In [1]:
%pylab notebook
import matplotlib.pylab as plt
import pandas as pd
import re
import statsmodels.formula.api as smf
pd.set_option('display.max_columns', 360)
pd.set_option('display.max_rows', 360)
Populating the interactive namespace from numpy and matplotlib
/Users/brodzik/.conda/envs/pmesdr/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.
warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')
In [14]:
modice_file = '/Users/brodzik/projects/MODICE/data/MASCONS/mascon_areas_by_year.v02.csv'
modice = pd.read_csv(modice_file)
modice.set_index('Year', inplace=True, verify_integrity=True, drop=True)
modice
Out[14]:
NHem_1strike_MODICE_area_km^2
NHem_1strike_MODICE_NS_km^2
NHem_2strike_MODICE_area_km^2
NHem_2strike_MODICE_NS_km^2
NHem_3strike_MODICE_area_km^2
NHem_3strike_MODICE_NS_km^2
Arctic_1strike_MODICE_area_km^2
Arctic_1strike_MODICE_NS_km^2
Arctic_2strike_MODICE_area_km^2
Arctic_2strike_MODICE_NS_km^2
Arctic_3strike_MODICE_area_km^2
Arctic_3strike_MODICE_NS_km^2
Alaskag_1strike_MODICE_area_km^2
Alaskag_1strike_MODICE_NS_km^2
Alaskag_2strike_MODICE_area_km^2
Alaskag_2strike_MODICE_NS_km^2
Alaskag_3strike_MODICE_area_km^2
Alaskag_3strike_MODICE_NS_km^2
Altaigl_1strike_MODICE_area_km^2
Altaigl_1strike_MODICE_NS_km^2
Altaigl_2strike_MODICE_area_km^2
Altaigl_2strike_MODICE_NS_km^2
Altaigl_3strike_MODICE_area_km^2
Altaigl_3strike_MODICE_NS_km^2
Baffing_1strike_MODICE_area_km^2
Baffing_1strike_MODICE_NS_km^2
Baffing_2strike_MODICE_area_km^2
Baffing_2strike_MODICE_NS_km^2
Baffing_3strike_MODICE_area_km^2
Baffing_3strike_MODICE_NS_km^2
Ellesme_1strike_MODICE_area_km^2
Ellesme_1strike_MODICE_NS_km^2
Ellesme_2strike_MODICE_area_km^2
Ellesme_2strike_MODICE_NS_km^2
Ellesme_3strike_MODICE_area_km^2
Ellesme_3strike_MODICE_NS_km^2
FrnJLnd_1strike_MODICE_area_km^2
FrnJLnd_1strike_MODICE_NS_km^2
FrnJLnd_2strike_MODICE_area_km^2
FrnJLnd_2strike_MODICE_NS_km^2
FrnJLnd_3strike_MODICE_area_km^2
FrnJLnd_3strike_MODICE_NS_km^2
Greenland_1strike_MODICE_area_km^2
Greenland_1strike_MODICE_NS_km^2
Greenland_2strike_MODICE_area_km^2
Greenland_2strike_MODICE_NS_km^2
Greenland_3strike_MODICE_area_km^2
Greenland_3strike_MODICE_NS_km^2
HghMtnA_1strike_MODICE_area_km^2
HghMtnA_1strike_MODICE_NS_km^2
HghMtnA_2strike_MODICE_area_km^2
HghMtnA_2strike_MODICE_NS_km^2
HghMtnA_3strike_MODICE_area_km^2
HghMtnA_3strike_MODICE_NS_km^2
Him+Kar_1strike_MODICE_area_km^2
Him+Kar_1strike_MODICE_NS_km^2
Him+Kar_2strike_MODICE_area_km^2
Him+Kar_2strike_MODICE_NS_km^2
Him+Kar_3strike_MODICE_area_km^2
Him+Kar_3strike_MODICE_NS_km^2
Iceland_1strike_MODICE_area_km^2
Iceland_1strike_MODICE_NS_km^2
Iceland_2strike_MODICE_area_km^2
Iceland_2strike_MODICE_NS_km^2
Iceland_3strike_MODICE_area_km^2
Iceland_3strike_MODICE_NS_km^2
NW_Amer_1strike_MODICE_area_km^2
NW_Amer_1strike_MODICE_NS_km^2
NW_Amer_2strike_MODICE_area_km^2
NW_Amer_2strike_MODICE_NS_km^2
NW_Amer_3strike_MODICE_area_km^2
NW_Amer_3strike_MODICE_NS_km^2
Nov_Zem_1strike_MODICE_area_km^2
Nov_Zem_1strike_MODICE_NS_km^2
Nov_Zem_2strike_MODICE_area_km^2
Nov_Zem_2strike_MODICE_NS_km^2
Nov_Zem_3strike_MODICE_area_km^2
Nov_Zem_3strike_MODICE_NS_km^2
Nthasia_1strike_MODICE_area_km^2
Nthasia_1strike_MODICE_NS_km^2
Nthasia_2strike_MODICE_area_km^2
Nthasia_2strike_MODICE_NS_km^2
Nthasia_3strike_MODICE_area_km^2
Nthasia_3strike_MODICE_NS_km^2
Pam+Kun_1strike_MODICE_area_km^2
Pam+Kun_1strike_MODICE_NS_km^2
Pam+Kun_2strike_MODICE_area_km^2
Pam+Kun_2strike_MODICE_NS_km^2
Pam+Kun_3strike_MODICE_area_km^2
Pam+Kun_3strike_MODICE_NS_km^2
Scandin_1strike_MODICE_area_km^2
Scandin_1strike_MODICE_NS_km^2
