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如何对Pandas DataFrame进行自定义排序_pd 自定义排序
作者：Cpp五条 | 2024-03-18 09:01:58
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pd 自定义排序
关于数据集penguins_lter.csv的自定义排序
数据集来源: penguin data
首先观察数据内容
import pandas as pd
import numpy as np
import time
from pandas.api.types import CategoricalDtype
df = pd.read_csv('datas/penguins_lter.csv',sep=',',low_memory=False)
# 设置行不限制数量,不然会中间有省略号，数据会看不到
pd.set_option('display.max_rows',None)
# 设置列不限制数量,不然会中间有省略号，数据会看不到
pd.set_option('display.max_columns',None)
# 设置不折叠数据
pd.set_option('display.expand_frame_repr', False)
print(df.head())
print(df['Species'].value_counts())
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studyName Sample Number Species Region Island Stage Individual ID Clutch Completion Date Egg Culmen Length (mm) Culmen Depth (mm) Flipper Length (mm) Body Mass (g) Sex Delta 15 N (o/oo) Delta 13 C (o/oo) Comments
0 PAL0708 1 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N1A1 Yes 11/11/07 39.1 18.7 181.0 3750.0 MALE NaN NaN Not enough blood for isotopes.
1 PAL0708 2 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N1A2 Yes 11/11/07 39.5 17.4 186.0 3800.0 FEMALE 8.94956 -24.69454 NaN
2 PAL0708 3 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N2A1 Yes 11/16/07 40.3 18.0 195.0 3250.0 FEMALE 8.36821 -25.33302 NaN
3 PAL0708 4 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N2A2 Yes 11/16/07 NaN NaN NaN NaN NaN NaN NaN Adult not sampled.
4 PAL0708 5 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N3A1 Yes 11/16/07 36.7 19.3 193.0 3450.0 FEMALE 8.76651 -25.32426 NaN
Adelie Penguin (Pygoscelis adeliae) 152
Gentoo penguin (Pygoscelis papua) 124
Chinstrap penguin (Pygoscelis antarctica) 68
Name: Species, dtype: int64
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问题：依据企鹅种类Species给数据排序
虽然数据集本身已经已经按类别排序了，但使用sort_values后可能出现乱序的情况，为什么这么说呢，因为sort_values()对分类数据排序实际上是按照首字母顺序排的，ABCD…
这里因为本身就是 A C G，所以看不出来
接下来参考: 如何对Pandas DataFrame进行自定义排序 ，按照Adelie>Gentoo>Chin顺序对数据排序
//把Species的三个种类转换为自定义类别类型
cat_species_order = CategoricalDtype(['Adelie Penguin (Pygoscelis adeliae)','Gentoo penguin (Pygoscelis papua)','Chinstrap penguin (Pygoscelis antarctica)'],ordered=True)
df['Species'] = df['Species'].astype(cat_species_order)
print(df['Species'])
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Species列的对象数据被自定义了顺序，上述代码显示Species列的新结果：
//Categories (3, object): ['Adelie Penguin (Pygoscelis adeliae)' < 'Gentoo penguin (Pygoscelis papua)' <
'Chinstrap penguin (Pygoscelis antarctica)']
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现在已经自定义了Species分类数据的顺序，可以排序了
df = df.sort_values(by=['Species'])
print(df)
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但是出现了新问题：虽然按照自定义的顺序进行了排序，但是每一类内部的顺序被打乱了，比如下面这一部分
34 PAL0708 35 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N23A1 Yes 11/16/07 36.4 17.0 195.0 3325.0 FEMALE 9.17847 -25.23061 NaN
19 PAL0708 20 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N10A2 Yes 11/16/07 46.0 21.5 194.0 4200.0 MALE 9.11616 -24.77227 NaN
35 PAL0708 36 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N23A2 Yes 11/16/07 39.2 21.1 196.0 4150.0 MALE 9.15308 -25.03469 NaN
18 PAL0708 19 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N10A1 Yes 11/16/07 34.4 18.4 184.0 3325.0 FEMALE 8.47827 -25.23319 NaN
16 PAL0708 17 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N9A1 Yes 11/12/07 38.7 19.0 195.0 3450.0 FEMALE 9.18528 -25.06691 NaN
75 PAL0809 76 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N36A2 Yes 11/8/08 42.8 18.5 195.0 4250.0 MALE 8.29930 -26.38986 NaN
1 PAL0708 2 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N1A2 Yes 11/11/07 39.5 17.4 186.0 3800.0 FEMALE 8.94956 -24.69454 NaN
2 PAL0708 3 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N2A1 Yes 11/16/07 40.3 18.0 195.0 3250.0 FEMALE 8.36821 -25.33302 NaN
3 PAL0708 4 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N2A2 Yes 11/16/07 NaN NaN NaN NaN NaN NaN NaN Adult not sampled.
4 PAL0708 5 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N3A1 Yes 11/16/07 36.7 19.3 193.0 3450.0 FEMALE 8.76651 -25.32426 NaN
5 PAL0708 6 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N3A2 Yes 11/16/07 39.3 20.6 190.0
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我期望按照Species排序时不破坏原数据的顺序
原本考虑按照 如何对Pandas DataFrame进行自定义排序中的 “按多个变量排序”的方法，设置2个自定义类别类型 cat_sample_number 和 cat_species，并将它们传递给 astype()。
但是对于
Adelie Penguin (Pygoscelis adeliae) 152
Gentoo penguin (Pygoscelis papua) 124
Chinstrap penguin (Pygoscelis antarctica) 68
每一个类别类型中的 sample number 个数是不同的，直接采用下面方法失败
实现：按照两个变量 Sample Number 和 Species排序，先是 Species 排序，然后对同一个 Species 的Sample Number 排序
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cat_species_order = CategoricalDtype(['Adelie Penguin (Pygoscelis adeliae)','Gentoo penguin (Pygoscelis papua)','Chinstrap penguin (Pygoscelis antarctica)'],ordered=True)
# 把Species的三个种类转换为自定义类别类型
df['Species'] = df['Species'].astype(cat_species_order)
# 转换为字符串数组
cat_sample_number = CategoricalDtype(np.arange(1,len(df.index)+1,1).astype(np.str_),ordered=True)
df['Sample Number'] = df['Sample Number'].astype(cat_sample_number)
# 按照两个变量 Sample Number 和 Species排序，先是 Species 排序，然后对同一个 Species 的Sample Number 排序
df = df.sort_values(['Species','Sample Number'])
print(df)
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// 此方法行不通，Sample Number 显示为NaN
studyName Sample Number Species Region Island Stage Individual ID Clutch Completion Date Egg Culmen Length (mm) Culmen Depth (mm) Flipper Length (mm) Body Mass (g) Sex Delta 15 N (o/oo) Delta 13 C (o/oo) Comments
0 PAL0708 NaN Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N1A1 Yes 11/11/07 39.1 18.7 181.0 3750.0 MALE NaN NaN Not enough blood for isotopes.
1 PAL0708 NaN Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N1A2 Yes 11/11/07 39.5 17.4 186.0 3800.0 FEMALE 8.94956 -24.69454 NaN
2 PAL0708 NaN Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N2A1 Yes 11/16/07 40.3 18.0 195.0 3250.0 FEMALE 8.36821 -25.33302 NaN
3 PAL0708 NaN Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N2A2 Yes 11/16/07 NaN NaN NaN NaN NaN NaN NaN Adult not sampled.
4 PAL0708 NaN Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N3A1 Yes 11/16/07 36.7 19.3 193.0 3450.0 FEMALE 8.76651 -25.32426 NaN
5 PAL0708 NaN Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N3A2 Yes 11/16/07 39.3 20.6 190.0 3650.0 MALE 8.66496 -25.29805 NaN
6 PAL0708 NaN Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N4A1 No 11/15/07 38.9 17.8 181.0 3625.0 FEMALE 9.18718 -25.21799 Nest never observed with full clutch.
