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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
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PAL0708,1,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N1A1,Yes,11/11/07,39.1,18.7,181,3750,MALE,,,Not enough blood for isotopes.
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PAL0708,2,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N1A2,Yes,11/11/07,39.5,17.4,186,3800,FEMALE,8.94956,-24.69454,
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PAL0708,3,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N2A1,Yes,11/16/07,40.3,18,195,3250,FEMALE,8.36821,-25.33302,
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PAL0708,4,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N2A2,Yes,11/16/07,,,,,,,,Adult not sampled.
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PAL0708,5,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N3A1,Yes,11/16/07,36.7,19.3,193,3450,FEMALE,8.76651,-25.32426,
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PAL0708,6,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N3A2,Yes,11/16/07,39.3,20.6,190,3650,MALE,8.66496,-25.29805,
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PAL0708,7,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N4A1,No,11/15/07,38.9,17.8,181,3625,FEMALE,9.18718,-25.21799,Nest never observed with full clutch.
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PAL0708,8,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N4A2,No,11/15/07,39.2,19.6,195,4675,MALE,9.4606,-24.89958,Nest never observed with full clutch.
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PAL0708,9,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N5A1,Yes,11/9/07,34.1,18.1,193,3475,,,,No blood sample obtained.
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PAL0708,10,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N5A2,Yes,11/9/07,42,20.2,190,4250,,9.13362,-25.09368,No blood sample obtained for sexing.
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PAL0708,11,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N6A1,Yes,11/9/07,37.8,17.1,186,3300,,8.63243,-25.21315,No blood sample obtained for sexing.
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PAL0708,12,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N6A2,Yes,11/9/07,37.8,17.3,180,3700,,,,No blood sample obtained.
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PAL0708,13,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N7A1,Yes,11/15/07,41.1,17.6,182,3200,FEMALE,,,Not enough blood for isotopes.
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PAL0708,14,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N7A2,Yes,11/15/07,38.6,21.2,191,3800,MALE,,,Not enough blood for isotopes.
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PAL0708,15,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N8A1,Yes,11/16/07,34.6,21.1,198,4400,MALE,8.55583,-25.22588,
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PAL0708,16,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N8A2,Yes,11/16/07,36.6,17.8,185,3700,FEMALE,,,Not enough blood for isotopes.
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PAL0708,17,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N9A1,Yes,11/12/07,38.7,19,195,3450,FEMALE,9.18528,-25.06691,
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PAL0708,18,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N9A2,Yes,11/12/07,42.5,20.7,197,4500,MALE,8.67538,-25.13993,
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PAL0708,19,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N10A1,Yes,11/16/07,34.4,18.4,184,3325,FEMALE,8.47827,-25.23319,
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PAL0708,20,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N10A2,Yes,11/16/07,46,21.5,194,4200,MALE,9.11616,-24.77227,
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PAL0708,21,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N11A1,Yes,11/12/07,37.8,18.3,174,3400,FEMALE,8.73762,-25.09383,
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PAL0708,22,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N11A2,Yes,11/12/07,37.7,18.7,180,3600,MALE,8.66271,-25.0639,
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PAL0708,23,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N12A1,Yes,11/12/07,35.9,19.2,189,3800,FEMALE,9.22286,-25.03474,
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PAL0708,24,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N12A2,Yes,11/12/07,38.2,18.1,185,3950,MALE,8.43423,-25.22664,
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PAL0708,25,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A1,Yes,11/10/07,38.8,17.2,180,3800,MALE,9.63954,-25.29856,
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PAL0708,26,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A2,Yes,11/10/07,35.3,18.9,187,3800,FEMALE,9.21292,-24.3613,
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PAL0708,27,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N17A1,Yes,11/12/07,40.6,18.6,183,3550,MALE,8.93997,-25.36288,
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PAL0708,28,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N17A2,Yes,11/12/07,40.5,17.9,187,3200,FEMALE,8.08138,-25.49448,
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PAL0708,29,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A1,No,11/10/07,37.9,18.6,172,3150,FEMALE,8.38404,-25.19837,Nest never observed with full clutch.
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PAL0708,30,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A2,No,11/10/07,40.5,18.9,180,3950,MALE,8.90027,-25.11609,Nest never observed with full clutch.
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PAL0708,31,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N21A1,Yes,11/9/07,39.5,16.7,178,3250,FEMALE,9.69756,-25.11223,
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PAL0708,32,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N21A2,Yes,11/9/07,37.2,18.1,178,3900,MALE,9.72764,-25.0102,
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PAL0708,33,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N22A1,Yes,11/9/07,39.5,17.8,188,3300,FEMALE,9.66523,-25.0602,
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PAL0708,34,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N22A2,Yes,11/9/07,40.9,18.9,184,3900,MALE,8.79665,-25.14591,
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PAL0708,35,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N23A1,Yes,11/16/07,36.4,17,195,3325,FEMALE,9.17847,-25.23061,
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PAL0708,36,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N23A2,Yes,11/16/07,39.2,21.1,196,4150,MALE,9.15308,-25.03469,
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PAL0708,37,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N24A1,Yes,11/16/07,38.8,20,190,3950,MALE,9.18985,-25.12255,
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PAL0708,38,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N24A2,Yes,11/16/07,42.2,18.5,180,3550,FEMALE,8.04787,-25.49523,
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PAL0708,39,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N25A1,No,11/13/07,37.6,19.3,181,3300,FEMALE,9.41131,-25.04169,Nest never observed with full clutch.
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PAL0708,40,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N25A2,No,11/13/07,39.8,19.1,184,4650,MALE,,,Nest never observed with full clutch. Not enough blood for isotopes.
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PAL0708,41,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N26A1,Yes,11/16/07,36.5,18,182,3150,FEMALE,9.68933,-24.4228,
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PAL0708,42,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N26A2,Yes,11/16/07,40.8,18.4,195,3900,MALE,,,Not enough blood for isotopes.
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PAL0708,43,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N27A1,Yes,11/19/07,36,18.5,186,3100,FEMALE,9.50772,-25.03492,
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PAL0708,44,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N27A2,Yes,11/19/07,44.1,19.7,196,4400,MALE,9.2372,-24.52698,
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PAL0708,45,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N28A1,Yes,11/16/07,37,16.9,185,3000,FEMALE,9.36392,-25.01745,
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PAL0708,46,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N28A2,Yes,11/16/07,39.6,18.8,190,4600,MALE,9.49106,-24.10255,
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PAL0708,47,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N29A1,Yes,11/13/07,41.1,19,182,3425,MALE,,,Not enough blood for isotopes.
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PAL0708,48,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N29A2,Yes,11/13/07,37.5,18.9,179,2975,,,,Sexing primers did not amplify. Not enough blood for isotopes.