Scandin_2strike_MODICE_area_km^2
Scandin_2strike_MODICE_NS_km^2
Scandin_3strike_MODICE_area_km^2
Scandin_3strike_MODICE_NS_km^2
Sev_Zem_1strike_MODICE_area_km^2
Sev_Zem_1strike_MODICE_NS_km^2
Sev_Zem_2strike_MODICE_area_km^2
Sev_Zem_2strike_MODICE_NS_km^2
Sev_Zem_3strike_MODICE_area_km^2
Sev_Zem_3strike_MODICE_NS_km^2
Sib+Kam_1strike_MODICE_area_km^2
Sib+Kam_1strike_MODICE_NS_km^2
Sib+Kam_2strike_MODICE_area_km^2
Sib+Kam_2strike_MODICE_NS_km^2
Sib+Kam_3strike_MODICE_area_km^2
Sib+Kam_3strike_MODICE_NS_km^2
Svalbar_1strike_MODICE_area_km^2
Svalbar_1strike_MODICE_NS_km^2
Svalbar_2strike_MODICE_area_km^2
Svalbar_2strike_MODICE_NS_km^2
Svalbar_3strike_MODICE_area_km^2
Svalbar_3strike_MODICE_NS_km^2
Tianshn_1strike_MODICE_area_km^2
Tianshn_1strike_MODICE_NS_km^2
Tianshn_2strike_MODICE_area_km^2
Tianshn_2strike_MODICE_NS_km^2
Tianshn_3strike_MODICE_area_km^2
Tianshn_3strike_MODICE_NS_km^2
Tib+Qil_1strike_MODICE_area_km^2
Tib+Qil_1strike_MODICE_NS_km^2
Tib+Qil_2strike_MODICE_area_km^2
Tib+Qil_2strike_MODICE_NS_km^2
Tib+Qil_3strike_MODICE_area_km^2
Tib+Qil_3strike_MODICE_NS_km^2
Year
2000
2326273.2
6782.4
2437080.0
7052.8
2545934.5
7174.5
2219722.9
6753.4
2301854.9
7022.3
2386698.1
7139.1
97236.1
22.5
112236.4
24.7
124935.2
25.1
837.2
0.0
1050.5
0.0
1219.0
0.0
29432.3
0.4
32393.9
0.4
34969.2
0.9
81634.3
43.8
85886.4
44.0
89009.1
44.2
6498.8
0.0
6543.7
0.0
6554.4
0.0
1668324.4
629.4
1673320.4
637.8
1676712.2
639.9
80815.3
3.9
100279.1
3.9
114905.1
4.1
23320.9
3.9
29733.4
3.9
35398.3
3.9
7780.5
0.0
8121.4
0.0
8270.6
0.0
25864.9
1.5
34248.1
1.7
43422.4
2.4
18464.1
2.4
19049.9
2.8
19610.8
3.9
2492.0
0.0
4167.4
0.0
6451.1
0.0
39364.5
0.0
48028.8
0.0
53630.5
0.2
6074.8
0.4
7991.1
1.1
9754.9
1.1
10878.0
85.0
11771.2
85.0
12644.3
85.0
1654.8
0.0
3116.8
0.0
5232.1
0.0
24578.2
88.9
25516.5
89.3
26125.7
89.7
12157.0
0.0
15558.7
0.0
18209.9
0.0
5972.9
0.0
6958.2
0.0
7666.3
0.0
2001
2271053.6
6737.7
2353716.9
6981.3
2424138.9
7111.4
2179881.4
6709.4
2238214.2
6950.2
2290801.9
7075.4
87438.4
21.7
96540.6
22.8
103776.1
23.4
659.0
0.0
839.3
0.0
980.8
0.0
28321.6
0.2
31408.2
1.1
33827.2
1.3
87312.0
47.0
92572.4
47.4
96699.4
47.4
6271.3
0.0
6376.7
0.0
6438.7
0.0
1665029.6
653.0
1669214.2
663.9
1672001.3
670.6
69535.7
3.9
87102.9
3.9
99268.5
3.9
20568.2
3.9
26160.5
3.9
30499.1
3.9
7812.3
0.0
8201.2
0.0
8376.8
0.0
22831.1
1.5
27704.5
1.7
32301.0
1.9
17486.5
1.9
17954.7
1.9
18187.8
2.1
1951.5
0.0
2674.4
0.0
3447.6
0.0
34042.1
0.0
42583.3
0.0
47790.3
0.0
2965.3
0.2
3774.8
0.2
4681.5
0.2
10824.8
90.4
11571.2
90.4
12207.4
90.4
1292.5
0.0
1835.1
0.0
2466.9
0.0
21979.3
86.1
22851.3
86.3
23401.0
86.7
9522.0
0.0
12116.0
0.0
14201.0
0.0
5403.4
0.0
6243.1
0.0
6778.1
0.0
2002
2257186.8
6517.9
2343400.4
6748.9
2421538.1
6848.7
2155740.0
6490.0
2214405.4
6720.5
2271512.9
6820.4
77934.4
20.0
86176.4
23.2
92137.7
23.6
628.7
0.0
794.5
0.0
928.2
0.0
28723.0
0.4
31147.8
0.4
33102.1
0.4
84377.8
41.6
88063.9
41.6
90957.7
41.6
6399.8
0.0
6488.3
0.0
6523.3
0.0
1662063.9
618.9
1666481.6
632.0
1669002.1
637.1
78934.5
3.9
98778.6
3.9
113089.9
3.9
22744.6
3.9
30450.6
3.9
36575.5
3.9
7360.0
0.0
7771.9
0.0
8061.9
0.0
22831.5
1.3
29198.3
1.3
35277.7
1.7
18390.7
0.9
19037.2
0.9
19598.6
1.3
2256.5
0.0
3125.9
0.0
4125.1
0.0
40778.7
0.0
49638.7
0.0
55356.8
0.0
2329.7
0.0
2833.1
0.0
3298.7
0.0
10618.3
82.6
11579.3
82.6
12341.4
82.6
1627.8
0.0
2331.4
0.0
3196.9
0.0
20886.9
85.6
22022.0
85.6
22637.0
85.6
9409.3
0.0
11697.0
0.0
13390.8
0.0
6001.9
0.0
6992.3
0.0
7766.8
0.0
2003
2242640.7
6471.3
2324957.1
6785.1
2395010.8
6997.9
2135469.8
6442.6
