13":"4150","14":"FEMALE","15":"7.63884","16":"-25.52627","17":"NA"},{"1":"PAL0708","2":"18","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N39A2","8":"Yes","9":"2007-11-27","10":"49.2","11":"15.2","12":"221","13":"6300","14":"MALE","15":"8.27376","16":"-25.00169","17":"NA"},{"1":"PAL0708","2":"19","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N40A1","8":"Yes","9":"2007-11-27","10":"46.2","11":"14.5","12":"209","13":"4800","14":"FEMALE","15":"7.84057","16":"-25.37899","17":"NA"},{"1":"PAL0708","2":"20","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N40A2","8":"Yes","9":"2007-11-27","10":"48.7","11":"15.1","12":"222","13":"5350","14":"MALE","15":"7.96491","16":"-25.39587","17":"NA"},{"1":"PAL0708","2":"21","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N41A1","8":"Yes","9":"2007-11-27","10":"50.2","11":"14.3","12":"218","13":"5700","14":"MALE","15":"7.89620","16":"-25.37746","17":"NA"},{"1":"PAL0708","2":"22","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N41A2","8":"Yes","9":"2007-11-27","10":"45.1","11":"14.5","12":"215","13":"5000","14":"FEMALE","15":"7.63220","16":"-25.46569","17":"NA"},{"1":"PAL0708","2":"23","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N42A1","8":"Yes","9":"2007-11-27","10":"46.5","11":"14.5","12":"213","13":"4400","14":"FEMALE","15":"7.90436","16":"-25.39470","17":"NA"},{"1":"PAL0708","2":"24","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N42A2","8":"Yes","9":"2007-11-27","10":"46.3","11":"15.8","12":"215","13":"5050","14":"MALE","15":"7.90971","16":"-25.38157","17":"NA"},{"1":"PAL0708","2":"25","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N44A1","8":"Yes","9":"2007-11-29","10":"42.9","11":"13.1","12":"215","13":"5000","14":"FEMALE","15":"7.68528","16":"-25.39181","17":"NA"},{"1":"PAL0708","2":"26","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N44A2","8":"Yes","9":"2007-11-29","10":"46.1","11":"15.1","12":"215","13":"5100","14":"MALE","15":"7.83733","16":"-25.42826","17":"NA"},{"1":"PAL0708","2":"27","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N46A1","8":"Yes","9":"2007-11-29","10":"44.5","11":"14.3","12":"216","13":"4100","14":"NA","15":"7.96621","16":"-25.69327","17":"Sexing primers did not amplify."},{"1":"PAL0708","2":"28","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N46A2","8":"Yes","9":"2007-11-29","10":"47.8","11":"15.0","12":"215","13":"5650","14":"MALE","15":"7.92358","16":"-25.48383","17":"NA"},{"1":"PAL0708","2":"29","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N47A1","8":"Yes","9":"2007-11-29","10":"48.2","11":"14.3","12":"210","13":"4600","14":"FEMALE","15":"7.68870","16":"-25.50811","17":"NA"},{"1":"PAL0708","2":"30","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N47A2","8":"Yes","9":"2007-11-29","10":"50.0","11":"15.3","12":"220","13":"5550","14":"MALE","15":"8.30515","16":"-25.19017","17":"NA"},{"1":"PAL0708","2":"31","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N50A1","8":"Yes","9":"2007-11-29","10":"47.3","11":"15.3","12":"222","13":"5250","14":"MALE","15":"NA","16":"NA","17":"Not enough blood for isotopes."},{"1":"PAL0708","2":"32","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N50A2","8":"Yes","9":"2007-11-29","10":"42.8","11":"14.2","12":"209","13":"4700","14":"FEMALE","15":"7.63452","16":"-25.46327","17":"NA"},{"1":"PAL0708","2":"33","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N56A1","8":"Yes","9":"2007-12-03","10":"45.1","11":"14.5","12":"207","13":"5050","14":"FEMALE","15":"7.97408","16":"-25.53768","17":"NA"},{"1":"PAL0708","2":"34","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N56A2","8":"Yes","9":"2007-12-03","10":"59.6","11":"17.0","12":"230","13":"6050","14":"MALE","15":"7.76843","16":"-25.68210","17":"NA"},{"1":"PAL0809","2":"35","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N2A1","8":"Yes","9":"2008-11-13","10":"49.1","11":"14.8","12":"220","13":"5150","14":"FEMALE","15":"7.89744","16":"-26.63405","17":"NA"},{"1":"PAL0809","2":"36","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N2A2","8":"Yes","9":"2008-11-13","10":"48.4","11":"16.3","12":"220","13":"5400","14":"MALE","15":"8.03659","16":"-26.86127","17":"NA"},{"1":"PAL0809","2":"37","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N4A1","8":"Yes","