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PAL0708,49,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N30A1,Yes,11/13/07,36,17.9,190,3450,FEMALE,9.51784,-25.07683,
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PAL0708,50,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N30A2,Yes,11/13/07,42.3,21.2,191,4150,MALE,8.87988,-25.18543,
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PAL0809,51,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N21A1,Yes,11/6/08,39.6,17.7,186,3500,FEMALE,8.46616,-26.12989,
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PAL0809,52,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N21A2,Yes,11/6/08,40.1,18.9,188,4300,MALE,8.51362,-26.55602,
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PAL0809,53,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N22A1,Yes,11/9/08,35,17.9,190,3450,FEMALE,8.19539,-26.17213,
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PAL0809,54,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N22A2,Yes,11/9/08,42,19.5,200,4050,MALE,8.48095,-26.3146,
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PAL0809,55,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N23A1,Yes,11/9/08,34.5,18.1,187,2900,FEMALE,8.41837,-26.54718,
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PAL0809,56,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N23A2,Yes,11/9/08,41.4,18.6,191,3700,MALE,8.35396,-26.27853,
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PAL0809,57,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N24A1,Yes,11/15/08,39,17.5,186,3550,FEMALE,8.57199,-26.07188,
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PAL0809,58,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N24A2,Yes,11/15/08,40.6,18.8,193,3800,MALE,8.56674,-25.98843,
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PAL0809,59,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N25A1,Yes,11/15/08,36.5,16.6,181,2850,FEMALE,9.07878,-25.88156,
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PAL0809,60,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N25A2,Yes,11/15/08,37.6,19.1,194,3750,MALE,9.108,-25.89677,
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PAL0809,61,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N27A1,Yes,11/13/08,35.7,16.9,185,3150,FEMALE,8.96472,-26.40943,
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PAL0809,62,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N27A2,Yes,11/13/08,41.3,21.1,195,4400,MALE,8.74802,-26.37809,
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PAL0809,63,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N28A1,Yes,11/13/08,37.6,17,185,3600,FEMALE,8.58063,-26.21569,
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PAL0809,64,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N28A2,Yes,11/13/08,41.1,18.2,192,4050,MALE,8.62264,-26.60023,
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PAL0809,65,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N29A1,Yes,11/13/08,36.4,17.1,184,2850,FEMALE,8.62623,-26.1165,
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PAL0809,66,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N29A2,Yes,11/13/08,41.6,18,192,3950,MALE,8.85562,-26.09294,
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PAL0809,67,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N30A1,Yes,11/6/08,35.5,16.2,195,3350,FEMALE,8.56192,-25.95541,
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PAL0809,68,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N30A2,Yes,11/6/08,41.1,19.1,188,4100,MALE,8.71078,-25.81012,
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PAL0809,69,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N32A1,No,11/11/08,35.9,16.6,190,3050,FEMALE,8.47781,-26.07821,Nest never observed with full clutch.
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PAL0809,70,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N32A2,No,11/11/08,41.8,19.4,198,4450,MALE,8.86853,-26.06209,Nest never observed with full clutch.
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PAL0809,71,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N34A1,Yes,11/14/08,33.5,19,190,3600,FEMALE,7.88863,-26.63085,
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PAL0809,72,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N34A2,Yes,11/14/08,39.7,18.4,190,3900,MALE,9.29808,-25.23453,
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PAL0809,73,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N35A1,Yes,11/11/08,39.6,17.2,196,3550,FEMALE,8.33524,-26.55351,
|
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PAL0809,74,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N35A2,Yes,11/11/08,45.8,18.9,197,4150,MALE,8.18658,-26.45978,
|
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PAL0809,75,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N36A1,Yes,11/8/08,35.5,17.5,190,3700,FEMALE,8.70642,-26.15003,
|
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PAL0809,76,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N36A2,Yes,11/8/08,42.8,18.5,195,4250,MALE,8.2993,-26.38986,
|
||||
PAL0809,77,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N37A1,Yes,11/6/08,40.9,16.8,191,3700,FEMALE,8.47257,-26.02002,
|
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PAL0809,78,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N37A2,Yes,11/6/08,37.2,19.4,184,3900,MALE,8.3554,-26.44787,
|
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PAL0809,79,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N38A1,Yes,11/9/08,36.2,16.1,187,3550,FEMALE,7.82381,-26.51382,
|
||||
PAL0809,80,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N38A2,Yes,11/9/08,42.1,19.1,195,4000,MALE,9.05736,-25.81513,
|
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PAL0809,81,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N39A1,Yes,11/2/08,34.6,17.2,189,3200,FEMALE,7.69778,-26.5387,
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PAL0809,82,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N39A2,Yes,11/2/08,42.9,17.6,196,4700,MALE,8.63259,-26.23027,
|
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PAL0809,83,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N40A1,Yes,11/7/08,36.7,18.8,187,3800,FEMALE,7.88494,-26.24837,
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PAL0809,84,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N40A2,Yes,11/7/08,35.1,19.4,193,4200,MALE,8.90002,-26.46254,
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PAL0809,85,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N41A1,Yes,11/17/08,37.3,17.8,191,3350,FEMALE,8.32718,-26.38396,
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PAL0809,86,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N41A2,Yes,11/17/08,41.3,20.3,194,3550,MALE,9.14863,-26.09635,
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PAL0809,87,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N42A1,Yes,11/8/08,36.3,19.5,190,3800,MALE,8.57087,-26.22227,
|
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PAL0809,88,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N42A2,Yes,11/8/08,36.9,18.6,189,3500,FEMALE,8.59147,-26.08165,
|
||||
PAL0809,89,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N44A1,Yes,11/8/08,38.3,19.2,189,3950,MALE,9.07826,-26.12417,
|
||||
PAL0809,90,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N44A2,Yes,11/8/08,38.9,18.8,190,3600,FEMALE,8.36936,-26.11199,
|
||||
PAL0809,91,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N45A1,Yes,11/14/08,35.7,18,202,3550,FEMALE,8.46531,-26.05621,
|
||||
PAL0809,92,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N45A2,Yes,11/14/08,41.1,18.1,205,4300,MALE,8.77018,-25.83352,
|
||||
PAL0809,93,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N46A1,Yes,11/5/08,34,17.1,185,3400,FEMALE,8.01485,-26.69543,
|
||||
PAL0809,94,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N46A2,Yes,11/5/08,39.6,18.1,186,4450,MALE,8.49915,-26.42406,
|
||||
PAL0809,95,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N48A1,Yes,11/17/08,36.2,17.3,187,3300,FEMALE,8.90723,-26.30037,
|
||||
PAL0809,96,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N48A2,Yes,11/17/08,40.8,18.9,208,4300,MALE,8.48204,-26.57941,
|
||||
PAL0809,97,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N49A1,Yes,11/8/08,38.1,18.6,190,3700,FEMALE,8.10277,-26.50086,
|
||||
PAL0809,98,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N49A2,Yes,11/8/08,40.3,18.5,196,4350,MALE,8.39459,-26.01152,
|
||||
PAL0809,99,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N50A1,Yes,11/10/08,33.1,16.1,178,2900,FEMALE,9.04218,-26.15775,
|
||||
PAL0809,100,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N50A2,Yes,11/10/08,43.2,18.5,192,4100,MALE,8.97025,-26.03679,
|
||||
PAL0910,101,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N47A1,Yes,11/9/09,35,17.9,192,3725,FEMALE,8.84451,-26.28055,
|
||||
PAL0910,102,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N47A2,Yes,11/9/09,41,20,203,4725,MALE,9.01079,-26.38085,
|
||||
PAL0910,103,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N49A1,Yes,11/15/09,37.7,16,183,3075,FEMALE,9.2151,-26.2253,
|
||||
PAL0910,104,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N49A2,Yes,11/15/09,37.8,20,190,4250,MALE,9.51929,-25.69199,
|
||||
PAL0910,105,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N51A1,Yes,11/15/09,37.9,18.6,193,2925,FEMALE,9.02642,-25.86482,
|
||||
PAL0910,106,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N51A2,Yes,11/15/09,39.7,18.9,184,3550,MALE,8.85699,-25.80208,
|
||||
PAL0910,107,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N53A1,Yes,11/15/09,38.6,17.2,199,3750,FEMALE,8.77322,-26.48973,
|
||||
PAL0910,108,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N53A2,Yes,11/15/09,38.2,20,190,3900,MALE,9.59245,-25.70711,
|
||||
PAL0910,109,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N55A1,Yes,11/20/09,38.1,17,181,3175,FEMALE,9.79532,-25.27385,
|
||||
PAL0910,110,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N55A2,Yes,11/20/09,43.2,19,197,4775,MALE,9.31735,-25.45171,
|
||||
PAL0910,111,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N58A1,Yes,11/12/09,38.1,16.5,198,3825,FEMALE,8.43951,-26.57563,
|
||||
PAL0910,112,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N58A2,Yes,11/12/09,45.6,20.3,191,4600,MALE,8.65466,-26.32909,
|
||||
PAL0910,113,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N60A1,Yes,11/15/09,39.7,17.7,193,3200,FEMALE,9.02657,-26.06203,
|
||||
PAL0910,114,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N60A2,Yes,11/15/09,42.2,19.5,197,4275,MALE,8.80186,-26.41218,
|
||||
PAL0910,115,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N61A1,Yes,11/17/09,39.6,20.7,191,3900,FEMALE,8.80967,-26.78958,
|
||||
PAL0910,116,Adelie Penguin (Pygoscelis adeliae),Anvers,Biscoe,"Adult, 1 Egg Stage",N61A2,Yes,11/17/09,42.7,18.3,196,4075,MALE,8.91434,-26.42018,
|
||||
PAL0910,117,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N63A1,Yes,11/18/09,38.6,17,188,2900,FEMALE,9.18021,-25.77264,
|
||||
PAL0910,118,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N63A2,Yes,11/18/09,37.3,20.5,199,3775,MALE,9.49645,-26.36678,
|
||||
PAL0910,119,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N64A1,Yes,11/22/09,35.7,17,189,3350,FEMALE,8.96436,-23.90309,
|
||||
PAL0910,120,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N64A2,Yes,11/22/09,41.1,18.6,189,3325,MALE,9.32277,-26.09989,
|
||||
PAL0910,121,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N66A1,No,11/17/09,36.2,17.2,187,3150,FEMALE,9.04296,-26.19444,Nest never observed with full clutch.