2193148.8
6756.0
2243670.0
6967.8
71370.6
19.5
79012.4
23.6
83790.7
24.3
591.0
0.0
760.5
0.0
893.4
0.0
28716.2
1.5
32172.2
2.4
34874.3
2.4
81390.6
43.4
84965.1
43.6
87285.6
44.2
6379.0
0.0
6482.3
0.0
6525.6
0.0
1661202.0
622.1
1666049.7
633.0
1668587.6
636.9
82491.0
3.9
100174.5
3.9
113189.7
3.9
22530.1
3.9
28806.3
3.9
33959.0
3.9
7460.0
0.0
7911.7
0.0
8116.5
0.0
17251.5
1.3
21117.9
1.5
24479.9
1.5
18138.7
0.9
18751.5
1.7
19113.2
1.7
1793.5
0.0
2429.1
0.0
3042.1
0.0
43537.5
0.0
52015.7
0.0
57697.7
0.0
2570.5
0.2
3353.4
0.2
4220.4
0.2
11098.1
80.7
11826.6
80.7
12474.7
80.7
1202.5
0.0
1668.5
0.0
2148.7
0.0
20384.0
82.9
21531.1
82.9
22166.1
82.9
9954.4
0.0
12122.6
0.0
13794.6
0.0
6469.0
0.0
7229.9
0.0
7738.4
0.0
2004
2266576.4
6605.5
2371329.9
6839.9
2474045.7
6932.4
2155598.5
6577.6
2230702.5
6811.5
2310916.7
6903.6
62306.4
19.7
69415.5
21.0
73638.0
21.7
614.8
0.0
820.4
0.0
973.0
0.0
30161.3
0.2
33158.1
0.2
35656.1
0.6
89719.6
43.4
95007.1
43.4
99488.7
43.4
6191.0
0.0
6285.6
0.0
6329.0
0.0
1662803.2
615.2
1666860.2
628.5
1669476.1
632.2
86236.3
3.9
105582.2
3.9
119180.6
3.9
22031.3
3.9
29935.9
3.9
35864.7
3.9
7545.3
0.0
7947.5
0.0
8081.0
0.0
15041.1
0.4
18033.9
0.6
20504.8
0.9
17230.7
1.1
17924.6
1.1
18227.3
1.1
3188.5
0.0
4498.2
0.0
5987.9
0.0
48617.8
0.0
57102.6
0.0
62521.1
0.0
3066.2
0.0
3856.1
0.0
4702.3
0.0
10175.9
80.5
10566.6
80.5
11048.5
80.5
2573.8
0.0
3677.7
0.0
5014.9
0.0
20311.6
89.1
21849.9
89.3
22699.5
89.3
9548.0
0.0
11784.5
0.0
13543.5
0.0
6039.2
0.0
6759.2
0.0
7251.4
0.0
2005
2235608.9
6491.5
2314377.5
6828.7
2384378.5
6956.0
2129632.6
6463.2
2182380.0
6799.7
2231098.7
6925.1
70990.4
20.2
78452.4
23.0
83851.3
23.0
706.0
0.0
912.1
0.0
1071.8
0.0
28601.8
1.7
31376.4
2.1
33789.9
3.0
80634.6
42.9
83804.9
43.1
85888.4
43.4
6271.7
0.0
6388.0
0.0
6462.7
0.0
1659312.4
612.9
1663848.8
624.2
1666640.4
625.9
82436.7
3.9
100963.8
3.9
114951.4
3.9
21055.9
3.9
27446.3
3.9
33029.3
3.9
7437.3
0.0
7890.2
0.0
8045.8
0.0
18378.9
1.7
22612.8
1.7
26958.1
1.9
17862.8
0.9
18754.5
1.3
19282.1
1.5
2148.3
0.0
2994.9
0.0
3990.7
0.0
44773.1
0.0
53444.6
0.0
59117.2
0.0
4333.1
0.4
6040.5
1.7
7908.0
1.7
10070.7
79.0
10363.5
79.0
10624.1
79.0
1442.3
0.0
2082.8
0.0
2918.9
0.0
22453.1
88.7
23497.6
88.7
24193.5
88.9
10030.6
0.0
12604.5
0.0
14679.4
0.0
6577.1
0.0
7468.4
0.0
8125.5
0.0
2006
2260105.5
6643.7
2346194.2
6871.0
2419323.9
6981.1
2172806.9
6616.0
2236814.0
6842.2
2294098.9
6951.3
78790.0
19.5
88973.9
21.3
97540.5
22.5
671.7
0.0
853.7
0.0
1006.7
0.0
29243.4
2.6
32502.1
3.4
35472.8
4.3
84899.2
46.6
90071.6
47.7
94165.6
48.7
6355.2
0.0
6459.7
0.0
6512.5
0.0
1666729.5
615.6
1672556.6
620.8
1676319.6
625.5
68542.0
3.9
85248.9
3.9
96725.8
3.9
18208.0
3.9
23506.8
3.9
27755.8
3.9
7166.6
0.0
7787.4
0.0
8008.9
0.0
16537.3
1.1
20462.3
1.7
24453.9
1.7
18309.1
1.1
18759.2
1.5
19077.8
1.5
1708.9
0.0
2353.5
0.0
2984.0
0.0
37009.5
0.0
45428.9
0.0
50527.2
0.0
2058.1
0.0
2437.9
0.0
2764.4
0.0
10535.0
82.9
11074.9
82.9
11561.9
82.9
1037.2
0.0
1499.8
0.0
1977.2
0.0
22841.8
89.9
23752.6
90.2
24389.3
90.2
7943.9
0.0
10021.3
0.0
11581.1
0.0
5380.6
0.0
6291.9
0.0
6861.8
0.0
2007
2238029.0
6384.4
2322117.4
6614.3
2392410.8
6754.4
2147029.4
6356.7
2206923.2
6585.9
2259008.0
6725.5
73246.7
20.6
81594.1
23.6
87996.1
24.3
565.8
0.0
717.4
0.0
832.7
0.0
27649.8
0.2
30952.1
0.2
33980.0
0.2
78539.7
40.4
81916.1
40.4
84017.4
40.6
6338.9
0.0
6447.3
0.0
6510.8
0.0
1660555.9
610.7
1665175.6
619.3
1668141.3
624.0
69054.2
3.9
86176.7
3.9
98197.5
3.9
19603.3
3.9
25741.4
3.9
30715.9
3.9
7156.3
0.0
7639.1
0.0
7942.2
0.0
25406.8
0.9
30851.8
1.5