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所以现在的办法是更改Species每一类的部分 按照Sample number顺序排序
根据 df['Species'].value_counts() 的查看得出Species每一类数目
Adelie Penguin (Pygoscelis adeliae) 152
Gentoo penguin (Pygoscelis papua) 124
Chinstrap penguin (Pygoscelis antarctica) 68
Name: Species, dtype: int64
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# 对Species每一类按照 Sample Number 排序
df.iloc[0:152,:] = df.iloc[0:152,:].sort_values(by=['Sample Number'])
df.iloc[152:276,:] = df.iloc[152:276,:].sort_values(by=['Sample Number'])
df.iloc[276:344,:] = df.iloc[276:344,:].sort_values(by=['Sample Number'])
# 更新行索引号
df.index = np.arange(len(df.index))
print(df)
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实际显示结果如下
studyName Sample Number Species Region Island Stage Individual ID Clutch Completion Date Egg Culmen Length (mm) Culmen Depth (mm) Flipper Length (mm) Body Mass (g) Sex Delta 15 N (o/oo) Delta 13 C (o/oo) Comments 0 PAL0708 1 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N1A1 Yes 11/11/07 39.1 18.7 181.0 3750.0 MALE NaN NaN Not enough blood for isotopes. 1 PAL0708 2 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N1A2 Yes 11/11/07 39.5 17.4 186.0 3800.0 FEMALE 8.94956 -24.69454 NaN 2 PAL0708 3 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N2A1 Yes 11/16/07 40.3 18.0 195.0 3250.0 FEMALE 8.36821 -25.33302 NaN 3 PAL0708 4 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N2A2 Yes 11/16/07 NaN NaN NaN NaN NaN NaN NaN Adult not sampled. 4 PAL0708 5 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N3A1 Yes 11/16/07 36.7 19.3 193.0 3450.0 FEMALE 8.76651 -25.32426 NaN 5 PAL0708 6 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N3A2 Yes 11/16/07 39.3 20.6 190.0 3650.0 MALE 8.66496 -25.29805 NaN 6 PAL0708 7 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N4A1 No 11/15/07 38.9 17.8 181.0 3625.0 FEMALE 9.18718 -25.21799 Nest never observed with full clutch. 7 PAL0708 8 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N4A2 No 11/15/07 39.2 19.6 195.0 4675.0 MALE 9.46060 -24.89958 Nest never observed with full clutch. 8 PAL0708 9 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N5A1 Yes 11/9/07 34.1 18.1 193.0 3475.0 NaN NaN NaN No blood sample obtained. 9 PAL0708 10 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N5A2 Yes 11/9/07 42.0 20.2 190.0 4250.0 NaN 9.13362 -25.09368 No blood sample obtained for sexing. 10 PAL0708 11 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N6A1 Yes 11/9/07 37.8 17.1 186.0 3300.0 NaN 8.63243 -25.21315 No blood sample obtained for sexing. 11 PAL0708 12 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N6A2 Yes 11/9/07 37.8 17.3 180.0 3700.0 NaN NaN NaN No blood sample obtained. 12 PAL0708 13 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N7A1 Yes 11/15/07 41.1 17.6 182.0 3200.0 FEMALE NaN NaN Not enough blood for isotopes. 13 PAL0708 14 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N7A2 Yes 11/15/07 38.6 21.2 191.0 3800.0 MALE NaN NaN Not enough blood for isotopes. 14 PAL0708 15 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N8A1 Yes 11/16/07 34.6 21.1 198.0 4400.0 MALE 8.55583 -25.22588 NaN 15 PAL0708 16 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N8A2 Yes 11/16/07 36.6 17.8 185.0 3700.0 FEMALE NaN NaN Not enough blood for isotopes. 16 PAL0708 17 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N9A1 Yes 11/12/07 38.7 19.0 195.0 3450.0 FEMALE 9.18528 -25.06691 NaN 17 PAL0708 18 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N9A2 Yes 11/12/07 42.5 20.7 197.0 4500.0 MALE 8.67538 -25.13993 NaN 18 PAL0708 19 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N10A1 Yes 11/16/07 34.4 18.4 184.0 3325.0 FEMALE 8.47827 -25.23319 NaN 19 PAL0708 20 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N10A2 Yes 11/16/07 46.0 21.5 194.0 4200.0 MALE 9.11616 -24.77227 NaN 20 PAL0708 21 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N11A1 Yes 11/12/07 37.8 18.3 174.0 3400.0 FEMALE 8.73762 -25.09383 NaN 21 PAL0708 22 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N11A2 Yes 11/12/07 37.7 18.7 180.0 3600.0 MALE 8.66271 -25.06390 NaN 22 PAL0708 23 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N12A1 Yes 11/12/07 35.9 19.2 189.0 3800.0 FEMALE 9.22286 -25.03474 NaN 23 PAL0708 24 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N12A2 Yes 11/12/07 38.2 18.1 185.0 3950.0 MALE 8.43423 -25.22664 NaN 24 PAL0708 25 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N13A1 Yes 11/10/07 38.8 17.2 180.0 3800.0 MALE 9.63954 -25.29856 NaN 25 PAL0708 26 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N13A2 Yes 11/10/07 35.3 18.9 187.0 3800.0 FEMALE 9.21292 -24.36130 NaN 26 PAL0708 27 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N17A1 Yes 11/12/07 40.6 18.6 183.0 3550.0 MALE 8.93997 -25.36288 NaN 27 PAL0708 28 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N17A2 Yes 11/12/07 40.5 17.9 187.0 3200.0 FEMALE 8.08138 -25.49448 NaN 28 PAL0708 29 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N18A1 No 11/10/07 37.9 18.6 172.0 3150.0 FEMALE 8.38404 -25.19837 Nest never observed with full clutch. 29 PAL0708 30 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N18A2 No 11/10/07 40.5 18.9 180.0 3950.0 MALE 8.90027 -25.11609 Nest never observed with full clutch. 30 PAL0708 31 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N21A1 Yes 11/9/07 39.5 16.7 178.0 3250.0 FEMALE 9.69756 -25.11223 NaN 31 PAL0708 32 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N21A2 Yes 11/9/07 37.2 18.1 178.0 3900.0 MALE 9.72764 -25.01020 NaN 32 PAL0708 33 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N22A1 Yes 11/9/07 39.5 17.8 188.0 3300.0 FEMALE 9.66523 -25.06020 NaN 33 PAL0708 34 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N22A2 Yes 11/9/07 40.9 18.9 184.0 3900.0 MALE 8.79665 -25.14591 NaN 34 PAL0708 35 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N23A1 Yes 11/16/07 36.4 17.0 195.0 3325.0 FEMALE 9.17847 -25.23061 NaN 35 PAL0708 36 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N23A2 Yes 11/16/07 39.2 21.1 196.0 4150.0 MALE 9.15308 -25.03469 NaN 36 PAL0708 37 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N24A1 Yes 11/16/07 38.8 20.0 190.0 3950.0 MALE 9.18985 -25.12255 NaN 37 PAL0708 38 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N24A2 Yes 11/16/07 42.2 18.5 180.0 3550.0 FEMALE 8.04787 -25.49523 NaN 38 PAL0708 39 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N25A1 No 11/13/07 37.6 19.3 181.0 3300.0 FEMALE 9.41131 -25.04169 Nest never observed with full clutch. 39 PAL0708 40 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N25A2 No 11/13/07 39.8 19.1 184.0 4650.0 MALE NaN NaN Nest never observed with full clutch. Not enou... 40 PAL0708 41 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N26A1 Yes 11/16/07 36.5 18.0 182.0 3150.0 FEMALE 9.68933 -24.42280 NaN 41 PAL0708 42 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N26A2 Yes 11/16/07 40.8 18.4 195.0 3900.0 MALE NaN NaN Not enough blood for isotopes. 