|
||||
PAL0910,122,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N66A2,No,11/17/09,37.7,19.8,198,3500,MALE,9.11066,-26.42563,Nest never observed with full clutch.
|
||||
PAL0910,123,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N67A1,Yes,11/16/09,40.2,17,176,3450,FEMALE,9.30722,-25.61039,
|
||||
PAL0910,124,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N67A2,Yes,11/16/09,41.4,18.5,202,3875,MALE,9.59462,-25.42621,
|
||||
PAL0910,125,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N69A1,Yes,11/18/09,35.2,15.9,186,3050,FEMALE,8.81668,-25.95399,
|
||||
PAL0910,126,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N69A2,Yes,11/18/09,40.6,19,199,4000,MALE,9.22537,-25.60826,
|
||||
PAL0910,127,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N71A1,Yes,11/21/09,38.8,17.6,191,3275,FEMALE,8.88098,-25.89741,
|
||||
PAL0910,128,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N71A2,Yes,11/21/09,41.5,18.3,195,4300,MALE,8.52566,-26.0245,
|
||||
PAL0910,129,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N72A1,Yes,11/18/09,39,17.1,191,3050,FEMALE,9.19031,-25.73722,
|
||||
PAL0910,130,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N72A2,Yes,11/18/09,44.1,18,210,4000,MALE,9.10702,-26.01363,
|
||||
PAL0910,131,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N73A1,No,11/23/09,38.5,17.9,190,3325,FEMALE,8.9846,-25.57956,Nest never observed with full clutch.
|
||||
PAL0910,132,Adelie Penguin (Pygoscelis adeliae),Anvers,Torgersen,"Adult, 1 Egg Stage",N73A2,No,11/23/09,43.1,19.2,197,3500,MALE,8.86495,-26.1396,Nest never observed with full clutch.
|
||||
PAL0910,133,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N76A1,Yes,11/10/09,36.8,18.5,193,3500,FEMALE,8.98705,-25.57647,
|
||||
PAL0910,134,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N76A2,Yes,11/10/09,37.5,18.5,199,4475,MALE,8.56708,-26.49288,
|
||||
PAL0910,135,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N77A1,Yes,11/13/09,38.1,17.6,187,3425,FEMALE,8.717,-25.77951,
|
||||
PAL0910,136,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N77A2,Yes,11/13/09,41.1,17.5,190,3900,MALE,8.94365,-26.06943,
|
||||
PAL0910,137,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N78A1,Yes,11/16/09,35.6,17.5,191,3175,FEMALE,8.75984,-25.97696,
|
||||
PAL0910,138,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N78A2,Yes,11/16/09,40.2,20.1,200,3975,MALE,8.95998,-26.32601,
|
||||
PAL0910,139,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N79A1,No,11/16/09,37,16.5,185,3400,FEMALE,8.61651,-26.07021,Nest never observed with full clutch.
|
||||
PAL0910,140,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N79A2,No,11/16/09,39.7,17.9,193,4250,MALE,9.25769,-25.88798,Nest never observed with full clutch.
|
||||
PAL0910,141,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N80A1,Yes,11/14/09,40.2,17.1,193,3400,FEMALE,9.2881,-25.54976,
|
||||
PAL0910,142,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N80A2,Yes,11/14/09,40.6,17.2,187,3475,MALE,9.23408,-26.01549,
|
||||
PAL0910,143,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N81A1,Yes,11/16/09,32.1,15.5,188,3050,FEMALE,8.79787,-26.61075,
|
||||
PAL0910,144,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N81A2,Yes,11/16/09,40.7,17,190,3725,MALE,9.05674,-25.79529,
|
||||
PAL0910,145,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N82A1,Yes,11/16/09,37.3,16.8,192,3000,FEMALE,9.06829,-25.85203,
|
||||
PAL0910,146,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N82A2,Yes,11/16/09,39,18.7,185,3650,MALE,9.22033,-26.03442,
|
||||
PAL0910,147,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N83A1,Yes,11/13/09,39.2,18.6,190,4250,MALE,9.11006,-25.79549,
|
||||
PAL0910,148,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N83A2,Yes,11/13/09,36.6,18.4,184,3475,FEMALE,8.68744,-25.8306,
|
||||
PAL0910,149,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N84A1,Yes,11/17/09,36,17.8,195,3450,FEMALE,8.94332,-25.79189,
|
||||
PAL0910,150,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N84A2,Yes,11/17/09,37.8,18.1,193,3750,MALE,8.97533,-26.03495,
|
||||
PAL0910,151,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N85A1,Yes,11/17/09,36,17.1,187,3700,FEMALE,8.93465,-26.07081,
|
||||
PAL0910,152,Adelie Penguin (Pygoscelis adeliae),Anvers,Dream,"Adult, 1 Egg Stage",N85A2,Yes,11/17/09,41.5,18.5,201,4000,MALE,8.8964,-26.06967,
|
||||
PAL0708,1,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N61A1,No,11/19/07,46.5,17.9,192,3500,FEMALE,9.03935,-24.30229,
|
||||
PAL0708,2,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N61A2,No,11/19/07,50,19.5,196,3900,MALE,8.92069,-24.23592,
|
||||
PAL0708,3,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N62A1,Yes,11/26/07,51.3,19.2,193,3650,MALE,9.29078,-24.7557,
|
||||
PAL0708,4,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N62A2,Yes,11/26/07,45.4,18.7,188,3525,FEMALE,8.64701,-24.62717,
|
||||
PAL0708,5,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N64A1,Yes,11/21/07,52.7,19.8,197,3725,MALE,9.00642,-24.61867,
|
||||
PAL0708,6,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N64A2,Yes,11/21/07,45.2,17.8,198,3950,FEMALE,8.88942,-24.49433,
|
||||
PAL0708,7,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N66A1,Yes,11/28/07,46.1,18.2,178,3250,FEMALE,8.85664,-24.55644,
|
||||
PAL0708,8,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N66A2,Yes,11/28/07,51.3,18.2,197,3750,MALE,8.63701,-24.84059,
|
||||
PAL0708,9,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N67A1,Yes,11/21/07,46,18.9,195,4150,FEMALE,8.47173,-24.29229,
|
||||
PAL0708,10,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N67A2,Yes,11/21/07,51.3,19.9,198,3700,MALE,8.79581,-24.36088,
|
||||
PAL0708,11,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N68A1,Yes,11/28/07,46.6,17.8,193,3800,FEMALE,8.95063,-24.59897,
|
||||
PAL0708,12,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N68A2,Yes,11/28/07,51.7,20.3,194,3775,MALE,8.68747,-24.38751,
|
||||
PAL0708,13,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N69A1,Yes,11/26/07,47,17.3,185,3700,FEMALE,8.72037,-24.80526,
|
||||
PAL0708,14,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N69A2,Yes,11/26/07,52,18.1,201,4050,MALE,9.0233,-24.38933,
|
||||
PAL0708,15,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N70A1,Yes,11/22/07,45.9,17.1,190,3575,FEMALE,9.12277,-24.90024,
|
||||
PAL0708,16,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N70A2,Yes,11/22/07,50.5,19.6,201,4050,MALE,9.8059,-24.7294,
|
||||
PAL0708,17,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N71A1,No,11/30/07,50.3,20,197,3300,MALE,10.02019,-24.54704,