36199.8
1.9
17603.7
0.2
18015.0
1.5
18267.5
1.5
1639.8
0.0
2419.8
0.0
3188.1
0.0
35652.9
0.0
43870.4
0.0
48861.7
0.0
5095.8
0.0
6844.0
0.0
8388.6
0.0
11732.4
82.4
12430.7
82.4
12866.6
82.4
1073.9
0.0
1702.5
0.0
2355.4
0.0
22954.5
87.8
23879.7
88.0
24479.9
88.0
7846.0
0.0
9749.4
0.0
11177.7
0.0
5952.1
0.0
6815.4
0.0
7442.2
0.0
2008
2250219.9
6358.6
2333971.9
6577.1
2402240.1
6678.5
2158051.7
6330.9
2216167.7
6549.5
2264733.8
6649.5
93178.6
21.7
106530.4
22.1
118713.8
23.0
447.1
0.0
578.1
0.0
692.1
0.0
25691.0
0.2
28196.5
0.2
30084.2
0.4
77498.7
47.4
80939.2
47.7
82935.3
47.9
5237.0
0.0
6478.2
0.0
6523.5
0.0
1661028.0
610.3
1665268.5
623.4
1667903.5
627.9
69678.4
3.9
88476.5
3.9
102089.3
3.9
22345.8
3.9
28909.8
3.9
34290.9
3.9
7443.3
0.0
7900.1
0.0
8115.0
0.0
22809.0
1.9
27689.3
1.9
32016.1
1.9
17749.7
0.6
18692.0
1.5
19122.4
1.5
1482.2
0.0
2112.0
0.0
2741.4
0.0
32981.4
0.0
41897.1
0.0
47626.1
0.0
3299.9
0.2
4038.6
0.2
4744.8
0.2
10965.2
79.4
11574.2
79.4
12090.4
79.4
1035.1
0.0
1534.0
0.0
2049.3
0.0
23975.0
84.8
24607.0
84.8
24993.1
84.8
7567.8
0.0
9919.4
0.0
11712.6
0.0
6783.4
0.0
7750.3
0.0
8459.7
0.0
2009
2235194.0
6372.8
2313571.9
6579.9
2375536.3
6665.8
2133774.2
6344.5
2183825.1
6549.9
2225826.3
6633.6
68973.3
20.6
77128.8
21.5
82455.5
22.1
1131.3
0.0
1443.8
0.0
1749.7
0.0
24784.9
0.2
27232.7
0.2
28884.5
0.2
79492.8
41.0
82646.8
41.2
84967.5
41.2
6490.4
0.0
6534.6
0.0
6549.5
0.0
1663774.7
615.2
1667640.9
621.4
1670211.3
623.4
81312.5
3.9
103221.6
3.9
117981.3
3.9
18784.4
3.9
25270.9
3.9
30012.1
3.9
7561.4
0.0
8091.1
0.0
8306.9
0.0
15719.2
0.4
19232.8
1.3
22181.8
1.5
18754.1
1.9
19376.2
2.4
19789.2
2.6
1897.6
0.0
2525.9
0.0
3130.4
0.0
42919.7
0.0
54251.8
0.0
61011.1
0.0
3355.3
0.2
5213.2
0.4
6873.2
0.4
10331.5
86.5
10881.7
87.4
11519.7
87.4
766.3
0.0
1082.1
0.0
1380.7
0.0
23242.0
91.0
24092.9
91.2
24620.7
91.4
13225.8
0.0
16410.2
0.0
18984.2
0.0
6382.7
0.0
7288.7
0.0
7973.9
0.0
2010
2178647.1
6373.2
2270225.2
6608.9
2329746.0
6720.7
2082241.7
6345.5
2141383.8
6581.2
2178242.7
6691.8
63777.0
20.0
71079.3
23.8
75830.8
24.0
776.2
0.0
1002.5
0.0
1184.3
0.0
24472.6
0.4
27004.1
0.6
28656.3
0.9
74825.5
39.1
81239.3
39.1
83925.3
39.1
6309.9
0.0
6495.4
0.0
6539.8
0.0
1652043.6
611.8
1659863.4
624.2
1662722.9
628.5
76436.7
3.9
101079.5
3.9
117310.3
3.9
21292.0
3.9
29630.8
3.9
35466.3
3.9
6816.7
0.0
7348.4
0.0
7608.8
0.0
16708.4
0.9
20258.8
1.5
22978.6
2.6
18771.5
0.6
19318.6
0.9
19845.0
0.9
1332.2
0.0
1855.7
0.0
2357.0
0.0
41333.2
0.0
54002.8
0.0
61825.3
0.0
1752.5
0.0
2458.5
0.0
2832.6
0.0
10448.7
85.4
11078.5
85.4
11701.5
85.4
556.0
0.0
853.3
0.0
1172.7
0.0
22384.4
84.8
23339.4
85.0
23831.0
85.0
9049.6
0.0
11639.0
0.0
13670.5
0.0
4762.0
0.0
5806.9
0.0
6348.1
0.0
2011
2189851.0
6314.2
2259022.8
6517.9
2311196.9
6610.4
2106700.6
6286.5
2153282.6
6490.2
2189084.6
6582.5
77238.3
17.8
87116.0
20.2
94669.0
20.6
438.8
0.0
570.3
0.0
660.1
0.0
25417.9
0.2
27769.5
0.2
29600.1
0.2
74545.4
45.3
77507.2
45.5
79088.2
45.5
6324.5
0.0
6441.5
0.0
6495.1
0.0
1656195.1
596.3
1660528.2
604.0
1663100.7
605.6
65652.9
3.9
82980.6
3.9
94961.1
3.9
18287.2
3.9
23269.6
3.9
27174.1
3.9
5744.3
0.0
6340.8
0.0
6709.4
0.0
23143.6
1.9
28632.9
1.9
33748.2
2.1
17846.9
0.6
18292.1
1.3
18489.2
1.5
1215.0
0.0
1928.3
0.0
2918.7
0.0
32711.2
0.0
42031.0
0.0
47880.0
0.0
2407.6
0.0
3076.7
0.0
3729.9
0.0
9897.3
85.0
10407.3
85.0
10772.2
85.0
776.2
0.0
1357.9
0.0
2258.6
0.0
21811.3
89.1
22719.9
89.3
23265.6
89.3
8845.9
0.0
11043.5
0.0
12737.4
0.0
5808.7
0.0
6636.4
0.0
7169.6
0.0
2012
2223326.6
6432.7
2301822.3
6640.5
2361511.6
6750.2
2120971.3