42 PAL0708 43 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N27A1 Yes 11/19/07 36.0 18.5 186.0 3100.0 FEMALE 9.50772 -25.03492 NaN 43 PAL0708 44 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N27A2 Yes 11/19/07 44.1 19.7 196.0 4400.0 MALE 9.23720 -24.52698 NaN 44 PAL0708 45 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N28A1 Yes 11/16/07 37.0 16.9 185.0 3000.0 FEMALE 9.36392 -25.01745 NaN 45 PAL0708 46 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N28A2 Yes 11/16/07 39.6 18.8 190.0 4600.0 MALE 9.49106 -24.10255 NaN 46 PAL0708 47 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N29A1 Yes 11/13/07 41.1 19.0 182.0 3425.0 MALE NaN NaN Not enough blood for isotopes. 47 PAL0708 48 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N29A2 Yes 11/13/07 37.5 18.9 179.0 2975.0 NaN NaN NaN Sexing primers did not amplify. Not enough blo... 48 PAL0708 49 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N30A1 Yes 11/13/07 36.0 17.9 190.0 3450.0 FEMALE 9.51784 -25.07683 NaN 49 PAL0708 50 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N30A2 Yes 11/13/07 42.3 21.2 191.0 4150.0 MALE 8.87988 -25.18543 NaN 50 PAL0809 51 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N21A1 Yes 11/6/08 39.6 17.7 186.0 3500.0 FEMALE 8.46616 -26.12989 NaN 51 PAL0809 52 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N21A2 Yes 11/6/08 40.1 18.9 188.0 4300.0 MALE 8.51362 -26.55602 NaN 52 PAL0809 53 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N22A1 Yes 11/9/08 35.0 17.9 190.0 3450.0 FEMALE 8.19539 -26.17213 NaN 53 PAL0809 54 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N22A2 Yes 11/9/08 42.0 19.5 200.0 4050.0 MALE 8.48095 -26.31460 NaN 54 PAL0809 55 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N23A1 Yes 11/9/08 34.5 18.1 187.0 2900.0 FEMALE 8.41837 -26.54718 NaN 55 PAL0809 56 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N23A2 Yes 11/9/08 41.4 18.6 191.0 3700.0 MALE 8.35396 -26.27853 NaN 56 PAL0809 57 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N24A1 Yes 11/15/08 39.0 17.5 186.0 3550.0 FEMALE 8.57199 -26.07188 NaN 57 PAL0809 58 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N24A2 Yes 11/15/08 40.6 18.8 193.0 3800.0 MALE 8.56674 -25.98843 NaN 58 PAL0809 59 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N25A1 Yes 11/15/08 36.5 16.6 181.0 2850.0 FEMALE 9.07878 -25.88156 NaN 59 PAL0809 60 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N25A2 Yes 11/15/08 37.6 19.1 194.0 3750.0 MALE 9.10800 -25.89677 NaN 60 PAL0809 61 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N27A1 Yes 11/13/08 35.7 16.9 185.0 3150.0 FEMALE 8.96472 -26.40943 NaN 61 PAL0809 62 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N27A2 Yes 11/13/08 41.3 21.1 195.0 4400.0 MALE 8.74802 -26.37809 NaN 62 PAL0809 63 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N28A1 Yes 11/13/08 37.6 17.0 185.0 3600.0 FEMALE 8.58063 -26.21569 NaN 63 PAL0809 64 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N28A2 Yes 11/13/08 41.1 18.2 192.0 4050.0 MALE 8.62264 -26.60023 NaN 64 PAL0809 65 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N29A1 Yes 11/13/08 36.4 17.1 184.0 2850.0 FEMALE 8.62623 -26.11650 NaN 65 PAL0809 66 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N29A2 Yes 11/13/08 41.6 18.0 192.0 3950.0 MALE 8.85562 -26.09294 NaN 66 PAL0809 67 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N30A1 Yes 11/6/08 35.5 16.2 195.0 3350.0 FEMALE 8.56192 -25.95541 NaN 67 PAL0809 68 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N30A2 Yes 11/6/08 41.1 19.1 188.0 4100.0 MALE 8.71078 -25.81012 NaN 68 PAL0809 69 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N32A1 No 11/11/08 35.9 16.6 190.0 3050.0 FEMALE 8.47781 -26.07821 Nest never observed with full clutch. 69 PAL0809 70 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N32A2 No 11/11/08 41.8 19.4 198.0 4450.0 MALE 8.86853 -26.06209 Nest never observed with full clutch. 70 PAL0809 71 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N34A1 Yes 11/14/08 33.5 19.0 190.0 3600.0 FEMALE 7.88863 -26.63085 NaN 71 PAL0809 72 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N34A2 Yes 11/14/08 39.7 18.4 190.0 3900.0 MALE 9.29808 -25.23453 NaN 72 PAL0809 73 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N35A1 Yes 11/11/08 39.6 17.2 196.0 3550.0 FEMALE 8.33524 -26.55351 NaN 73 PAL0809 74 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N35A2 Yes 11/11/08 45.8 18.9 197.0 4150.0 MALE 8.18658 -26.45978 NaN 74 PAL0809 75 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N36A1 Yes 11/8/08 35.5 17.5 190.0 3700.0 FEMALE 8.70642 -26.15003 NaN 75 PAL0809 76 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N36A2 Yes 11/8/08 42.8 18.5 195.0 4250.0 MALE 8.29930 -26.38986 NaN 76 PAL0809 77 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N37A1 Yes 11/6/08 40.9 16.8 191.0 3700.0 FEMALE 8.47257 -26.02002 NaN 77 PAL0809 78 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N37A2 Yes 11/6/08 37.2 19.4 184.0 3900.0 MALE 8.35540 -26.44787 NaN 78 PAL0809 79 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N38A1 Yes 11/9/08 36.2 16.1 187.0 3550.0 FEMALE 7.82381 -26.51382 NaN 79 PAL0809 80 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N38A2 Yes 11/9/08 42.1 19.1 195.0 4000.0 MALE 9.05736 -25.81513 NaN 80 PAL0809 81 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N39A1 Yes 11/2/08 34.6 17.2 189.0 3200.0 FEMALE 7.69778 -26.53870 NaN 81 PAL0809 82 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N39A2 Yes 11/2/08 42.9 17.6 196.0 4700.0 MALE 8.63259 -26.23027 NaN 82 PAL0809 83 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N40A1 Yes 11/7/08 36.7 18.8 187.0 3800.0 FEMALE 7.88494 -26.24837 NaN 83 PAL0809 84 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N40A2 Yes 11/7/08 35.1 19.4 193.0 4200.0 MALE 8.90002 -26.46254 NaN 84 PAL0809 85 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N41A1 Yes 11/17/08 37.3 17.8 191.0 3350.0 FEMALE 8.32718 -26.38396 NaN 85 PAL0809 86 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N41A2 Yes 11/17/08 41.3 20.3 194.0 3550.0 MALE 9.14863 -26.09635 NaN 86 PAL0809 87 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N42A1 Yes 11/8/08 36.3 19.5 190.0 3800.0 MALE 8.57087 -26.22227 NaN 87 PAL0809 88 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N42A2 Yes 11/8/08 36.9 18.6 189.0 3500.0 FEMALE 8.59147 -26.08165 NaN 88 PAL0809 89 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N44A1 Yes 11/8/08 38.3 19.2 189.0 3950.0 MALE 9.07826 -26.12417 NaN 89 PAL0809 90 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N44A2 Yes 11/8/08 38.9 18.8 190.0 3600.0 FEMALE 8.36936 -26.11199 NaN 90 PAL0809 91 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N45A1 Yes 11/14/08 35.7 18.0 202.0 3550.0 FEMALE 8.46531 -26.05621 NaN 91 PAL0809 92 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N45A2 Yes 11/14/08 41.1 18.1 205.0 4300.0 MALE 8.77018 -25.83352 NaN 92 PAL0809 93 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N46A1 