|
||||
PAL0708,18,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N71A2,No,11/30/07,58,17.8,181,3700,FEMALE,9.14382,-24.57994,
|
||||
PAL0708,19,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N72A1,Yes,11/30/07,46.4,18.6,190,3450,FEMALE,9.32105,-24.64162,
|
||||
PAL0708,20,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N72A2,Yes,11/30/07,49.2,18.2,195,4400,MALE,9.27158,-24.64335,
|
||||
PAL0708,21,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N73A1,Yes,12/3/07,42.4,17.3,181,3600,FEMALE,9.35138,-24.6879,
|
||||
PAL0708,22,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N73A2,Yes,12/3/07,48.5,17.5,191,3400,MALE,9.42666,-24.26375,
|
||||
PAL0708,23,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N85A1,No,11/28/07,43.2,16.6,187,2900,FEMALE,9.35416,-25.01185,
|
||||
PAL0708,24,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N85A2,No,11/28/07,50.6,19.4,193,3800,MALE,9.28153,-24.97134,
|
||||
PAL0708,25,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N89A1,No,11/28/07,46.7,17.9,195,3300,FEMALE,9.74144,-24.59467,
|
||||
PAL0708,26,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N89A2,No,11/28/07,52,19,197,4150,MALE,9.36799,-24.47142,
|
||||
PAL0809,27,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N61A1,No,11/25/08,50.5,18.4,200,3400,FEMALE,8.9399,-23.89017,
|
||||
PAL0809,28,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N61A2,No,11/25/08,49.5,19,200,3800,MALE,9.63074,-24.34684,
|
||||
PAL0809,29,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N62A1,Yes,11/14/08,46.4,17.8,191,3700,FEMALE,9.37369,-24.52896,
|
||||
PAL0809,30,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N62A2,Yes,11/14/08,52.8,20,205,4550,MALE,9.25177,-24.69638,
|
||||
PAL0809,31,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N63A1,Yes,11/24/08,40.9,16.6,187,3200,FEMALE,9.08458,-24.54903,
|
||||
PAL0809,32,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N63A2,Yes,11/24/08,54.2,20.8,201,4300,MALE,9.49283,-24.59996,
|
||||
PAL0809,33,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N65A1,Yes,11/24/08,42.5,16.7,187,3350,FEMALE,9.36668,-24.45195,
|
||||
PAL0809,34,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N65A2,Yes,11/24/08,51,18.8,203,4100,MALE,9.23196,-24.17282,
|
||||
PAL0809,35,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N67A1,Yes,11/25/08,49.7,18.6,195,3600,MALE,9.75486,-24.31198,
|
||||
PAL0809,36,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N67A2,Yes,11/25/08,47.5,16.8,199,3900,FEMALE,9.07825,-25.1455,
|
||||
PAL0809,37,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N69A1,Yes,11/14/08,47.6,18.3,195,3850,FEMALE,8.83502,-24.65859,
|
||||
PAL0809,38,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N69A2,Yes,11/14/08,52,20.7,210,4800,MALE,9.43146,-24.6844,
|
||||
PAL0809,39,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N72A1,No,11/24/08,46.9,16.6,192,2700,FEMALE,9.80589,-24.73735,
|
||||
PAL0809,40,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N72A2,No,11/24/08,53.5,19.9,205,4500,MALE,10.02544,-24.90816,
|
||||
PAL0809,41,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N74A1,Yes,11/24/08,49,19.5,210,3950,MALE,9.53262,-24.66867,
|
||||
PAL0809,42,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N74A2,Yes,11/24/08,46.2,17.5,187,3650,FEMALE,9.61734,-24.66188,
|
||||
PAL0809,43,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N75A1,Yes,11/14/08,50.9,19.1,196,3550,MALE,10.02372,-24.86594,
|
||||
PAL0809,44,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N75A2,Yes,11/14/08,45.5,17,196,3500,FEMALE,9.36493,-24.66259,
|
||||
PAL0910,45,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N86A1,Yes,11/17/09,50.9,17.9,196,3675,FEMALE,9.43684,-24.16566,
|
||||
PAL0910,46,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N86A2,Yes,11/17/09,50.8,18.5,201,4450,MALE,9.45827,-24.35575,
|
||||
PAL0910,47,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N87A1,Yes,11/27/09,50.1,17.9,190,3400,FEMALE,9.46819,-24.45721,
|
||||
PAL0910,48,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N87A2,Yes,11/27/09,49,19.6,212,4300,MALE,9.34089,-24.45189,
|
||||
PAL0910,49,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N88A1,Yes,11/23/09,51.5,18.7,187,3250,MALE,9.6895,-24.43062,
|
||||
PAL0910,50,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N88A2,Yes,11/23/09,49.8,17.3,198,3675,FEMALE,9.32169,-24.41562,
|
||||
PAL0910,51,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N90A1,Yes,11/21/09,48.1,16.4,199,3325,FEMALE,9.46929,-24.48403,
|
||||
PAL0910,52,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N90A2,Yes,11/21/09,51.4,19,201,3950,MALE,9.43782,-24.36202,
|
||||
PAL0910,53,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N92A1,Yes,11/23/09,45.7,17.3,193,3600,FEMALE,9.415,-24.805,
|
||||
PAL0910,54,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N92A2,Yes,11/23/09,50.7,19.7,203,4050,MALE,9.93727,-24.59066,
|
||||
PAL0910,55,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N93A1,Yes,11/27/09,42.5,17.3,187,3350,FEMALE,9.56534,-24.60882,
|
||||
PAL0910,56,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N93A2,Yes,11/27/09,52.2,18.8,197,3450,MALE,9.77528,-24.56481,
|
||||
PAL0910,57,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N94A1,Yes,11/21/09,45.2,16.6,191,3250,FEMALE,9.62357,-24.78984,
|
||||
PAL0910,58,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N94A2,Yes,11/21/09,49.3,19.9,203,4050,MALE,9.88809,-24.59513,
|
||||
PAL0910,59,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N95A1,Yes,11/21/09,50.2,18.8,202,3800,MALE,9.74492,-24.404,
|
||||
PAL0910,60,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N95A2,Yes,11/21/09,45.6,19.4,194,3525,FEMALE,9.46985,-24.65786,
|
||||
PAL0910,61,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N96A1,Yes,11/27/09,51.9,19.5,206,3950,MALE,,-23.78767,
|
||||
PAL0910,62,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N96A2,Yes,11/27/09,46.8,16.5,189,3650,FEMALE,9.65061,-24.48153,
|
||||
PAL0910,63,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N98A1,Yes,11/19/09,45.7,17,195,3650,FEMALE,9.26715,-24.31912,
|
||||
PAL0910,64,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N98A2,Yes,11/19/09,55.8,19.8,207,4000,MALE,9.70465,-24.53494,
|
||||
PAL0910,65,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N99A1,No,11/21/09,43.5,18.1,202,3400,FEMALE,9.37608,-24.40753,
|
||||
PAL0910,66,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N99A2,No,11/21/09,49.6,18.2,193,3775,MALE,9.4618,-24.70615,
|
||||