6405.0
2173795.6
6612.8
2213692.3
6722.5
85493.0
17.2
95645.3
18.5
103052.3
18.7
365.1
0.0
495.0
0.0
602.8
0.0
23850.1
0.0
26380.0
0.0
28105.5
0.2
75783.7
46.8
79110.5
47.7
80995.2
47.7
6359.9
0.0
6474.7
0.0
6521.3
0.0
1654034.8
611.6
1659270.1
622.5
1662282.0
625.3
81194.2
3.9
99930.9
3.9
113775.3
3.9
20075.1
3.9
26706.1
3.9
31708.1
3.9
6978.3
0.0
7666.3
0.0
7844.9
0.0
19852.3
2.6
23574.7
2.8
26723.9
2.8
18294.5
0.6
18773.2
0.6
19118.8
0.9
1150.4
0.0
1657.2
0.0
2158.0
0.0
47599.7
0.0
56841.8
0.0
63558.7
0.0
5699.8
0.0
7580.9
0.0
9171.9
0.0
10474.1
82.4
11193.6
82.9
11905.2
82.9
785.2
0.0
1162.2
0.0
1555.2
0.0
23479.2
91.7
24432.2
91.7
25079.2
91.7
7339.2
0.0
9435.3
0.0
11020.8
0.0
6180.2
0.0
6947.6
0.0
7487.7
0.0
2013
2215347.1
6382.4
2291580.5
6617.9
2355050.4
6717.5
2133591.5
6350.0
2191479.2
6585.5
2240623.5
6685.1
66276.1
19.5
73709.9
21.0
78534.8
22.5
986.1
0.0
1267.8
0.0
1533.7
0.0
26960.7
1.3
29694.2
1.5
31929.2
1.5
89829.7
42.7
96544.5
43.6
101589.8
44.0
6102.1
0.0
6233.0
0.0
6312.0
0.0
1659637.8
593.5
1663920.9
606.2
1666639.6
610.3
64791.3
3.9
78329.8
3.9
88335.0
3.9
16417.7
3.9
21169.4
3.9
25316.2
3.9
7401.4
0.0
7881.4
0.0
8062.8
0.0
13826.8
2.1
16812.7
2.4
19271.8
2.8
17212.4
1.1
17585.5
1.3
17789.0
1.3
1961.6
0.0
2733.9
0.0
3555.8
0.0
35555.6
0.0
41746.4
0.0
45788.6
0.0
2212.5
0.0
2593.7
0.0
2890.8
0.0
11544.8
83.5
12338.8
83.7
12872.4
83.7
975.4
0.0
1466.1
0.0
2022.1
0.0
21302.9
87.4
22201.9
87.6
22820.4
87.8
7895.1
0.0
9758.0
0.0
11125.5
0.0
4922.8
0.0
5656.0
0.0
6104.7
0.0
2014
2232360.5
885.5
2315498.9
923.7
2385634.7
936.1
2140724.6
855.0
2201786.0
893.0
2255461.4
905.4
69280.4
0.0
77252.0
0.0
83132.6
0.0
662.4
0.0
828.2
0.0
963.8
0.0
26331.5
0.0
29051.0
0.0
31042.4
0.0
81926.4
0.6
85787.7
0.6
88608.1
0.9
6521.5
0.2
6549.0
0.2
6553.7
0.2
1660561.1
0.2
1665079.6
0.2
1667743.3
0.2
72242.7
3.4
88415.5
3.4
99994.9
3.4
20127.5
3.4
26085.5
3.4
30616.1
3.4
7145.6
0.0
7571.7
0.0
7889.4
0.0
13506.1
0.0
16421.8
0.0
18875.4
0.0
19013.0
0.0
19445.5
0.0
19741.3
0.0
1181.5
0.0
1619.6
0.0
2091.0
0.0
39833.1
0.0
47252.0
0.0
52255.6
0.0
1959.8
0.0
2313.6
0.0
2637.5
0.0
11445.8
0.0
12381.7
0.0
13089.0
0.0
519.0
0.0
791.4
0.0
1127.2
0.0
21884.0
0.0
22708.3
0.0
23215.6
0.0
7056.5
0.0
9038.4
0.0
10551.3
0.0
5225.7
0.0
6039.6
0.0
6571.8
0.0
2015
2216014.4
880.7
2282289.4
919.6
2334466.5
929.7
2129312.1
850.7
2176819.7
889.5
2214313.5
899.4
65236.9
0.0
72487.9
0.0
77655.4
0.0
545.4
0.0
689.3
0.0
821.3
0.0
27590.5
0.0
30362.6
0.0
32430.2
0.0
77169.4
0.0
80007.8
0.0
81716.7
0.0
6102.5
0.0
6201.3
0.0
6279.2
0.0
1664383.9
0.0
1668661.2
0.0
1671405.0
0.0
70604.2
3.4
85461.0
3.4
96762.8
3.4
17248.3
3.4
21400.8
3.4
24682.7
3.4
7903.5
0.0
8408.6
0.0
8785.3
0.0
14494.4
0.0
18166.1
0.0
21604.8
0.0
17767.7
0.0
18239.5
0.0
18499.7
0.0
1294.2
0.0
1865.6
0.0
2641.8
0.0
41690.4
0.0
49363.8
0.0
54950.3
0.0
4544.5
0.0
5872.4
0.0
6982.8
0.0
10107.6
0.0
10299.5
0.0
10446.1
0.0
748.7
0.0
1176.3
0.0
1820.5
0.0
22233.9
0.0
23344.1
0.0
24053.6
0.0
6238.8
0.0
8518.3
0.0
10417.6
0.0
5426.8
0.0
6178.1
0.0
6712.2
0.0
In [3]:
seaice_file = '/Users/brodzik/projects/MODICE/data/sii/nsidc0051_year_by_month.csv'
seaice = pd.read_csv(seaice_file)
seaice.set_index('Year', inplace=True, verify_integrity=True, drop=True)
seaice.drop([1999], inplace=True)
seaice
Out[3]:
01_total_extent_km2
02_total_extent_km2
03_total_extent_km2
04_total_extent_km2
05_total_extent_km2
06_total_extent_km2
07_total_extent_km2
08_total_extent_km2
09_total_extent_km2
10_total_extent_km2
11_total_extent_km2
12_total_extent_km2
01_total_area_km2