Yes 11/5/08 34.0 17.1 185.0 3400.0 FEMALE 8.01485 -26.69543 NaN 93 PAL0809 94 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N46A2 Yes 11/5/08 39.6 18.1 186.0 4450.0 MALE 8.49915 -26.42406 NaN 94 PAL0809 95 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N48A1 Yes 11/17/08 36.2 17.3 187.0 3300.0 FEMALE 8.90723 -26.30037 NaN 95 PAL0809 96 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N48A2 Yes 11/17/08 40.8 18.9 208.0 4300.0 MALE 8.48204 -26.57941 NaN 96 PAL0809 97 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N49A1 Yes 11/8/08 38.1 18.6 190.0 3700.0 FEMALE 8.10277 -26.50086 NaN 97 PAL0809 98 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N49A2 Yes 11/8/08 40.3 18.5 196.0 4350.0 MALE 8.39459 -26.01152 NaN 98 PAL0809 99 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N50A1 Yes 11/10/08 33.1 16.1 178.0 2900.0 FEMALE 9.04218 -26.15775 NaN 99 PAL0809 100 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N50A2 Yes 11/10/08 43.2 18.5 192.0 4100.0 MALE 8.97025 -26.03679 NaN 100 PAL0910 101 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N47A1 Yes 11/9/09 35.0 17.9 192.0 3725.0 FEMALE 8.84451 -26.28055 NaN 101 PAL0910 102 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N47A2 Yes 11/9/09 41.0 20.0 203.0 4725.0 MALE 9.01079 -26.38085 NaN 102 PAL0910 103 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N49A1 Yes 11/15/09 37.7 16.0 183.0 3075.0 FEMALE 9.21510 -26.22530 NaN 103 PAL0910 104 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N49A2 Yes 11/15/09 37.8 20.0 190.0 4250.0 MALE 9.51929 -25.69199 NaN 104 PAL0910 105 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N51A1 Yes 11/15/09 37.9 18.6 193.0 2925.0 FEMALE 9.02642 -25.86482 NaN 105 PAL0910 106 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N51A2 Yes 11/15/09 39.7 18.9 184.0 3550.0 MALE 8.85699 -25.80208 NaN 106 PAL0910 107 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N53A1 Yes 11/15/09 38.6 17.2 199.0 3750.0 FEMALE 8.77322 -26.48973 NaN 107 PAL0910 108 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N53A2 Yes 11/15/09 38.2 20.0 190.0 3900.0 MALE 9.59245 -25.70711 NaN 108 PAL0910 109 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N55A1 Yes 11/20/09 38.1 17.0 181.0 3175.0 FEMALE 9.79532 -25.27385 NaN 109 PAL0910 110 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N55A2 Yes 11/20/09 43.2 19.0 197.0 4775.0 MALE 9.31735 -25.45171 NaN 110 PAL0910 111 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N58A1 Yes 11/12/09 38.1 16.5 198.0 3825.0 FEMALE 8.43951 -26.57563 NaN 111 PAL0910 112 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N58A2 Yes 11/12/09 45.6 20.3 191.0 4600.0 MALE 8.65466 -26.32909 NaN 112 PAL0910 113 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N60A1 Yes 11/15/09 39.7 17.7 193.0 3200.0 FEMALE 9.02657 -26.06203 NaN 113 PAL0910 114 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N60A2 Yes 11/15/09 42.2 19.5 197.0 4275.0 MALE 8.80186 -26.41218 NaN 114 PAL0910 115 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N61A1 Yes 11/17/09 39.6 20.7 191.0 3900.0 FEMALE 8.80967 -26.78958 NaN 115 PAL0910 116 Adelie Penguin (Pygoscelis adeliae) Anvers Biscoe Adult, 1 Egg Stage N61A2 Yes 11/17/09 42.7 18.3 196.0 4075.0 MALE 8.91434 -26.42018 NaN 116 PAL0910 117 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N63A1 Yes 11/18/09 38.6 17.0 188.0 2900.0 FEMALE 9.18021 -25.77264 NaN 117 PAL0910 118 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N63A2 Yes 11/18/09 37.3 20.5 199.0 3775.0 MALE 9.49645 -26.36678 NaN 118 PAL0910 119 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N64A1 Yes 11/22/09 35.7 17.0 189.0 3350.0 FEMALE 8.96436 -23.90309 NaN 119 PAL0910 120 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N64A2 Yes 11/22/09 41.1 18.6 189.0 3325.0 MALE 9.32277 -26.09989 NaN 120 PAL0910 121 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N66A1 No 11/17/09 36.2 17.2 187.0 3150.0 FEMALE 9.04296 -26.19444 Nest never observed with full clutch. 121 PAL0910 122 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N66A2 No 11/17/09 37.7 19.8 198.0 3500.0 MALE 9.11066 -26.42563 Nest never observed with full clutch. 122 PAL0910 123 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N67A1 Yes 11/16/09 40.2 17.0 176.0 3450.0 FEMALE 9.30722 -25.61039 NaN 123 PAL0910 124 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N67A2 Yes 11/16/09 41.4 18.5 202.0 3875.0 MALE 9.59462 -25.42621 NaN 124 PAL0910 125 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N69A1 Yes 11/18/09 35.2 15.9 186.0 3050.0 FEMALE 8.81668 -25.95399 NaN 125 PAL0910 126 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N69A2 Yes 11/18/09 40.6 19.0 199.0 4000.0 MALE 9.22537 -25.60826 NaN 126 PAL0910 127 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N71A1 Yes 11/21/09 38.8 17.6 191.0 3275.0 FEMALE 8.88098 -25.89741 NaN 127 PAL0910 128 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N71A2 Yes 11/21/09 41.5 18.3 195.0 4300.0 MALE 8.52566 -26.02450 NaN 128 PAL0910 129 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N72A1 Yes 11/18/09 39.0 17.1 191.0 3050.0 FEMALE 9.19031 -25.73722 NaN 129 PAL0910 130 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N72A2 Yes 11/18/09 44.1 18.0 210.0 4000.0 MALE 9.10702 -26.01363 NaN 130 PAL0910 131 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N73A1 No 11/23/09 38.5 17.9 190.0 3325.0 FEMALE 8.98460 -25.57956 Nest never observed with full clutch. 131 PAL0910 132 Adelie Penguin (Pygoscelis adeliae) Anvers Torgersen Adult, 1 Egg Stage N73A2 No 11/23/09 43.1 19.2 197.0 3500.0 MALE 8.86495 -26.13960 Nest never observed with full clutch. 132 PAL0910 133 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N76A1 Yes 11/10/09 36.8 18.5 193.0 3500.0 FEMALE 8.98705 -25.57647 NaN 133 PAL0910 134 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N76A2 Yes 11/10/09 37.5 18.5 199.0 4475.0 MALE 8.56708 -26.49288 NaN 134 PAL0910 135 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N77A1 Yes 11/13/09 38.1 17.6 187.0 3425.0 FEMALE 8.71700 -25.77951 NaN 135 PAL0910 136 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N77A2 Yes 11/13/09 41.1 17.5 190.0 3900.0 MALE 8.94365 -26.06943 NaN 136 PAL0910 137 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N78A1 Yes 11/16/09 35.6 17.5 191.0 3175.0 FEMALE 8.75984 -25.97696 NaN 137 PAL0910 138 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N78A2 Yes 11/16/09 40.2 20.1 200.0 3975.0 MALE 8.95998 -26.32601 NaN 138 PAL0910 139 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N79A1 No 11/16/09 37.0 16.5 185.0 3400.0 FEMALE 8.61651 -26.07021 Nest never observed with full clutch. 139 PAL0910 140 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N79A2 No 11/16/09 39.7 17.9 193.0 4250.0 MALE 9.25769 -25.88798 Nest never observed with full clutch. 