9":"2008-11-02","10":"42.6","11":"13.7","12":"213","13":"4950","14":"FEMALE","15":"7.96935","16":"-26.70968","17":"NA"},{"1":"PAL0809","2":"38","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N4A2","8":"Yes","9":"2008-11-02","10":"44.4","11":"17.3","12":"219","13":"5250","14":"MALE","15":"8.13746","16":"-26.79093","17":"NA"},{"1":"PAL0809","2":"39","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N5A1","8":"Yes","9":"2008-11-09","10":"44.0","11":"13.6","12":"208","13":"4350","14":"FEMALE","15":"8.01979","16":"-26.68311","17":"NA"},{"1":"PAL0809","2":"40","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N5A2","8":"Yes","9":"2008-11-09","10":"48.7","11":"15.7","12":"208","13":"5350","14":"MALE","15":"8.14776","16":"-26.84506","17":"NA"},{"1":"PAL0809","2":"41","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N6A1","8":"No","9":"2008-11-04","10":"42.7","11":"13.7","12":"208","13":"3950","14":"FEMALE","15":"8.14567","16":"-26.59467","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"42","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N6A2","8":"No","9":"2008-11-04","10":"49.6","11":"16.0","12":"225","13":"5700","14":"MALE","15":"8.38324","16":"-26.84272","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"43","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg 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papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N23A1","8":"Yes","9":"2009-11-18","10":"47.2","11":"15.5","12":"215","13":"4975","14":"FEMALE","15":"8.30817","16":"-26.21651","17":"NA"},{"1":"PAL0910","2":"104","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N23A2","8":"Yes","9":"2009-11-18","10":"49.1","11":"15.0","12":"228","13":"5500","14":"MALE","15":"8.65914","16":"-25.79203","17":"NA"},{"1":"PAL0910","2":"105","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N24A1","8":"Yes","9":"2009-12-01","10":"47.3","11":"13.8","12":"216","13":"4725","14":"NA","15":"8.25818","16":"-26.23886","17":"Sexing primers did not amplify."},{"1":"PAL0910","2":"106","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N24A2","8":"Yes","9":"2009-12-01","10":"46.8","11":"16.1","12":"215","13":"5500","14":"MALE","15":"8.32359","16":"-26.05756","17":"NA"},{"1":"PAL0910","2":"107","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N28A1","8":"Yes","9":"2009-11-10","10":"41.7","11":"14.7","12":"210","13":"4700","14":"FEMALE","15":"8.12311","16":"-26.44815","17":"NA"},{"1":"PAL0910","2":"108","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N28A2","8":"Yes","9":"2009-11-10","10":"53.4","11":"15.8","12":"219","13":"5500","14":"MALE","15":"8.41017","16":"-26.33867","17":"NA"},{"1":"PAL0910","2":"109","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N29A1","8":"Yes","9":"2009-11-09","10":"43.3","11":"14.0","12":"208","13":"4575","14":"FEMALE","15":"8.42070","16":"-26.38092","17":"NA"},{"1":"PAL0910","2":"110","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N29A2","8":"Yes","9":"2009-11-09","10":"48.1","11":"15.1","12":"209","13":"5500","14":"MALE","15":"8.45738","16":"-26.22664","17":"NA"},{"1":"PAL0910","2":"111","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N32A1","8":"Yes","9":"2009-11-20","10":"50.5","11":"15.2","12":"216","13":"5000","14":"FEMALE","15":"8.24691","16":"-26.18466","17":"NA"},{"1":"PAL0910","2":"112","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N32A2","8":"Yes","9":"2009-11-20","10":"49.8","11":"15.9","12":"229","13":"5950","14":"MALE","15":"8.29226","16":"-26.21019","17":"NA"},{"1":"PAL0910","2":"113","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N34A1","8":"Yes","9":"2009-11-27","10":"43.5","11":"15.2","12":"213","13":"4650","14":"FEMALE","15":"8.21634","16":"-26.11046","17":"NA"},{"1":"PAL0910","2":"114","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N34A2","8":"Yes","9":"2009-11-27","10":"51.5","11":"16.3","12":"230","13":"5500","14":"MALE","15":"8.78557","16":"-25.76147","17":"NA"},{"1":"PAL0910","2":"115","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N35A1","8":"Yes","9":"2009-11-25","10":"46.2","11":"14.1","12":"217","13":"4375","14":"FEMALE","15":"8.30231","16":"-25.96013","17":"NA"},{"1":"PAL0910","2":"116","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N35A2","8":"Yes","9":"2009-11-25","10":"55.1","11":"16.0","12":"230","13":"5850","14":"MALE","15":"8.08354","16":"-26.18161","17":"NA"},{"1":"PAL0910","2":"117","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N36A1","8":"Yes","9":"2009-12-01","10":"44.5","11":"15.7","12":"217","13":"4875","14":"NA","15":"8.04111","16":"-26.18444","17":"Sexing primers did not amplify."