02_total_area_km2
03_total_area_km2
04_total_area_km2
05_total_area_km2
06_total_area_km2
07_total_area_km2
08_total_area_km2
09_total_area_km2
10_total_area_km2
11_total_area_km2
12_total_area_km2
01_laptev_extent_km2
02_laptev_extent_km2
03_laptev_extent_km2
04_laptev_extent_km2
05_laptev_extent_km2
06_laptev_extent_km2
07_laptev_extent_km2
08_laptev_extent_km2
09_laptev_extent_km2
10_laptev_extent_km2
11_laptev_extent_km2
12_laptev_extent_km2
01_laptev_area_km2
02_laptev_area_km2
03_laptev_area_km2
04_laptev_area_km2
05_laptev_area_km2
06_laptev_area_km2
07_laptev_area_km2
08_laptev_area_km2
09_laptev_area_km2
10_laptev_area_km2
11_laptev_area_km2
12_laptev_area_km2
01_kara_extent_km2
02_kara_extent_km2
03_kara_extent_km2
04_kara_extent_km2
05_kara_extent_km2
06_kara_extent_km2
07_kara_extent_km2
08_kara_extent_km2
09_kara_extent_km2
10_kara_extent_km2
11_kara_extent_km2
12_kara_extent_km2
01_kara_area_km2
02_kara_area_km2
03_kara_area_km2
04_kara_area_km2
05_kara_area_km2
06_kara_area_km2
07_kara_area_km2
08_kara_area_km2
09_kara_area_km2
10_kara_area_km2
11_kara_area_km2
12_kara_area_km2
01_eastsiberian_extent_km2
02_eastsiberian_extent_km2
03_eastsiberian_extent_km2
04_eastsiberian_extent_km2
05_eastsiberian_extent_km2
06_eastsiberian_extent_km2
07_eastsiberian_extent_km2
08_eastsiberian_extent_km2
09_eastsiberian_extent_km2
10_eastsiberian_extent_km2
11_eastsiberian_extent_km2
12_eastsiberian_extent_km2
01_eastsiberian_area_km2
02_eastsiberian_area_km2
03_eastsiberian_area_km2
04_eastsiberian_area_km2
05_eastsiberian_area_km2
06_eastsiberian_area_km2
07_eastsiberian_area_km2
08_eastsiberian_area_km2
09_eastsiberian_area_km2
10_eastsiberian_area_km2
11_eastsiberian_area_km2
12_eastsiberian_area_km2
01_stlawrence_extent_km2
02_stlawrence_extent_km2
03_stlawrence_extent_km2
04_stlawrence_extent_km2
05_stlawrence_extent_km2
06_stlawrence_extent_km2
07_stlawrence_extent_km2
08_stlawrence_extent_km2
09_stlawrence_extent_km2
10_stlawrence_extent_km2
11_stlawrence_extent_km2
12_stlawrence_extent_km2
01_stlawrence_area_km2
02_stlawrence_area_km2
03_stlawrence_area_km2
04_stlawrence_area_km2
05_stlawrence_area_km2
06_stlawrence_area_km2
07_stlawrence_area_km2
08_stlawrence_area_km2
09_stlawrence_area_km2
10_stlawrence_area_km2
11_stlawrence_area_km2
12_stlawrence_area_km2
01_hudson_extent_km2
02_hudson_extent_km2
03_hudson_extent_km2
04_hudson_extent_km2
05_hudson_extent_km2
06_hudson_extent_km2
07_hudson_extent_km2
08_hudson_extent_km2
09_hudson_extent_km2
10_hudson_extent_km2
11_hudson_extent_km2
12_hudson_extent_km2
01_hudson_area_km2
02_hudson_area_km2
03_hudson_area_km2
04_hudson_area_km2
05_hudson_area_km2
06_hudson_area_km2
07_hudson_area_km2
08_hudson_area_km2
09_hudson_area_km2
10_hudson_area_km2
11_hudson_area_km2
12_hudson_area_km2
01_baffin_extent_km2
02_baffin_extent_km2
03_baffin_extent_km2
04_baffin_extent_km2
05_baffin_extent_km2
06_baffin_extent_km2
07_baffin_extent_km2
08_baffin_extent_km2
09_baffin_extent_km2
10_baffin_extent_km2
11_baffin_extent_km2
12_baffin_extent_km2
01_baffin_area_km2
02_baffin_area_km2
03_baffin_area_km2
04_baffin_area_km2
05_baffin_area_km2
06_baffin_area_km2
07_baffin_area_km2
08_baffin_area_km2
09_baffin_area_km2
10_baffin_area_km2
11_baffin_area_km2
12_baffin_area_km2
01_bering_extent_km2
02_bering_extent_km2
03_bering_extent_km2
04_bering_extent_km2
05_bering_extent_km2
06_bering_extent_km2
07_bering_extent_km2
08_bering_extent_km2
09_bering_extent_km2
10_bering_extent_km2
11_bering_extent_km2
12_bering_extent_km2
01_bering_area_km2
02_bering_area_km2