140 PAL0910 141 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N80A1 Yes 11/14/09 40.2 17.1 193.0 3400.0 FEMALE 9.28810 -25.54976 NaN 141 PAL0910 142 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N80A2 Yes 11/14/09 40.6 17.2 187.0 3475.0 MALE 9.23408 -26.01549 NaN 142 PAL0910 143 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N81A1 Yes 11/16/09 32.1 15.5 188.0 3050.0 FEMALE 8.79787 -26.61075 NaN 143 PAL0910 144 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N81A2 Yes 11/16/09 40.7 17.0 190.0 3725.0 MALE 9.05674 -25.79529 NaN 144 PAL0910 145 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N82A1 Yes 11/16/09 37.3 16.8 192.0 3000.0 FEMALE 9.06829 -25.85203 NaN 145 PAL0910 146 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N82A2 Yes 11/16/09 39.0 18.7 185.0 3650.0 MALE 9.22033 -26.03442 NaN 146 PAL0910 147 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N83A1 Yes 11/13/09 39.2 18.6 190.0 4250.0 MALE 9.11006 -25.79549 NaN 147 PAL0910 148 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N83A2 Yes 11/13/09 36.6 18.4 184.0 3475.0 FEMALE 8.68744 -25.83060 NaN 148 PAL0910 149 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N84A1 Yes 11/17/09 36.0 17.8 195.0 3450.0 FEMALE 8.94332 -25.79189 NaN 149 PAL0910 150 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N84A2 Yes 11/17/09 37.8 18.1 193.0 3750.0 MALE 8.97533 -26.03495 NaN 150 PAL0910 151 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N85A1 Yes 11/17/09 36.0 17.1 187.0 3700.0 FEMALE 8.93465 -26.07081 NaN 151 PAL0910 152 Adelie Penguin (Pygoscelis adeliae) Anvers Dream Adult, 1 Egg Stage N85A2 Yes 11/17/09 41.5 18.5 201.0 4000.0 MALE 8.89640 -26.06967 NaN 152 PAL0708 1 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N31A1 Yes 11/27/07 46.1 13.2 211.0 4500.0 FEMALE 7.99300 -25.51390 NaN 153 PAL0708 2 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N31A2 Yes 11/27/07 50.0 16.3 230.0 5700.0 MALE 8.14756 -25.39369 NaN 154 PAL0708 3 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N32A1 Yes 11/27/07 48.7 14.1 210.0 4450.0 FEMALE 8.14705 -25.46172 NaN 155 PAL0708 4 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N32A2 Yes 11/27/07 50.0 15.2 218.0 5700.0 MALE 8.25540 -25.40075 NaN 156 PAL0708 5 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N33A1 Yes 11/18/07 47.6 14.5 215.0 5400.0 MALE 8.23450 -25.54456 NaN 157 PAL0708 6 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N33A2 Yes 11/18/07 46.5 13.5 210.0 4550.0 FEMALE 7.99530 -25.32829 NaN 158 PAL0708 7 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N34A1 Yes 11/27/07 45.4 14.6 211.0 4800.0 FEMALE 8.24515 -25.46782 NaN 159 PAL0708 8 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N34A2 Yes 11/27/07 46.7 15.3 219.0 5200.0 MALE 8.22673 -25.42760 NaN 160 PAL0708 9 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N35A1 Yes 11/27/07 43.3 13.4 209.0 4400.0 FEMALE 8.13643 -25.32176 NaN 161 PAL0708 10 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N35A2 Yes 11/27/07 46.8 15.4 215.0 5150.0 MALE 8.16310 -25.38017 NaN 162 PAL0708 11 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N36A1 No 11/27/07 40.9 13.7 214.0 4650.0 FEMALE 8.19579 -25.39330 NaN 163 PAL0708 12 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N36A2 No 11/27/07 49.0 16.1 216.0 5550.0 MALE 8.10417 -25.50562 NaN 164 PAL0708 13 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N37A1 Yes 11/29/07 45.5 13.7 214.0 4650.0 FEMALE 7.77672 -25.41680 NaN 165 PAL0708 14 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N37A2 Yes 11/29/07 48.4 14.6 213.0 5850.0 MALE 7.82080 -25.48025 NaN 166 PAL0708 15 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N38A1 Yes 12/3/07 45.8 14.6 210.0 4200.0 FEMALE 7.79958 -25.62618 NaN 167 PAL0708 16 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N38A2 Yes 12/3/07 49.3 15.7 217.0 5850.0 MALE 8.07137 -25.52473 NaN 168 PAL0708 17 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N39A1 Yes 11/27/07 42.0 13.5 210.0 4150.0 FEMALE 7.63884 -25.52627 NaN 169 PAL0708 18 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N39A2 Yes 11/27/07 49.2 15.2 221.0 6300.0 MALE 8.27376 -25.00169 NaN 170 PAL0708 19 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N40A1 Yes 11/27/07 46.2 14.5 209.0 4800.0 FEMALE 7.84057 -25.37899 NaN 171 PAL0708 20 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N40A2 Yes 11/27/07 48.7 15.1 222.0 5350.0 MALE 7.96491 -25.39587 NaN 172 PAL0708 21 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N41A1 Yes 11/27/07 50.2 14.3 218.0 5700.0 MALE 7.89620 -25.37746 NaN 173 PAL0708 22 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N41A2 Yes 11/27/07 45.1 14.5 215.0 5000.0 FEMALE 7.63220 -25.46569 NaN 174 PAL0708 23 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N42A1 Yes 11/27/07 46.5 14.5 213.0 4400.0 FEMALE 7.90436 -25.39470 NaN 175 PAL0708 24 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N42A2 Yes 11/27/07 46.3 15.8 215.0 5050.0 MALE 7.90971 -25.38157 NaN 176 PAL0708 25 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N44A1 Yes 11/29/07 42.9 13.1 215.0 5000.0 FEMALE 7.68528 -25.39181 NaN 177 PAL0708 26 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N44A2 Yes 11/29/07 46.1 15.1 215.0 5100.0 MALE 7.83733 -25.42826 NaN 178 PAL0708 27 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N46A1 Yes 11/29/07 44.5 14.3 216.0 4100.0 NaN 7.96621 -25.69327 NaN 179 PAL0708 28 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N46A2 Yes 11/29/07 47.8 15.0 215.0 5650.0 MALE 7.92358 -25.48383 NaN 180 PAL0708 29 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N47A1 Yes 11/29/07 48.2 14.3 210.0 4600.0 FEMALE 7.68870 -25.50811 NaN 181 PAL0708 30 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N47A2 Yes 11/29/07 50.0 15.3 220.0 5550.0 MALE 8.30515 -25.19017 NaN 182 PAL0708 31 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N50A1 Yes 11/29/07 47.3 15.3 222.0 5250.0 MALE NaN NaN NaN 183 PAL0708 32 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N50A2 Yes 11/29/07 42.8 14.2 209.0 4700.0 FEMALE 7.63452 -25.46327 NaN 184 PAL0708 33 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N56A1 Yes 12/3/07 45.1 14.5 207.0 5050.0 FEMALE 7.97408 -25.53768 NaN 185 PAL0708 34 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N56A2 Yes 12/3/07 59.6 17.0 230.0 6050.0 MALE 7.76843 -25.68210 NaN 186 PAL0809 35 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N2A1 Yes 11/13/08 49.1 14.8 220.0 5150.0 FEMALE 7.89744 -26.63405 NaN 187 PAL0809 36 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N2A2 Yes 11/13/08 48.4 16.3 220.0 5400.0 MALE 8.03659 -26.86127 NaN 188 PAL0809 37 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N4A1 Yes 11/2/08 42.6 13.7 213.0 4950.0 FEMALE 7.96935 -26.70968 NaN 189 PAL0809 38 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N4A2 Yes 11/2/08 44.4 17.3 219.0 5250.0 MALE 8.13746 -26.79093 NaN 190 PAL0809 39 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N5A1 Yes 11/9/08 44.0 13.6 208.0 4350.0 FEMALE 8.01979 -26.68311 NaN 191 PAL0809 40 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N5A2 Yes 11/9/08 48.7 15.7 208.0 5350.0 MALE 8.14776 -26.84506 NaN 192 PAL0809 41 