PAL0910,67,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N100A1,Yes,11/21/09,50.8,19,210,4100,MALE,9.98044,-24.68741,
|
||||
PAL0910,68,Chinstrap penguin (Pygoscelis antarctica),Anvers,Dream,"Adult, 1 Egg Stage",N100A2,Yes,11/21/09,50.2,18.7,198,3775,FEMALE,9.39305,-24.25255,
|
||||
PAL0708,1,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N31A1,Yes,11/27/07,46.1,13.2,211,4500,FEMALE,7.993,-25.5139,
|
||||
PAL0708,2,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N31A2,Yes,11/27/07,50,16.3,230,5700,MALE,8.14756,-25.39369,
|
||||
PAL0708,3,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N32A1,Yes,11/27/07,48.7,14.1,210,4450,FEMALE,8.14705,-25.46172,
|
||||
PAL0708,4,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N32A2,Yes,11/27/07,50,15.2,218,5700,MALE,8.2554,-25.40075,
|
||||
PAL0708,5,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N33A1,Yes,11/18/07,47.6,14.5,215,5400,MALE,8.2345,-25.54456,
|
||||
PAL0708,6,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N33A2,Yes,11/18/07,46.5,13.5,210,4550,FEMALE,7.9953,-25.32829,
|
||||
PAL0708,7,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N34A1,Yes,11/27/07,45.4,14.6,211,4800,FEMALE,8.24515,-25.46782,
|
||||
PAL0708,8,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N34A2,Yes,11/27/07,46.7,15.3,219,5200,MALE,8.22673,-25.4276,
|
||||
PAL0708,9,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N35A1,Yes,11/27/07,43.3,13.4,209,4400,FEMALE,8.13643,-25.32176,
|
||||
PAL0708,10,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N35A2,Yes,11/27/07,46.8,15.4,215,5150,MALE,8.1631,-25.38017,
|
||||
PAL0708,11,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N36A1,No,11/27/07,40.9,13.7,214,4650,FEMALE,8.19579,-25.3933,
|
||||
PAL0708,12,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N36A2,No,11/27/07,49,16.1,216,5550,MALE,8.10417,-25.50562,
|
||||
PAL0708,13,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N37A1,Yes,11/29/07,45.5,13.7,214,4650,FEMALE,7.77672,-25.4168,
|
||||
PAL0708,14,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N37A2,Yes,11/29/07,48.4,14.6,213,5850,MALE,7.8208,-25.48025,
|
||||
PAL0708,15,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N38A1,Yes,12/3/07,45.8,14.6,210,4200,FEMALE,7.79958,-25.62618,
|
||||
PAL0708,16,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N38A2,Yes,12/3/07,49.3,15.7,217,5850,MALE,8.07137,-25.52473,
|
||||
PAL0708,17,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N39A1,Yes,11/27/07,42,13.5,210,4150,FEMALE,7.63884,-25.52627,
|
||||
PAL0708,18,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N39A2,Yes,11/27/07,49.2,15.2,221,6300,MALE,8.27376,-25.00169,
|
||||
PAL0708,19,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N40A1,Yes,11/27/07,46.2,14.5,209,4800,FEMALE,7.84057,-25.37899,
|
||||
PAL0708,20,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N40A2,Yes,11/27/07,48.7,15.1,222,5350,MALE,7.96491,-25.39587,
|
||||
PAL0708,21,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N41A1,Yes,11/27/07,50.2,14.3,218,5700,MALE,7.8962,-25.37746,
|
||||
PAL0708,22,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N41A2,Yes,11/27/07,45.1,14.5,215,5000,FEMALE,7.6322,-25.46569,
|
||||
PAL0708,23,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N42A1,Yes,11/27/07,46.5,14.5,213,4400,FEMALE,7.90436,-25.3947,
|
||||
PAL0708,24,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N42A2,Yes,11/27/07,46.3,15.8,215,5050,MALE,7.90971,-25.38157,
|
||||
PAL0708,25,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N44A1,Yes,11/29/07,42.9,13.1,215,5000,FEMALE,7.68528,-25.39181,
|
||||
PAL0708,26,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N44A2,Yes,11/29/07,46.1,15.1,215,5100,MALE,7.83733,-25.42826,
|
||||
PAL0708,27,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N46A1,Yes,11/29/07,44.5,14.3,216,4100,,7.96621,-25.69327,
|
||||
PAL0708,28,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N46A2,Yes,11/29/07,47.8,15,215,5650,MALE,7.92358,-25.48383,
|
||||
PAL0708,29,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N47A1,Yes,11/29/07,48.2,14.3,210,4600,FEMALE,7.6887,-25.50811,
|
||||
PAL0708,30,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N47A2,Yes,11/29/07,50,15.3,220,5550,MALE,8.30515,-25.19017,
|
||||
PAL0708,31,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N50A1,Yes,11/29/07,47.3,15.3,222,5250,MALE,,,
|
||||
PAL0708,32,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N50A2,Yes,11/29/07,42.8,14.2,209,4700,FEMALE,7.63452,-25.46327,
|
||||
PAL0708,33,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N56A1,Yes,12/3/07,45.1,14.5,207,5050,FEMALE,7.97408,-25.53768,
|
||||
PAL0708,34,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N56A2,Yes,12/3/07,59.6,17,230,6050,MALE,7.76843,-25.6821,
|
||||
PAL0809,35,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N2A1,Yes,11/13/08,49.1,14.8,220,5150,FEMALE,7.89744,-26.63405,
|
||||
PAL0809,36,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N2A2,Yes,11/13/08,48.4,16.3,220,5400,MALE,8.03659,-26.86127,
|
||||
PAL0809,37,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N4A1,Yes,11/2/08,42.6,13.7,213,4950,FEMALE,7.96935,-26.70968,
|
||||
PAL0809,38,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N4A2,Yes,11/2/08,44.4,17.3,219,5250,MALE,8.13746,-26.79093,
|
||||
PAL0809,39,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N5A1,Yes,11/9/08,44,13.6,208,4350,FEMALE,8.01979,-26.68311,
|
||||
PAL0809,40,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N5A2,Yes,11/9/08,48.7,15.7,208,5350,MALE,8.14776,-26.84506,
|
||||
PAL0809,41,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N6A1,No,11/4/08,42.7,13.7,208,3950,FEMALE,8.14567,-26.59467,
|
||||
PAL0809,42,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N6A2,No,11/4/08,49.6,16,225,5700,MALE,8.38324,-26.84272,
|
||||
PAL0809,43,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N7A1,Yes,11/4/08,45.3,13.7,210,4300,FEMALE,8.37615,-26.72791,
|
||||
PAL0809,44,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N7A2,Yes,11/4/08,49.6,15,216,4750,MALE,8.26548,-26.7699,
|
||||
PAL0809,45,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N8A1,Yes,11/3/08,50.5,15.9,222,5550,MALE,8.46894,-26.60436,
|
||||
PAL0809,46,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N8A2,Yes,11/3/08,43.6,13.9,217,4900,FEMALE,8.27141,-26.7765,
|
||||
PAL0809,47,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N11A1,No,11/9/08,45.5,13.9,210,4200,FEMALE,8.47829,-26.61788,
|
||||
PAL0809,48,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N11A2,No,11/9/08,50.5,15.9,225,5400,MALE,8.65803,-26.57585,