03_bering_area_km2
04_bering_area_km2
05_bering_area_km2
06_bering_area_km2
07_bering_area_km2
08_bering_area_km2
09_bering_area_km2
10_bering_area_km2
11_bering_area_km2
12_bering_area_km2
01_centralarctic_extent_km2
02_centralarctic_extent_km2
03_centralarctic_extent_km2
04_centralarctic_extent_km2
05_centralarctic_extent_km2
06_centralarctic_extent_km2
07_centralarctic_extent_km2
08_centralarctic_extent_km2
09_centralarctic_extent_km2
10_centralarctic_extent_km2
11_centralarctic_extent_km2
12_centralarctic_extent_km2
01_centralarctic_area_km2
02_centralarctic_area_km2
03_centralarctic_area_km2
04_centralarctic_area_km2
05_centralarctic_area_km2
06_centralarctic_area_km2
07_centralarctic_area_km2
08_centralarctic_area_km2
09_centralarctic_area_km2
10_centralarctic_area_km2
11_centralarctic_area_km2
12_centralarctic_area_km2
01_canadianarchipelago_extent_km2
02_canadianarchipelago_extent_km2
03_canadianarchipelago_extent_km2
04_canadianarchipelago_extent_km2
05_canadianarchipelago_extent_km2
06_canadianarchipelago_extent_km2
07_canadianarchipelago_extent_km2
08_canadianarchipelago_extent_km2
09_canadianarchipelago_extent_km2
10_canadianarchipelago_extent_km2
11_canadianarchipelago_extent_km2
12_canadianarchipelago_extent_km2
01_canadianarchipelago_area_km2
02_canadianarchipelago_area_km2
03_canadianarchipelago_area_km2
04_canadianarchipelago_area_km2
05_canadianarchipelago_area_km2
06_canadianarchipelago_area_km2
07_canadianarchipelago_area_km2
08_canadianarchipelago_area_km2
09_canadianarchipelago_area_km2
10_canadianarchipelago_area_km2
11_canadianarchipelago_area_km2
12_canadianarchipelago_area_km2
01_beaufort_extent_km2
02_beaufort_extent_km2
03_beaufort_extent_km2
04_beaufort_extent_km2
05_beaufort_extent_km2
06_beaufort_extent_km2
07_beaufort_extent_km2
08_beaufort_extent_km2
09_beaufort_extent_km2
10_beaufort_extent_km2
11_beaufort_extent_km2
12_beaufort_extent_km2
01_beaufort_area_km2
02_beaufort_area_km2
03_beaufort_area_km2
04_beaufort_area_km2
05_beaufort_area_km2
06_beaufort_area_km2
07_beaufort_area_km2
08_beaufort_area_km2
09_beaufort_area_km2
10_beaufort_area_km2
11_beaufort_area_km2
12_beaufort_area_km2
01_greenland_extent_km2
02_greenland_extent_km2
03_greenland_extent_km2
04_greenland_extent_km2
05_greenland_extent_km2
06_greenland_extent_km2
07_greenland_extent_km2
08_greenland_extent_km2
09_greenland_extent_km2
10_greenland_extent_km2
11_greenland_extent_km2
12_greenland_extent_km2
01_greenland_area_km2
02_greenland_area_km2
03_greenland_area_km2
04_greenland_area_km2
05_greenland_area_km2
06_greenland_area_km2
07_greenland_area_km2
08_greenland_area_km2
09_greenland_area_km2
10_greenland_area_km2
11_greenland_area_km2
12_greenland_area_km2
01_okhotsk_extent_km2
02_okhotsk_extent_km2
03_okhotsk_extent_km2
04_okhotsk_extent_km2
05_okhotsk_extent_km2
06_okhotsk_extent_km2
07_okhotsk_extent_km2
08_okhotsk_extent_km2
09_okhotsk_extent_km2
10_okhotsk_extent_km2
11_okhotsk_extent_km2
12_okhotsk_extent_km2
01_okhotsk_area_km2
02_okhotsk_area_km2
03_okhotsk_area_km2
04_okhotsk_area_km2
05_okhotsk_area_km2
06_okhotsk_area_km2
07_okhotsk_area_km2
08_okhotsk_area_km2
09_okhotsk_area_km2
10_okhotsk_area_km2
11_okhotsk_area_km2
12_okhotsk_area_km2
01_barents_extent_km2
02_barents_extent_km2
03_barents_extent_km2
04_barents_extent_km2
05_barents_extent_km2
06_barents_extent_km2
07_barents_extent_km2
08_barents_extent_km2
09_barents_extent_km2
10_barents_extent_km2
11_barents_extent_km2
12_barents_extent_km2
01_barents_area_km2
02_barents_area_km2
03_barents_area_km2
04_barents_area_km2