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N6A1 No 11/4/08 42.7 13.7 208.0 3950.0 FEMALE 8.14567 -26.59467 NaN 193 PAL0809 42 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N6A2 No 11/4/08 49.6 16.0 225.0 5700.0 MALE 8.38324 -26.84272 NaN 194 PAL0809 43 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N7A1 Yes 11/4/08 45.3 13.7 210.0 4300.0 FEMALE 8.37615 -26.72791 NaN 195 PAL0809 44 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N7A2 Yes 11/4/08 49.6 15.0 216.0 4750.0 MALE 8.26548 -26.76990 NaN 196 PAL0809 45 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N8A1 Yes 11/3/08 50.5 15.9 222.0 5550.0 MALE 8.46894 -26.60436 NaN 197 PAL0809 46 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N8A2 Yes 11/3/08 43.6 13.9 217.0 4900.0 FEMALE 8.27141 -26.77650 NaN 198 PAL0809 47 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N11A1 No 11/9/08 45.5 13.9 210.0 4200.0 FEMALE 8.47829 -26.61788 NaN 199 PAL0809 48 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N11A2 No 11/9/08 50.5 15.9 225.0 5400.0 MALE 8.65803 -26.57585 NaN 200 PAL0809 49 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N12A1 Yes 11/2/08 44.9 13.3 213.0 5100.0 FEMALE 8.45167 -26.89644 NaN 201 PAL0809 50 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N12A2 Yes 11/2/08 45.2 15.8 215.0 5300.0 MALE 8.55868 -26.67799 NaN 202 PAL0809 51 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N13A1 Yes 11/4/08 46.6 14.2 210.0 4850.0 FEMALE 8.38289 -26.86352 NaN 203 PAL0809 52 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N13A2 Yes 11/4/08 48.5 14.1 220.0 5300.0 MALE 8.39867 -26.79358 NaN 204 PAL0809 53 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N14A1 Yes 11/4/08 45.1 14.4 210.0 4400.0 FEMALE 8.51951 -27.01854 NaN 205 PAL0809 54 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N14A2 Yes 11/4/08 50.1 15.0 225.0 5000.0 MALE 8.50153 -26.61414 NaN 206 PAL0809 55 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N15A1 Yes 11/4/08 46.5 14.4 217.0 4900.0 FEMALE 8.48789 -26.83006 NaN 207 PAL0809 56 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N15A2 Yes 11/4/08 45.0 15.4 220.0 5050.0 MALE 8.63488 -26.75621 NaN 208 PAL0809 57 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N16A1 Yes 11/3/08 43.8 13.9 208.0 4300.0 FEMALE 8.58319 -26.84415 NaN 209 PAL0809 58 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N16A2 Yes 11/3/08 45.5 15.0 220.0 5000.0 MALE 8.63604 -26.74890 NaN 210 PAL0809 59 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N17A1 Yes 11/6/08 43.2 14.5 208.0 4450.0 FEMALE 8.48367 -26.86485 NaN 211 PAL0809 60 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N17A2 Yes 11/6/08 50.4 15.3 224.0 5550.0 MALE 8.74647 -26.79846 NaN 212 PAL0809 61 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N18A1 Yes 11/3/08 45.3 13.8 208.0 4200.0 FEMALE 8.65015 -26.79053 NaN 213 PAL0809 62 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N18A2 Yes 11/3/08 46.2 14.9 221.0 5300.0 MALE 8.60092 -26.84374 NaN 214 PAL0809 63 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N19A1 Yes 11/13/08 45.7 13.9 214.0 4400.0 FEMALE 8.62870 -26.60484 NaN 215 PAL0809 64 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N19A2 Yes 11/13/08 54.3 15.7 231.0 5650.0 MALE 8.49662 -26.84166 NaN 216 PAL0809 65 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N20A1 Yes 11/4/08 45.8 14.2 219.0 4700.0 FEMALE 8.60447 -26.61601 NaN 217 PAL0809 66 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N20A2 Yes 11/4/08 49.8 16.8 230.0 5700.0 MALE 8.47067 -26.69166 NaN 218 PAL0809 67 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N51A1 Yes 11/9/08 46.2 14.4 214.0 4650.0 NaN 8.24253 -26.81540 NaN 219 PAL0809 68 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N51A2 Yes 11/9/08 49.5 16.2 229.0 5800.0 MALE 8.49854 -26.74809 NaN 220 PAL0809 69 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N53A1 Yes 11/13/08 43.5 14.2 220.0 4700.0 FEMALE 8.64931 -26.68867 NaN 221 PAL0809 70 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N53A2 Yes 11/13/08 50.7 15.0 223.0 5550.0 MALE 8.63551 -26.74249 NaN 222 PAL0809 71 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N54A1 Yes 11/3/08 47.7 15.0 216.0 4750.0 FEMALE 8.53018 -26.72751 NaN 223 PAL0809 72 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N54A2 Yes 11/3/08 46.4 15.6 221.0 5000.0 MALE 8.35078 -26.70783 NaN 224 PAL0809 73 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N55A1 Yes 11/9/08 48.2 15.6 221.0 5100.0 MALE 8.24651 -26.66958 NaN 225 PAL0809 74 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N55A2 Yes 11/9/08 46.5 14.8 217.0 5200.0 FEMALE 8.58487 -26.59290 NaN 226 PAL0809 75 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N56A1 Yes 11/6/08 46.4 15.0 216.0 4700.0 FEMALE 8.47938 -26.95470 NaN 227 PAL0809 76 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N56A2 Yes 11/6/08 48.6 16.0 230.0 5800.0 MALE 8.59640 -26.71199 NaN 228 PAL0809 77 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N58A1 Yes 11/6/08 47.5 14.2 209.0 4600.0 FEMALE 8.39299 -26.78733 NaN 229 PAL0809 78 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N58A2 Yes 11/6/08 51.1 16.3 220.0 6000.0 MALE 8.40327 -26.76821 NaN 230 PAL0809 79 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N60A1 Yes 11/9/08 45.2 13.8 215.0 4750.0 FEMALE 8.24694 -26.65359 NaN 231 PAL0809 80 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N60A2 Yes 11/9/08 45.2 16.4 223.0 5950.0 MALE 8.19749 -26.65931 NaN 232 PAL0910 81 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N1A1 Yes 11/18/09 49.1 14.5 212.0 4625.0 FEMALE 8.35802 -26.27660 NaN 233 PAL0910 82 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N1A2 Yes 11/18/09 52.5 15.6 221.0 5450.0 MALE 8.28601 -26.27573 NaN 234 PAL0910 83 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N6A1 Yes 11/15/09 47.4 14.6 212.0 4725.0 FEMALE 8.19101 -26.24369 NaN 235 PAL0910 84 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N6A2 Yes 11/15/09 50.0 15.9 224.0 5350.0 MALE 8.20042 -26.39677 NaN 236 PAL0910 85 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N8A1 Yes 11/22/09 44.9 13.8 212.0 4750.0 FEMALE 8.11238 -26.20372 NaN 237 PAL0910 86 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N8A2 Yes 11/22/09 50.8 17.3 228.0 5600.0 MALE 8.27428 -26.30019 NaN 238 PAL0910 87 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N13A1 Yes 11/20/09 43.4 14.4 218.0 4600.0 FEMALE 8.23468 -26.18599 NaN 239 PAL0910 88 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N13A2 Yes 11/20/09 51.3 14.2 218.0 5300.0 MALE 8.15426 -26.34330 NaN 240 PAL0910 89 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N14A1 Yes 11/25/09 47.5 14.0 212.0 4875.0 FEMALE 8.12691 -26.23613 NaN 241 PAL0910 90 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N14A2 Yes 11/25/09 52.1 17.0 230.0 5550.0 MALE 8.27595 -26.11657 NaN 242 PAL0910 91 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N15A1 Yes 11/25/09 47.5 15.0 218.0 4950.0 FEMALE 8.29671 -26.08547 NaN 243 PAL0910 92 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N15A2 