|
||||
PAL0809,49,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N12A1,Yes,11/2/08,44.9,13.3,213,5100,FEMALE,8.45167,-26.89644,
|
||||
PAL0809,50,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N12A2,Yes,11/2/08,45.2,15.8,215,5300,MALE,8.55868,-26.67799,
|
||||
PAL0809,51,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A1,Yes,11/4/08,46.6,14.2,210,4850,FEMALE,8.38289,-26.86352,
|
||||
PAL0809,52,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A2,Yes,11/4/08,48.5,14.1,220,5300,MALE,8.39867,-26.79358,
|
||||
PAL0809,53,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N14A1,Yes,11/4/08,45.1,14.4,210,4400,FEMALE,8.51951,-27.01854,
|
||||
PAL0809,54,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N14A2,Yes,11/4/08,50.1,15,225,5000,MALE,8.50153,-26.61414,
|
||||
PAL0809,55,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N15A1,Yes,11/4/08,46.5,14.4,217,4900,FEMALE,8.48789,-26.83006,
|
||||
PAL0809,56,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N15A2,Yes,11/4/08,45,15.4,220,5050,MALE,8.63488,-26.75621,
|
||||
PAL0809,57,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N16A1,Yes,11/3/08,43.8,13.9,208,4300,FEMALE,8.58319,-26.84415,
|
||||
PAL0809,58,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N16A2,Yes,11/3/08,45.5,15,220,5000,MALE,8.63604,-26.7489,
|
||||
PAL0809,59,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N17A1,Yes,11/6/08,43.2,14.5,208,4450,FEMALE,8.48367,-26.86485,
|
||||
PAL0809,60,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N17A2,Yes,11/6/08,50.4,15.3,224,5550,MALE,8.74647,-26.79846,
|
||||
PAL0809,61,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A1,Yes,11/3/08,45.3,13.8,208,4200,FEMALE,8.65015,-26.79053,
|
||||
PAL0809,62,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A2,Yes,11/3/08,46.2,14.9,221,5300,MALE,8.60092,-26.84374,
|
||||
PAL0809,63,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N19A1,Yes,11/13/08,45.7,13.9,214,4400,FEMALE,8.6287,-26.60484,
|
||||
PAL0809,64,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N19A2,Yes,11/13/08,54.3,15.7,231,5650,MALE,8.49662,-26.84166,
|
||||
PAL0809,65,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N20A1,Yes,11/4/08,45.8,14.2,219,4700,FEMALE,8.60447,-26.61601,
|
||||
PAL0809,66,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N20A2,Yes,11/4/08,49.8,16.8,230,5700,MALE,8.47067,-26.69166,
|
||||
PAL0809,67,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N51A1,Yes,11/9/08,46.2,14.4,214,4650,,8.24253,-26.8154,
|
||||
PAL0809,68,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N51A2,Yes,11/9/08,49.5,16.2,229,5800,MALE,8.49854,-26.74809,
|
||||
PAL0809,69,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N53A1,Yes,11/13/08,43.5,14.2,220,4700,FEMALE,8.64931,-26.68867,
|
||||
PAL0809,70,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N53A2,Yes,11/13/08,50.7,15,223,5550,MALE,8.63551,-26.74249,
|
||||
PAL0809,71,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N54A1,Yes,11/3/08,47.7,15,216,4750,FEMALE,8.53018,-26.72751,
|
||||
PAL0809,72,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N54A2,Yes,11/3/08,46.4,15.6,221,5000,MALE,8.35078,-26.70783,
|
||||
PAL0809,73,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N55A1,Yes,11/9/08,48.2,15.6,221,5100,MALE,8.24651,-26.66958,
|
||||
PAL0809,74,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N55A2,Yes,11/9/08,46.5,14.8,217,5200,FEMALE,8.58487,-26.5929,
|
||||
PAL0809,75,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N56A1,Yes,11/6/08,46.4,15,216,4700,FEMALE,8.47938,-26.9547,
|
||||
PAL0809,76,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N56A2,Yes,11/6/08,48.6,16,230,5800,MALE,8.5964,-26.71199,
|
||||
PAL0809,77,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N58A1,Yes,11/6/08,47.5,14.2,209,4600,FEMALE,8.39299,-26.78733,
|
||||
PAL0809,78,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N58A2,Yes,11/6/08,51.1,16.3,220,6000,MALE,8.40327,-26.76821,
|
||||
PAL0809,79,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N60A1,Yes,11/9/08,45.2,13.8,215,4750,FEMALE,8.24694,-26.65359,
|
||||
PAL0809,80,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N60A2,Yes,11/9/08,45.2,16.4,223,5950,MALE,8.19749,-26.65931,
|
||||
PAL0910,81,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N1A1,Yes,11/18/09,49.1,14.5,212,4625,FEMALE,8.35802,-26.2766,
|
||||
PAL0910,82,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N1A2,Yes,11/18/09,52.5,15.6,221,5450,MALE,8.28601,-26.27573,
|
||||
PAL0910,83,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N6A1,Yes,11/15/09,47.4,14.6,212,4725,FEMALE,8.19101,-26.24369,
|
||||
PAL0910,84,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N6A2,Yes,11/15/09,50,15.9,224,5350,MALE,8.20042,-26.39677,
|
||||
PAL0910,85,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N8A1,Yes,11/22/09,44.9,13.8,212,4750,FEMALE,8.11238,-26.20372,
|
||||
PAL0910,86,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N8A2,Yes,11/22/09,50.8,17.3,228,5600,MALE,8.27428,-26.30019,
|
||||
PAL0910,87,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A1,Yes,11/20/09,43.4,14.4,218,4600,FEMALE,8.23468,-26.18599,
|
||||
PAL0910,88,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N13A2,Yes,11/20/09,51.3,14.2,218,5300,MALE,8.15426,-26.3433,
|
||||
PAL0910,89,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N14A1,Yes,11/25/09,47.5,14,212,4875,FEMALE,8.12691,-26.23613,
|
||||
PAL0910,90,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N14A2,Yes,11/25/09,52.1,17,230,5550,MALE,8.27595,-26.11657,
|
||||
PAL0910,91,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N15A1,Yes,11/25/09,47.5,15,218,4950,FEMALE,8.29671,-26.08547,
|
||||
PAL0910,92,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N15A2,Yes,11/25/09,52.2,17.1,228,5400,MALE,8.36701,-25.89834,
|
||||
PAL0910,93,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A1,Yes,12/1/09,45.5,14.5,212,4750,FEMALE,8.15566,-26.22848,
|
||||
PAL0910,94,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N18A2,Yes,12/1/09,49.5,16.1,224,5650,MALE,8.83352,-25.69195,
|
||||
PAL0910,95,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N19A1,Yes,11/27/09,44.5,14.7,214,4850,FEMALE,8.20106,-26.16524,
|
||||
PAL0910,96,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N19A2,Yes,11/27/09,50.8,15.7,226,5200,MALE,8.27102,-26.11244,
|
||||
PAL0910,97,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N20A1,Yes,11/18/09,49.4,15.8,216,4925,MALE,8.03624,-26.06594,
|
||||
PAL0910,98,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N20A2,Yes,11/18/09,46.9,14.6,222,4875,FEMALE,7.8881,-26.04726,