},{"1":"PAL0910","2":"118","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N36A2","8":"Yes","9":"2009-12-01","10":"48.8","11":"16.2","12":"222","13":"6000","14":"MALE","15":"8.33825","16":"-25.88547","17":"NA"},{"1":"PAL0910","2":"119","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N38A1","8":"No","9":"2009-12-01","10":"47.2","11":"13.7","12":"214","13":"4925","14":"FEMALE","15":"7.99184","16":"-26.20538","17":"Nest never observed with full clutch."},{"1":"PAL0910","2":"120","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N38A2","8":"No","9":"2009-12-01","10":"NA","11":"NA","12":"NA","13":"NA","14":"NA","15":"NA","16":"NA","17":"Adult not sampled. Nest never observed with full clutch."},{"1":"PAL0910","2":"121","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N39A1","8":"Yes","9":"2009-11-22","10":"46.8","11":"14.3","12":"215","13":"4850","14":"FEMALE","15":"8.41151","16":"-26.13832","17":"NA"},{"1":"PAL0910","2":"122","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N39A2","8":"Yes","9":"2009-11-22","10":"50.4","11":"15.7","12":"222","13":"5750","14":"MALE","15":"8.30166","16":"-26.04117","17":"NA"},{"1":"PAL0910","2":"123","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N43A1","8":"Yes","9":"2009-11-22","10":"45.2","11":"14.8","12":"212","13":"5200","14":"FEMALE","15":"8.24246","16":"-26.11969","17":"NA"},{"1":"PAL0910","2":"124","3":"Gentoo penguin (Pygoscelis papua)","4":"Anvers","5":"Biscoe","6":"Adult, 1 Egg Stage","7":"N43A2","8":"Yes","9":"2009-11-22","10":"49.9","11":"16.1","12":"213","13":"5400","14":"MALE","15":"8.36390","16":"-26.15531","17":"NA"},{"1":"PAL0708","2":"1","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N61A1","8":"No","9":"2007-11-19","10":"46.5","11":"17.9","12":"192","13":"3500","14":"FEMALE","15":"9.03935","16":"-24.30229","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"2","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N61A2","8":"No","9":"2007-11-19","10":"50.0","11":"19.5","12":"196","13":"3900","14":"MALE","15":"8.92069","16":"-24.23592","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"3","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N62A1","8":"Yes","9":"2007-11-26","10":"51.3","11":"19.2","12":"193","13":"3650","14":"MALE","15":"9.29078","16":"-24.75570","17":"NA"},{"1":"PAL0708","2":"4","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N62A2","8":"Yes","9":"2007-11-26","10":"45.4","11":"18.7","12":"188","13":"3525","14":"FEMALE","15":"8.64701","16":"-24.62717","17":"NA"},{"1":"PAL0708","2":"5","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N64A1","8":"Yes","9":"2007-11-21","10":"52.7","11":"19.8","12":"197","13":"3725","14":"MALE","15":"9.00642","16":"-24.61867","17":"NA"},{"1":"PAL0708","2":"6","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N64A2","8":"Yes","9":"2007-11-21","10":"45.2","11":"17.8","12":"198","13":"3950","14":"FEMALE","15":"8.88942","16":"-24.49433","17":"NA"},{"1":"PAL0708","2":"7","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N66A1","8":"Yes","9":"2007-11-28","10":"46.1","11":"18.2","12":"178","13":"3250","14":"FEMALE","15":"8.85664","16":"-24.55644","17":"NA"},{"1":"PAL0708","2":"8","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N66A2","8":"Yes","9":"2007-11-28","10":"51.3","11":"18.2","12":"197","13":"3750","14":"MALE","15":"8.63701","16":"-24.84059","17":"NA"},{"1":"PAL0708","2":"9","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N67A1","8":"Yes","9":"2007-11-21","10":"46.0","11":"18.9","12":"195","13":"4150","14":"FEMALE","15":"8.47173","16":"-24.29229","17":"NA"},{"1":"PAL0708","2":"10","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N67A2","8":"Yes","9":"2007-11-21","10":"51.3","11":"19.9","12":"198","13":"3700","14":"MALE","15":"8.79581","16":"-24.36088","17":"NA"},{"1":"PAL0708","2":"11","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N68A1","8":"Yes","9":"2007-11-28","10":"46.6","11