Yes 11/25/09 52.2 17.1 228.0 5400.0 MALE 8.36701 -25.89834 NaN 244 PAL0910 93 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N18A1 Yes 12/1/09 45.5 14.5 212.0 4750.0 FEMALE 8.15566 -26.22848 NaN 245 PAL0910 94 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N18A2 Yes 12/1/09 49.5 16.1 224.0 5650.0 MALE 8.83352 -25.69195 NaN 246 PAL0910 95 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N19A1 Yes 11/27/09 44.5 14.7 214.0 4850.0 FEMALE 8.20106 -26.16524 NaN 247 PAL0910 96 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N19A2 Yes 11/27/09 50.8 15.7 226.0 5200.0 MALE 8.27102 -26.11244 NaN 248 PAL0910 97 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N20A1 Yes 11/18/09 49.4 15.8 216.0 4925.0 MALE 8.03624 -26.06594 NaN 249 PAL0910 98 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N20A2 Yes 11/18/09 46.9 14.6 222.0 4875.0 FEMALE 7.88810 -26.04726 NaN 250 PAL0910 99 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N21A1 Yes 11/18/09 48.4 14.4 203.0 4625.0 FEMALE 8.16582 -26.13971 NaN 251 PAL0910 100 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N21A2 Yes 11/18/09 51.1 16.5 225.0 5250.0 MALE 8.20660 -26.36863 NaN 252 PAL0910 101 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N22A1 Yes 11/22/09 48.5 15.0 219.0 4850.0 FEMALE 8.10231 -26.18763 NaN 253 PAL0910 102 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N22A2 Yes 11/22/09 55.9 17.0 228.0 5600.0 MALE 8.31180 -26.35425 NaN 254 PAL0910 103 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N23A1 Yes 11/18/09 47.2 15.5 215.0 4975.0 FEMALE 8.30817 -26.21651 NaN 255 PAL0910 104 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N23A2 Yes 11/18/09 49.1 15.0 228.0 5500.0 MALE 8.65914 -25.79203 NaN 256 PAL0910 105 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N24A1 Yes 12/1/09 47.3 13.8 216.0 4725.0 NaN 8.25818 -26.23886 NaN 257 PAL0910 106 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N24A2 Yes 12/1/09 46.8 16.1 215.0 5500.0 MALE 8.32359 -26.05756 NaN 258 PAL0910 107 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N28A1 Yes 11/10/09 41.7 14.7 210.0 4700.0 FEMALE 8.12311 -26.44815 NaN 259 PAL0910 108 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N28A2 Yes 11/10/09 53.4 15.8 219.0 5500.0 MALE 8.41017 -26.33867 NaN 260 PAL0910 109 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N29A1 Yes 11/9/09 43.3 14.0 208.0 4575.0 FEMALE 8.42070 -26.38092 NaN 261 PAL0910 110 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N29A2 Yes 11/9/09 48.1 15.1 209.0 5500.0 MALE 8.45738 -26.22664 NaN 262 PAL0910 111 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N32A1 Yes 11/20/09 50.5 15.2 216.0 5000.0 FEMALE 8.24691 -26.18466 NaN 263 PAL0910 112 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N32A2 Yes 11/20/09 49.8 15.9 229.0 5950.0 MALE 8.29226 -26.21019 NaN 264 PAL0910 113 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N34A1 Yes 11/27/09 43.5 15.2 213.0 4650.0 FEMALE 8.21634 -26.11046 NaN 265 PAL0910 114 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N34A2 Yes 11/27/09 51.5 16.3 230.0 5500.0 MALE 8.78557 -25.76147 NaN 266 PAL0910 115 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N35A1 Yes 11/25/09 46.2 14.1 217.0 4375.0 FEMALE 8.30231 -25.96013 NaN 267 PAL0910 116 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N35A2 Yes 11/25/09 55.1 16.0 230.0 5850.0 MALE 8.08354 -26.18161 NaN 268 PAL0910 117 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N36A1 Yes 12/1/09 44.5 15.7 217.0 4875.0 . 8.04111 -26.18444 NaN 269 PAL0910 118 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N36A2 Yes 12/1/09 48.8 16.2 222.0 6000.0 MALE 8.33825 -25.88547 NaN 270 PAL0910 119 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N38A1 No 12/1/09 47.2 13.7 214.0 4925.0 FEMALE 7.99184 -26.20538 NaN 271 PAL0910 120 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N38A2 No 12/1/09 NaN NaN NaN NaN NaN NaN NaN NaN 272 PAL0910 121 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N39A1 Yes 11/22/09 46.8 14.3 215.0 4850.0 FEMALE 8.41151 -26.13832 NaN 273 PAL0910 122 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N39A2 Yes 11/22/09 50.4 15.7 222.0 5750.0 MALE 8.30166 -26.04117 NaN 274 PAL0910 123 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N43A1 Yes 11/22/09 45.2 14.8 212.0 5200.0 FEMALE 8.24246 -26.11969 NaN 275 PAL0910 124 Gentoo penguin (Pygoscelis papua) Anvers Biscoe Adult, 1 Egg Stage N43A2 Yes 11/22/09 49.9 16.1 213.0 5400.0 MALE 8.36390 -26.15531 NaN 276 PAL0708 1 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N61A1 No 11/19/07 46.5 17.9 192.0 3500.0 FEMALE 9.03935 -24.30229 NaN 277 PAL0708 2 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N61A2 No 11/19/07 50.0 19.5 196.0 3900.0 MALE 8.92069 -24.23592 NaN 278 PAL0708 3 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N62A1 Yes 11/26/07 51.3 19.2 193.0 3650.0 MALE 9.29078 -24.75570 NaN 279 PAL0708 4 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N62A2 Yes 11/26/07 45.4 18.7 188.0 3525.0 FEMALE 8.64701 -24.62717 NaN 280 PAL0708 5 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N64A1 Yes 11/21/07 52.7 19.8 197.0 3725.0 MALE 9.00642 -24.61867 NaN 281 PAL0708 6 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N64A2 Yes 11/21/07 45.2 17.8 198.0 3950.0 FEMALE 8.88942 -24.49433 NaN 282 PAL0708 7 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N66A1 Yes 11/28/07 46.1 18.2 178.0 3250.0 FEMALE 8.85664 -24.55644 NaN 283 PAL0708 8 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N66A2 Yes 11/28/07 51.3 18.2 197.0 3750.0 MALE 8.63701 -24.84059 NaN 284 PAL0708 9 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N67A1 Yes 11/21/07 46.0 18.9 195.0 4150.0 FEMALE 8.47173 -24.29229 NaN 285 PAL0708 10 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N67A2 Yes 11/21/07 51.3 19.9 198.0 3700.0 MALE 8.79581 -24.36088 NaN 286 PAL0708 11 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N68A1 Yes 11/28/07 46.6 17.8 193.0 3800.0 FEMALE 8.95063 -24.59897 NaN 287 PAL0708 12 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N68A2 Yes 11/28/07 51.7 20.3 194.0 3775.0 MALE 8.68747 -24.38751 NaN 288 PAL0708 13 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N69A1 Yes 11/26/07 47.0 17.3 185.0 3700.0 FEMALE 8.72037 -24.80526 NaN 289 PAL0708 14 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N69A2 Yes 11/26/07 52.0 18.1 201.0 4050.0 MALE 9.02330 -24.38933 NaN 290 PAL0708 15 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N70A1 Yes 11/22/07 45.9 17.1 190.0 3575.0 FEMALE 9.12277 -24.90024 NaN 291 PAL0708 16 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N70A2 Yes 11/22/07 50.5 19.6 201.0 4050.0 MALE 9.80590 -24.72940 NaN 292 PAL0708 17 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N71A1 No 11/30/07 50.3 20.0 197.0 3300.0 MALE 10.02019 -24.54704 NaN 293 PAL0708 18 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N71A2 No 11/30/07 58.0 17.8 181.0 3700.0 FEMALE 9.14382 -24.57994 NaN 294 PAL0708 19 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N72A1 