|
||||
PAL0910,99,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N21A1,Yes,11/18/09,48.4,14.4,203,4625,FEMALE,8.16582,-26.13971,
|
||||
PAL0910,100,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N21A2,Yes,11/18/09,51.1,16.5,225,5250,MALE,8.2066,-26.36863,
|
||||
PAL0910,101,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N22A1,Yes,11/22/09,48.5,15,219,4850,FEMALE,8.10231,-26.18763,
|
||||
PAL0910,102,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N22A2,Yes,11/22/09,55.9,17,228,5600,MALE,8.3118,-26.35425,
|
||||
PAL0910,103,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N23A1,Yes,11/18/09,47.2,15.5,215,4975,FEMALE,8.30817,-26.21651,
|
||||
PAL0910,104,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N23A2,Yes,11/18/09,49.1,15,228,5500,MALE,8.65914,-25.79203,
|
||||
PAL0910,105,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N24A1,Yes,12/1/09,47.3,13.8,216,4725,,8.25818,-26.23886,
|
||||
PAL0910,106,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N24A2,Yes,12/1/09,46.8,16.1,215,5500,MALE,8.32359,-26.05756,
|
||||
PAL0910,107,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N28A1,Yes,11/10/09,41.7,14.7,210,4700,FEMALE,8.12311,-26.44815,
|
||||
PAL0910,108,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N28A2,Yes,11/10/09,53.4,15.8,219,5500,MALE,8.41017,-26.33867,
|
||||
PAL0910,109,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N29A1,Yes,11/9/09,43.3,14,208,4575,FEMALE,8.4207,-26.38092,
|
||||
PAL0910,110,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N29A2,Yes,11/9/09,48.1,15.1,209,5500,MALE,8.45738,-26.22664,
|
||||
PAL0910,111,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N32A1,Yes,11/20/09,50.5,15.2,216,5000,FEMALE,8.24691,-26.18466,
|
||||
PAL0910,112,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N32A2,Yes,11/20/09,49.8,15.9,229,5950,MALE,8.29226,-26.21019,
|
||||
PAL0910,113,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N34A1,Yes,11/27/09,43.5,15.2,213,4650,FEMALE,8.21634,-26.11046,
|
||||
PAL0910,114,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N34A2,Yes,11/27/09,51.5,16.3,230,5500,MALE,8.78557,-25.76147,
|
||||
PAL0910,115,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N35A1,Yes,11/25/09,46.2,14.1,217,4375,FEMALE,8.30231,-25.96013,
|
||||
PAL0910,116,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N35A2,Yes,11/25/09,55.1,16,230,5850,MALE,8.08354,-26.18161,
|
||||
PAL0910,117,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N36A1,Yes,12/1/09,44.5,15.7,217,4875,.,8.04111,-26.18444,
|
||||
PAL0910,118,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N36A2,Yes,12/1/09,48.8,16.2,222,6000,MALE,8.33825,-25.88547,
|
||||
PAL0910,119,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N38A1,No,12/1/09,47.2,13.7,214,4925,FEMALE,7.99184,-26.20538,
|
||||
PAL0910,120,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N38A2,No,12/1/09,,,,,,,,
|
||||
PAL0910,121,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N39A1,Yes,11/22/09,46.8,14.3,215,4850,FEMALE,8.41151,-26.13832,
|
||||
PAL0910,122,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N39A2,Yes,11/22/09,50.4,15.7,222,5750,MALE,8.30166,-26.04117,
|
||||
PAL0910,123,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N43A1,Yes,11/22/09,45.2,14.8,212,5200,FEMALE,8.24246,-26.11969,
|
||||
PAL0910,124,Gentoo penguin (Pygoscelis papua),Anvers,Biscoe,"Adult, 1 Egg Stage",N43A2,Yes,11/22/09,49.9,16.1,213,5400,MALE,8.3639,-26.15531,
|
||||
|
BIN
environment.yml
Normal file
BIN
environment.yml
Normal file
Binary file not shown.
40
lib/EncodeManagerTester.py
Normal file
40
lib/EncodeManagerTester.py
Normal file
|
|
@ -0,0 +1,40 @@
|
|||
import pandas as pd
|
||||
from EncoderManager import EncoderManager
|
||||
|
||||
|
||||
def main():
|
||||
# Define example data
|
||||
data = {
|
||||
'Color': ['Red', 'Blue', 'Green', 'Red', 'Green', 'Blue'],
|
||||
'Gender': ['Male', 'Female', 'Male', 'Female', 'Male', 'Male'],
|
||||
'Size': ['M', 'S', 'L', 'M', 'XL', 'M'],
|
||||
'Species': ['Dog', 'Cat', 'Bird', 'Dog', 'Bird', 'Cat'],
|
||||
'Count': [2, 1, 3, 4, 1, 2]
|
||||
}
|
||||
df = pd.DataFrame(data)
|
||||
|
||||
# Define encoding parameters
|
||||
label_cols = ('Gender','Species')
|
||||
ordinal_cols = ('Size',)
|
||||
onehot_cols = ('Color',)
|
||||
|
||||
# Create encoder manager
|
||||
encoder = EncoderManager(df, label_cols, ordinal_cols, onehot_cols)
|
||||
|
||||
# Test encoding
|
||||
encoded_df = encoder.encode(inplace=False)
|
||||
print("Encoded DataFrame:")
|
||||
print(encoded_df)
|
||||
|
||||
# Test decoding
|
||||
decoded_df = encoder.decode(inplace=False)
|
||||
print("Decoded DataFrame:")
|
||||
print(decoded_df)
|
||||
|
||||
df_normalized = encoder.normalize('min-max', inplace=True).get_df()
|
||||
print("Normalized DataFrame:")
|
||||
print(df_normalized)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
233
lib/EncoderManager.py
Normal file
233
lib/EncoderManager.py
Normal file
|
|
@ -0,0 +1,233 @@
|
|||
import warnings
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
from sklearn.preprocessing import LabelEncoder, OrdinalEncoder, OneHotEncoder
|
||||
from sklearn.preprocessing import MinMaxScaler, StandardScaler
|
||||
|
||||
|
||||
class EncoderManager:
|
||||
"""
|
||||
This class manages the encoding and decoding of a pandas DataFrame using LabelEncoder, OrdinalEncoder,
|
||||
and OneHotEncoder encoders. It stores a copy of the original DataFrame to enable multiple encodings and
|
||||
decodings. The class provides methods to encode/decode the DataFrame in-place or return a new encoded/decoded
|
||||
DataFrame. It also provides methods to access the encoded columns, the encoders used for encoding,
|
||||
and the encoded/decoded DataFrame.
|
||||
|
||||
Parameters:
|
||||
-----------
|
||||
df_: pd.DataFrame
|
||||
The DataFrame to be encoded and decoded.
|
||||
label_cols: tuple
|
||||
The columns to encode with LabelEncoder.
|
||||
ordinal_cols: tuple
|
||||
The columns to encode with OrdinalEncoder.
|
||||
onehot_cols: tuple
|
||||
The columns to encode with OneHotEncoder.
|
||||
"""
|
||||
|
||||
def __init__(self, df_: pd.DataFrame, label_cols: tuple, ordinal_cols: tuple, onehot_cols: tuple):
|
||||
"""
|
||||
Initialize the EncoderManager instance.
|
||||
|
||||
Parameters:
|
||||
-----------
|
||||
df_: pd.DataFrame
|
||||
The DataFrame to be encoded and decoded.
|
||||
label_cols: tuple
|
||||
The columns to encode with LabelEncoder.
|
||||
ordinal_cols: tuple
|
||||
The columns to encode with OrdinalEncoder.