":"17.8","12":"193","13":"3800","14":"FEMALE","15":"8.95063","16":"-24.59897","17":"NA"},{"1":"PAL0708","2":"12","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N68A2","8":"Yes","9":"2007-11-28","10":"51.7","11":"20.3","12":"194","13":"3775","14":"MALE","15":"8.68747","16":"-24.38751","17":"NA"},{"1":"PAL0708","2":"13","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N69A1","8":"Yes","9":"2007-11-26","10":"47.0","11":"17.3","12":"185","13":"3700","14":"FEMALE","15":"8.72037","16":"-24.80526","17":"NA"},{"1":"PAL0708","2":"14","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N69A2","8":"Yes","9":"2007-11-26","10":"52.0","11":"18.1","12":"201","13":"4050","14":"MALE","15":"9.02330","16":"-24.38933","17":"NA"},{"1":"PAL0708","2":"15","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N70A1","8":"Yes","9":"2007-11-22","10":"45.9","11":"17.1","12":"190","13":"3575","14":"FEMALE","15":"9.12277","16":"-24.90024","17":"NA"},{"1":"PAL0708","2":"16","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N70A2","8":"Yes","9":"2007-11-22","10":"50.5","11":"19.6","12":"201","13":"4050","14":"MALE","15":"9.80590","16":"-24.72940","17":"NA"},{"1":"PAL0708","2":"17","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N71A1","8":"No","9":"2007-11-30","10":"50.3","11":"20.0","12":"197","13":"3300","14":"MALE","15":"10.02019","16":"-24.54704","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"18","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N71A2","8":"No","9":"2007-11-30","10":"58.0","11":"17.8","12":"181","13":"3700","14":"FEMALE","15":"9.14382","16":"-24.57994","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"19","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N72A1","8":"Yes","9":"2007-11-30","10":"46.4","11":"18.6","12":"190","13":"3450","14":"FEMALE","15":"9.32105","16":"-24.64162","17":"NA"},{"1":"PAL0708","2":"20","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N72A2","8":"Yes","9":"2007-11-30","10":"49.2","11":"18.2","12":"195","13":"4400","14":"MALE","15":"9.27158","16":"-24.64335","17":"NA"},{"1":"PAL0708","2":"21","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N73A1","8":"Yes","9":"2007-12-03","10":"42.4","11":"17.3","12":"181","13":"3600","14":"FEMALE","15":"9.35138","16":"-24.68790","17":"NA"},{"1":"PAL0708","2":"22","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N73A2","8":"Yes","9":"2007-12-03","10":"48.5","11":"17.5","12":"191","13":"3400","14":"MALE","15":"9.42666","16":"-24.26375","17":"NA"},{"1":"PAL0708","2":"23","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N85A1","8":"No","9":"2007-11-28","10":"43.2","11":"16.6","12":"187","13":"2900","14":"FEMALE","15":"9.35416","16":"-25.01185","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"24","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N85A2","8":"No","9":"2007-11-28","10":"50.6","11":"19.4","12":"193","13":"3800","14":"MALE","15":"9.28153","16":"-24.97134","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"25","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N89A1","8":"No","9":"2007-11-28","10":"46.7","11":"17.9","12":"195","13":"3300","14":"FEMALE","15":"9.74144","16":"-24.59467","17":"Nest never observed with full clutch."},{"1":"PAL0708","2":"26","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N89A2","8":"No","9":"2007-11-28","10":"52.0","11":"19.0","12":"197","13":"4150","14":"MALE","15":"9.36799","16":"-24.47142","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"27","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N61A1","8":"No","9":"2008-11-25","10":"50.5","11":"18.4","12":"200","13":"3400","14":"FEMALE","15":"8.93990","16":"-23.89017","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"28","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N61A2","8":"No","9":"2008-11-25","10":"49.5","11":"19.0","12":"200","13":"3800","14":"MALE","15":"9.63074","16":"-24.34684","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"29","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N62A1","8":"Yes","9":"2008-11-14","10":"46.4","11":"17.8","12":"191","13":"3700","14":"FEMALE","15":"9.37369","16":"-24.52896","17":"NA"},{"1":"PAL0809","2":"30","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N62A2","8":"Yes","9":"2008-11-14","10":"52.8","11":