Yes 11/30/07 46.4 18.6 190.0 3450.0 FEMALE 9.32105 -24.64162 NaN 295 PAL0708 20 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N72A2 Yes 11/30/07 49.2 18.2 195.0 4400.0 MALE 9.27158 -24.64335 NaN 296 PAL0708 21 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N73A1 Yes 12/3/07 42.4 17.3 181.0 3600.0 FEMALE 9.35138 -24.68790 NaN 297 PAL0708 22 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N73A2 Yes 12/3/07 48.5 17.5 191.0 3400.0 MALE 9.42666 -24.26375 NaN 298 PAL0708 23 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N85A1 No 11/28/07 43.2 16.6 187.0 2900.0 FEMALE 9.35416 -25.01185 NaN 299 PAL0708 24 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N85A2 No 11/28/07 50.6 19.4 193.0 3800.0 MALE 9.28153 -24.97134 NaN 300 PAL0708 25 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N89A1 No 11/28/07 46.7 17.9 195.0 3300.0 FEMALE 9.74144 -24.59467 NaN 301 PAL0708 26 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N89A2 No 11/28/07 52.0 19.0 197.0 4150.0 MALE 9.36799 -24.47142 NaN 302 PAL0809 27 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N61A1 No 11/25/08 50.5 18.4 200.0 3400.0 FEMALE 8.93990 -23.89017 NaN 303 PAL0809 28 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N61A2 No 11/25/08 49.5 19.0 200.0 3800.0 MALE 9.63074 -24.34684 NaN 304 PAL0809 29 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N62A1 Yes 11/14/08 46.4 17.8 191.0 3700.0 FEMALE 9.37369 -24.52896 NaN 305 PAL0809 30 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N62A2 Yes 11/14/08 52.8 20.0 205.0 4550.0 MALE 9.25177 -24.69638 NaN 306 PAL0809 31 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N63A1 Yes 11/24/08 40.9 16.6 187.0 3200.0 FEMALE 9.08458 -24.54903 NaN 307 PAL0809 32 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N63A2 Yes 11/24/08 54.2 20.8 201.0 4300.0 MALE 9.49283 -24.59996 NaN 308 PAL0809 33 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N65A1 Yes 11/24/08 42.5 16.7 187.0 3350.0 FEMALE 9.36668 -24.45195 NaN 309 PAL0809 34 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N65A2 Yes 11/24/08 51.0 18.8 203.0 4100.0 MALE 9.23196 -24.17282 NaN 310 PAL0809 35 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N67A1 Yes 11/25/08 49.7 18.6 195.0 3600.0 MALE 9.75486 -24.31198 NaN 311 PAL0809 36 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N67A2 Yes 11/25/08 47.5 16.8 199.0 3900.0 FEMALE 9.07825 -25.14550 NaN 312 PAL0809 37 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N69A1 Yes 11/14/08 47.6 18.3 195.0 3850.0 FEMALE 8.83502 -24.65859 NaN 313 PAL0809 38 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N69A2 Yes 11/14/08 52.0 20.7 210.0 4800.0 MALE 9.43146 -24.68440 NaN 314 PAL0809 39 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N72A1 No 11/24/08 46.9 16.6 192.0 2700.0 FEMALE 9.80589 -24.73735 NaN 315 PAL0809 40 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N72A2 No 11/24/08 53.5 19.9 205.0 4500.0 MALE 10.02544 -24.90816 NaN 316 PAL0809 41 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N74A1 Yes 11/24/08 49.0 19.5 210.0 3950.0 MALE 9.53262 -24.66867 NaN 317 PAL0809 42 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N74A2 Yes 11/24/08 46.2 17.5 187.0 3650.0 FEMALE 9.61734 -24.66188 NaN 318 PAL0809 43 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N75A1 Yes 11/14/08 50.9 19.1 196.0 3550.0 MALE 10.02372 -24.86594 NaN 319 PAL0809 44 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N75A2 Yes 11/14/08 45.5 17.0 196.0 3500.0 FEMALE 9.36493 -24.66259 NaN 320 PAL0910 45 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N86A1 Yes 11/17/09 50.9 17.9 196.0 3675.0 FEMALE 9.43684 -24.16566 NaN 321 PAL0910 46 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N86A2 Yes 11/17/09 50.8 18.5 201.0 4450.0 MALE 9.45827 -24.35575 NaN 322 PAL0910 47 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N87A1 Yes 11/27/09 50.1 17.9 190.0 3400.0 FEMALE 9.46819 -24.45721 NaN 323 PAL0910 48 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N87A2 Yes 11/27/09 49.0 19.6 212.0 4300.0 MALE 9.34089 -24.45189 NaN 324 PAL0910 49 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N88A1 Yes 11/23/09 51.5 18.7 187.0 3250.0 MALE 9.68950 -24.43062 NaN 325 PAL0910 50 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N88A2 Yes 11/23/09 49.8 17.3 198.0 3675.0 FEMALE 9.32169 -24.41562 NaN 326 PAL0910 51 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N90A1 Yes 11/21/09 48.1 16.4 199.0 3325.0 FEMALE 9.46929 -24.48403 NaN 327 PAL0910 52 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N90A2 Yes 11/21/09 51.4 19.0 201.0 3950.0 MALE 9.43782 -24.36202 NaN 328 PAL0910 53 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N92A1 Yes 11/23/09 45.7 17.3 193.0 3600.0 FEMALE 9.41500 -24.80500 NaN 329 PAL0910 54 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N92A2 Yes 11/23/09 50.7 19.7 203.0 4050.0 MALE 9.93727 -24.59066 NaN 330 PAL0910 55 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N93A1 Yes 11/27/09 42.5 17.3 187.0 3350.0 FEMALE 9.56534 -24.60882 NaN 331 PAL0910 56 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N93A2 Yes 11/27/09 52.2 18.8 197.0 3450.0 MALE 9.77528 -24.56481 NaN 332 PAL0910 57 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N94A1 Yes 11/21/09 45.2 16.6 191.0 3250.0 FEMALE 9.62357 -24.78984 NaN 333 PAL0910 58 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N94A2 Yes 11/21/09 49.3 19.9 203.0 4050.0 MALE 9.88809 -24.59513 NaN 334 PAL0910 59 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N95A1 Yes 11/21/09 50.2 18.8 202.0 3800.0 MALE 9.74492 -24.40400 NaN 335 PAL0910 60 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N95A2 Yes 11/21/09 45.6 19.4 194.0 3525.0 FEMALE 9.46985 -24.65786 NaN 336 PAL0910 61 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N96A1 Yes 11/27/09 51.9 19.5 206.0 3950.0 MALE NaN -23.78767 NaN 337 PAL0910 62 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N96A2 Yes 11/27/09 46.8 16.5 189.0 3650.0 FEMALE 9.65061 -24.48153 NaN 338 PAL0910 63 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N98A1 Yes 11/19/09 45.7 17.0 195.0 3650.0 FEMALE 9.26715 -24.31912 NaN 339 PAL0910 64 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N98A2 Yes 11/19/09 55.8 19.8 207.0 4000.0 MALE 9.70465 -24.53494 NaN 340 PAL0910 65 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N99A1 No 11/21/09 43.5 18.1 202.0 3400.0 FEMALE 9.37608 -24.40753 NaN 341 PAL0910 66 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N99A2 No 11/21/09 49.6 18.2 193.0 3775.0 MALE 9.46180 -24.70615 NaN 342 PAL0910 67 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N100A1 Yes 11/21/09 50.8 19.0 210.0 4100.0 MALE 9.98044 -24.68741 NaN 343 PAL0910 68 Chinstrap penguin (Pygoscelis antarctica) Anvers Dream Adult, 1 Egg Stage N100A2 Yes 11/21/09 50.2 18.7 198.0 3775.0 FEMALE 9.39305 -24.25255 NaN
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总结来看自己的方法过于复杂，希望能有更好的解决方式，欢迎大家讨论交流，十分感谢！
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