|
||||
onehot_cols: tuple
|
||||
The columns to encode with OneHotEncoder.
|
||||
"""
|
||||
self.df = df_.copy()
|
||||
self.label_cols = label_cols
|
||||
self.ordinal_cols = ordinal_cols
|
||||
self.onehot_cols = onehot_cols
|
||||
self.encoders = {}
|
||||
self._is_encoded = False
|
||||
|
||||
for col_ in self.label_cols:
|
||||
self.encoders[col_] = LabelEncoder()
|
||||
|
||||
for col_ in self.ordinal_cols:
|
||||
self.encoders[col_] = OrdinalEncoder()
|
||||
|
||||
for col_ in self.onehot_cols:
|
||||
self.encoders[col_] = OneHotEncoder(sparse=False)
|
||||
|
||||
def encode(self, inplace: bool = False):
|
||||
"""
|
||||
Encode the columns in the DataFrame according to their data types.
|
||||
|
||||
Parameters:
|
||||
-----------
|
||||
inplace: bool
|
||||
Whether to modify the DataFrame in place. If True, the original DataFrame will be modified.
|
||||
If False, a copy of the DataFrame will be returned. Default is False.
|
||||
|
||||
Returns:
|
||||
--------
|
||||
pd.DataFrame or None
|
||||
The encoded DataFrame, or None if the original DataFrame was modified in place.
|
||||
"""
|
||||
# disable warnings
|
||||
warnings.filterwarnings("ignore")
|
||||
|
||||
df_ = self.df.copy() if not inplace else self.df
|
||||
|
||||
# prevent multiple encoding
|
||||
if not self._is_encoded:
|
||||
for col_ in self.label_cols:
|
||||
df_[col_] = self.encoders[col_].fit_transform(df_[col_])
|
||||
|
||||
for col_ in self.ordinal_cols:
|
||||
df_[col_] = self.encoders[col_].fit_transform(df_[[col_]])
|
||||
|
||||
for col_ in self.onehot_cols:
|
||||
encoded = self.encoders[col_].fit_transform(df_[[col_]])
|
||||
categories = self.encoders[col_].categories_[0]
|
||||
|
||||
for i_, category in enumerate(categories):
|
||||
df_[f"{col_}_{category}"] = encoded[:, i_]
|
||||
df_.drop(col_, axis=1, inplace=True)
|
||||
|
||||
# enable warnings
|
||||
warnings.filterwarnings("default")
|
||||
|
||||
if inplace:
|
||||
self._is_encoded = True
|
||||
return self
|
||||
else:
|
||||
return df_
|
||||
|
||||
def decode(self, inplace: bool = False):
|
||||
"""
|
||||
Decode the columns in the DataFrame according to their data types.
|
||||
|
||||
Parameters:
|
||||
-----------
|
||||
inplace: bool
|
||||
Whether to modify the DataFrame in place. If True, the original DataFrame will be modified.
|
||||
If False, a copy of the DataFrame will be returned. Defaults to False.
|
||||
|
||||
Returns:
|
||||
--------
|
||||
pd.DataFrame or None
|
||||
The decoded DataFrame, or None if the original DataFrame was modified in place.
|
||||
"""
|
||||
# disable warnings
|
||||
warnings.filterwarnings("ignore")
|
||||
|
||||
df_ = self.df.copy() if not inplace else self.df
|
||||
|
||||
# prevent multiple decoding
|
||||
if self._is_encoded:
|
||||
for col_ in self.onehot_cols:
|
||||
categories = self.encoders[col_].categories_[0]
|
||||
|
||||
for category in categories:
|
||||
df_[col_] = df_.filter(like=f"{col_}_{category}").idxmax(axis=1).str.replace(f"{col_}_", "")
|
||||
df_.drop(df_.filter(like=f"{col_}_").columns, axis=1, inplace=True)
|
||||
|
||||
for col_ in self.ordinal_cols:
|
||||
df_[col_] = self.encoders[col_].inverse_transform(df_[[col_]].astype(int))
|
||||
|
||||
for col_ in self.label_cols:
|
||||
df_[col_] = self.encoders[col_].inverse_transform(df_[col_].astype(int))
|
||||
|
||||
# enable warnings
|
||||
warnings.filterwarnings("default")
|
||||
|
||||
if inplace:
|
||||
self._is_encoded = False
|
||||
return self
|
||||
else:
|
||||
return df_
|
||||
|
||||
def get_df(self, as_copy: bool = False, last_encoded: bool = False):
|
||||
"""
|
||||
Get the encoded or decoded DataFrame.
|
||||
|
||||
Parameters:
|
||||
-----------
|
||||
as_copy: bool
|
||||
Whether to return a copy of the DataFrame.
|
||||
last_encoded: bool
|
||||
Whether to return the last encoded boolean. Used to determine if the DataFrame is encoded or not.
|
||||
|
||||
Returns:
|
||||
--------
|
||||
Tuple[pd.DataFrame, bool]
|
||||
A tuple containing the encoded/decoded DataFrame and a boolean indicating if it is encoded or not.
|
||||
|
||||
The boolean is only returned if as_copy is True. If not, it returns only the DataFrame and not
|
||||
the tuple.
|
||||
"""
|
||||
if as_copy:
|
||||
if last_encoded:
|
||||
return self.df.copy(), self._is_encoded
|
||||
else:
|
||||
return self.df.copy()
|
||||
else:
|
||||
if last_encoded:
|
||||
return self.df, self._is_encoded
|
||||
else:
|
||||
return self.df
|
||||
|
||||
def encoded_cols(self):
|
||||
"""
|
||||
Get the arrays of columns used for encoding.
|
||||
|
||||
Returns:
|
||||
--------
|
||||
Tuple[np.ndarray, np.ndarray, np.ndarray]
|
||||
A tuple containing three arrays of column names: onehot_cols, ordinal_cols, label_cols.
|
||||
"""
|
||||
return self.onehot_cols, self.ordinal_cols, self.label_cols
|
||||
|
||||
def normalize(self, method="min-max", inplace=False):
|
||||
"""
|
||||
Normalize the specified columns of the dataframe using the specified method.
|
||||
This supports two methods: "min-max" and "z-score".
|
||||
|
||||
Parameters:
|
||||
method (str): Normalization method to use, default "min-max".
|
||||
columns (list): List of columns to normalize. If None, normalize all columns.
|
||||
inplace (bool): If True, the dataframe is modified in place, otherwise a new dataframe is returned.
|
||||
|
||||
Returns:
|
||||
normalized_df (pandas.DataFrame): Normalized dataframe if inplace=False, otherwise None.
|
||||
"""
|
||||
|
||||
df_numeric = self.df.select_dtypes(include=["float", "int"])
|
||||
|
||||
if method == "min-max":
|
||||
scaler = MinMaxScaler()
|
||||
elif method == "z-score":
|
||||
scaler = StandardScaler()
|
||||
else:
|
||||
raise ValueError("Invalid normalization method specified.")
|
||||
|
||||
df_normalized = scaler.fit_transform(df_numeric)
|
||||
|
||||
if inplace:
|
||||
self.df[df_numeric.columns] = df_normalized
|
||||
return self
|
||||
else:
|
||||
df_ = self.df.copy()
|
||||
df_[df_numeric] = df_normalized
|
||||
return df_
|
||||
|
||||
def get_encoders(self):
|
||||
"""
|
||||
Get the encoders used for encoding.
|
||||
|
||||
Returns:
|
||||
--------
|
||||
Dict[str, object]
|
||||
A dictionary containing the column names and their corresponding encoder object.
|
||||
"""
|
||||
return self.encoders
|
||||
|
||||
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569
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Loading…
Add table
Add a link
Reference in a new issue