"20.0","12":"205","13":"4550","14":"MALE","15":"9.25177","16":"-24.69638","17":"NA"},{"1":"PAL0809","2":"31","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N63A1","8":"Yes","9":"2008-11-24","10":"40.9","11":"16.6","12":"187","13":"3200","14":"FEMALE","15":"9.08458","16":"-24.54903","17":"NA"},{"1":"PAL0809","2":"32","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N63A2","8":"Yes","9":"2008-11-24","10":"54.2","11":"20.8","12":"201","13":"4300","14":"MALE","15":"9.49283","16":"-24.59996","17":"NA"},{"1":"PAL0809","2":"33","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N65A1","8":"Yes","9":"2008-11-24","10":"42.5","11":"16.7","12":"187","13":"3350","14":"FEMALE","15":"9.36668","16":"-24.45195","17":"NA"},{"1":"PAL0809","2":"34","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N65A2","8":"Yes","9":"2008-11-24","10":"51.0","11":"18.8","12":"203","13":"4100","14":"MALE","15":"9.23196","16":"-24.17282","17":"NA"},{"1":"PAL0809","2":"35","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N67A1","8":"Yes","9":"2008-11-25","10":"49.7","11":"18.6","12":"195","13":"3600","14":"MALE","15":"9.75486","16":"-24.31198","17":"NA"},{"1":"PAL0809","2":"36","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N67A2","8":"Yes","9":"2008-11-25","10":"47.5","11":"16.8","12":"199","13":"3900","14":"FEMALE","15":"9.07825","16":"-25.14550","17":"NA"},{"1":"PAL0809","2":"37","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N69A1","8":"Yes","9":"2008-11-14","10":"47.6","11":"18.3","12":"195","13":"3850","14":"FEMALE","15":"8.83502","16":"-24.65859","17":"NA"},{"1":"PAL0809","2":"38","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N69A2","8":"Yes","9":"2008-11-14","10":"52.0","11":"20.7","12":"210","13":"4800","14":"MALE","15":"9.43146","16":"-24.68440","17":"NA"},{"1":"PAL0809","2":"39","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N72A1","8":"No","9":"2008-11-24","10":"46.9","11":"16.6","12":"192","13":"2700","14":"FEMALE","15":"9.80589","16":"-24.73735","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"40","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N72A2","8":"No","9":"2008-11-24","10":"53.5","11":"19.9","12":"205","13":"4500","14":"MALE","15":"10.02544","16":"-24.90816","17":"Nest never observed with full clutch."},{"1":"PAL0809","2":"41","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N74A1","8":"Yes","9":"2008-11-24","10":"49.0","11":"19.5","12":"210","13":"3950","14":"MALE","15":"9.53262","16":"-24.66867","17":"NA"},{"1":"PAL0809","2":"42","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N74A2","8":"Yes","9":"2008-11-24","10":"46.2","11":"17.5","12":"187","13":"3650","14":"FEMALE","15":"9.61734","16":"-24.66188","17":"NA"},{"1":"PAL0809","2":"43","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N75A1","8":"Yes","9":"2008-11-14","10":"50.9","11":"19.1","12":"196","13":"3550","14":"MALE","15":"10.02372","16":"-24.86594","17":"NA"},{"1":"PAL0809","2":"44","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N75A2","8":"Yes","9":"2008-11-14","10":"45.5","11":"17.0","12":"196","13":"3500","14":"FEMALE","15":"9.36493","16":"-24.66259","17":"NA"},{"1":"PAL0910","2":"45","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N86A1","8":"Yes","9":"2009-11-17","10":"50.9","11":"17.9","12":"196","13":"3675","14":"FEMALE","15":"9.43684","16":"-24.16566","17":"NA"},{"1":"PAL0910","2":"46","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N86A2","8":"Yes","9":"2009-11-17","10":"50.8","11":"18.5","12":"201","13":"4450","14":"MALE","15":"9.45827","16":"-24.35575","17":"NA"},{"1":"PAL0910","2":"47","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N87A1","8":"Yes","9":"2009-11-27","10":"50.1","11":"17.9","12":"190","13":"3400","14":"FEMALE","15":"9.46819","16":"-24.45721","17":"NA"},{"1":"PAL0910","2":"48","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N87A2","8":"Yes","9":"2009-11-27","10":"49.0","11":"19.6","12":"212","13":"4300","14":"MALE","15":"9.34089","16":"-24.45189","17":"NA"},{"1":"PAL0910","2":"49","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N88A1","8":"Yes","9":"2009-11-23","10":"51.5","11":"18.7","12":"187","13":"3250","14":"MALE","15":"9.68950","16":"-24.43062","17":"NA"},{"1":"PAL0910","2":"50","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N88A2","8":"Yes","9":"2009-11-23","10":"49.8","11":"17.3","12":"198","13":"3675","14":"FEMALE","15":"9.32169","16":"-24.41562","17":"NA"},{"1":"PAL0910","2":"51","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N90A1","8":"Yes","9":"2009-11-21","10":"48.1","11":"16.4","12":"199","13":"3325","14":"FEMALE","15":"9.46929","16":"-24.48403","17":"NA"},{"1":"PAL0910","2":"52","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N90A2","8":"Yes","9":"2009-11-21","10":"51.4","11":"19.0","12":"201","13":"3950","14":"MALE","15":"9.43782","16":"-24.36202","17":"NA"},{"1":"PAL0910","2":"53","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N92A1","8":"Yes","9":"2009-11-23","10":"45.7","11":"17.3","12":"193","13":"3600","14":"FEMALE","15":"9.41500","16":"-24.80500","17":"NA"},{"1":"PAL0910","2":"54","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N92A2","8":"Yes","9":"2009-11-23","10":"50.7","11":"19.7","12":"203","13":"4050","14":"MALE","15":"9.93727","16":"-24.59066","17":"NA"},{"1":"PAL0910","2":"55","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N93A1","8":"Yes","9":"2009-11-27","10":"42.5","11":"17.3","12":"187","13":"3350","14":"FEMALE","15":"9.56534","16":"-24.60882","17":"NA"},{"1":"PAL0910","2":"56","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N93A2","8":"Yes","9":"2009-11-27","10":"52.2","11":"18.8","12":"197","13":"3450","14":"MALE","15":"9.77528","16":"-24.56481","17":"NA"},{"1":"PAL0910","2":"57","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N94A1","8":"Yes","9":"2009-11-21","10":"45.2","11":"16.6","12":"191","13":"3250","14":"FEMALE","15":"9.62357","16":"-24.78984","17":"NA"},{"1":"PAL0910","2":"58","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N94A2","8":"Yes","9":"2009-11-21","10":"49.3","11":"19.9","12":"203","13":"4050","14":"MALE","15":"9.88809","16":"-24.59513","17":"NA"},{"1":"PAL0910","2":"59","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N95A1","8":"Yes","9":"2009-11-21","10":"50.2","11":"18.8","12":"202","13":"3800","14":"MALE","15":"9.74492","16":"-24.40400","17":"NA"},{"1":"PAL0910","2":"60","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N95A2","8":"Yes","9":"2009-11-21","10":"45.6","11":"19.4","12":"194","13":"3525","14":"FEMALE","15":"9.46985","16":"-24.65786","17":"NA"},{"1":"PAL0910","2":"61","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N96A1","8":"Yes","9":"2009-11-27","10":"51.9","11":"19.5","12":"206","13":"3950","14":"MALE","15":"NA","16":"-23.78767","17":"No delta15N data received from lab."},{"1":"PAL0910","2":"62","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N96A2","8":"Yes","9":"2009-11-27","10":"46.8","11":"16.5","12":"189","13":"3650","14":"FEMALE","15":"9.65061","16":"-24.48153","17":"NA"},{"1":"PAL0910","2":"63","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N98A1","8":"Yes","9":"2009-11-19","10":"45.7","11":"17.0","12":"195","13":"3650","14":"FEMALE","15":"9.26715","16":"-24.31912","17":"NA"},{"1":"PAL0910","2":"64","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N98A2","8":"Yes","9":"2009-11-19","10":"55.8","11":"19.8","12":"207","13":"4000","14":"MALE","15":"9.70465","16":"-24.53494","17":"NA"},{"1":"PAL0910","2":"65","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N99A1","8":"No","9":"2009-11-21","10":"43.5","11":"18.1","12":"202","13":"3400","14":"FEMALE","15":"9.37608","16":"-24.40753","17":"Nest never observed with full clutch."},{"1":"PAL0910","2":"66","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N99A2","8":"No","9":"2009-11-21","10":"49.6","11":"18.2","12":"193","13":"3775","14":"MALE","15":"9.46180","16":"-24.70615","17":"Nest never observed with full clutch."},{"1":"PAL0910","2":"67","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N100A1","8":"Yes","9":"2009-11-21","10":"50.8","11":"19.0","12":"210","13":"4100","14":"MALE","15":"9.98044","16":"-24.68741","17":"NA"},{"1":"PAL0910","2":"68","3":"Chinstrap penguin (Pygoscelis antarctica)","4":"Anvers","5":"Dream","6":"Adult, 1 Egg Stage","7":"N100A2","8":"Yes","9":"2009-11-21","10":"50.2","11":"18.7","12":"198","13":"3775","14":"FEMALE","15":"9.39305","16":"-24.25255","17":"NA"}],"options":{"columns":{"min":{},"max":[10]},"rows":{"min":[10],"max":[10]},"pages":{}}}
  </script>
</div>

---

## Assigning vs displaying

We have to assign the results of our code to use them later on:

```r
penguins_good_names <- penguins_raw %>% 
  clean_names()
```

```r
penguins_good_names
```

---

## Quotes

> Could you please go over the use of “quotes” around a term. When are quotes required, and when are they not necessary? For example, quotes are used here – select(contains(“hlth_bad”)). But no quotes are used here – select(marital_status, education).

---

## Why doesn't this work?

```r
penguins %>% 
  summarize(mean_bill_length = mean(bill_length_mm,
                                    na.rm = TRUE)) %>% 
  summarize(mean_bill_depth = mean(bill_depth_mm,
                                    na.rm = TRUE))
```

---

# Typos happen to everone

.pull-left[
<img src='images/david-asking-for-help.png'/>
]

.pull-right[

```r
library(tidyverse)
library(tidycensus)
library(janitor)

get_acs(year = 2019,
        geography = "county",
        geometry = TRUE,
        state =  "OR",
        variables = "B01003_001") %>% 
  clean_names() %>% 
  mutate(
    name = str_remove(name, " County")) %>% 
  rename(poulation = estimate,
         county = name) %>% 
  select(county, population)
```

]

---

# Group Work

Create a new RStudio project

Download the penguins.csv file and add it to your project

Copy the penguins report RMarkdown document into RStudio and save as an RMarkdown file

Fill out the blank code chunks to create your report

Make sure you can knit your document!

---

# Next Week

1. Course assignment: complete data viz lessons

1. Project assignment: make a graph from your data

1. Catch-up week coming up in two weeks!