05_barents_area_km2
06_barents_area_km2
07_barents_area_km2
08_barents_area_km2
09_barents_area_km2
10_barents_area_km2
11_barents_area_km2
12_barents_area_km2
01_chukchi_extent_km2
02_chukchi_extent_km2
03_chukchi_extent_km2
04_chukchi_extent_km2
05_chukchi_extent_km2
06_chukchi_extent_km2
07_chukchi_extent_km2
08_chukchi_extent_km2
09_chukchi_extent_km2
10_chukchi_extent_km2
11_chukchi_extent_km2
12_chukchi_extent_km2
01_chukchi_area_km2
02_chukchi_area_km2
03_chukchi_area_km2
04_chukchi_area_km2
05_chukchi_area_km2
06_chukchi_area_km2
07_chukchi_area_km2
08_chukchi_area_km2
09_chukchi_area_km2
10_chukchi_area_km2
11_chukchi_area_km2
12_chukchi_area_km2
Year
2000
14535974.0
15302491.0
15382748.0
14751192.0
13258767.0
11797237.0
9809609.0
7272316.0
6361242.0
8945551.0
10576434.0
12886842.0
12258901.0
13056740.0
13132054.0
12545238.0
11194701.0
9017787.0
6330325.0
4730271.0
4319254.0
6659689.0
8821528.0
10923703.0
872414.0
872414.0
872414.0
872414.0
872414.0
808062.0
742087.0
367170.0
260391.0
872414.0
872414.0
872414.0
852259.0
844467.0
857854.0
836682.0
779431.0
604948.0
451400.0
231302.0
160296.0
615641.0
836008.0
850851.0
917993.0
917993.0
917993.0
917993.0
917993.0
910867.0
607048.0
275420.0
168085.0
579819.0
846675.0
917993.0
860854.0
855443.0
862244.0
866164.0
816133.0
676554.0
327836.0
143225.0
79808.0
274930.0
648495.0
829964.0
1303711.0
1303711.0
1303711.0
1303711.0
1303711.0
1303711.0
1297267.0
1086390.0
927697.0
1303711.0
1303711.0
1303711.0
1294743.0
1296500.0
1292606.0
1287807.0
1270209.0
1130873.0
846273.0
709136.0
610203.0
1050760.0
1269226.0
1287454.0
99120.0
196973.0
91434.0
40089.0
33612.0
3652.0
0.0
NaN
NaN
NaN
7081.0
35404.0
31715.0
89175.0
27531.0
13432.0
10471.0
839.0
0.0
NaN
NaN
NaN
3337.0
11790.0
1231643.0
1231643.0
1231643.0
1231643.0
1231643.0
1088684.0
493280.0
79316.0
14081.0
31188.0
435790.0
1230487.0
1146618.0
1156281.0
1100508.0
1094669.0
1020316.0
689772.0
220016.0
20378.0
5288.0
10565.0
200441.0
908234.0
1140265.0
1343578.0
1385325.0
1195155.0
1031838.0
762050.0
350763.0
58100.0
56798.0
185188.0
577195.0
753463.0
910558.0
1083404.0
1133084.0
934077.0
779889.0
463951.0
145345.0
26083.0
31229.0
84634.0
359902.0
620472.0
914882.0
814737.0
754654.0
749782.0
481546.0
72951.0
1209.0
0.0
603.0
2427.0
35345.0
241485.0
622453.0
509522.0
507838.0
478745.0
198023.0
25489.0
208.0
0.0
111.0
1373.0
10219.0
88010.0
3224025.0
3224682.0
3224682.0
3224682.0
3224682.0
3224682.0
3224682.0
3178056.0
3177430.0
3189926.0
3201069.0
3218126.0
2804862.0
2879806.0
2871666.0
2890391.0
2856689.0
2685074.0
2388911.0
2396757.0
2348510.0
2591252.0
2717078.0
2816987.0
761228.0
761228.0
761228.0
761228.0
761228.0
740777.0
734370.0
534151.0
395816.0
758142.0
761228.0
761228.0
736756.0
726928.0
734342.0
736278.0
721033.0
583531.0
481871.0
260567.0
209767.0
543488.0
723291.0
741736.0
940219.0
940219.0
940219.0
940219.0
940219.0
940219.0
940219.0
770154.0
665251.0
940219.0
940219.0
940219.0
931887.0
935311.0
930737.0
931711.0
930660.0
801385.0
681881.0
488618.0
518341.0
759755.0
912947.0
924536.0
673849.0
719424.0
714469.0
800009.0
769052.0
724057.0
592082.0
403891.0
346315.0
436418.0
539304.0
697039.0
460231.0
525348.0
519146.0
588596.0
556321.0
496406.0
286131.0
175913.0
170016.0
289166.0
389641.0
512571.0
779934.0
1243279.0
1366359.0
958484.0
238799.0
53873.0
0.0
0.0
0.0
24661.0
72703.0
586254.0
324417.0
776696.0
913795.0
497221.0
82036.0
18396.0
0.0
0.0
0.0
8068.0
23372.0
271268.0
715202.0
741007.0
810658.0
792653.0
574907.0
354855.0
177921.0
3173.0
2615.0
29374.0
196130.0
461680.0
421164.0
499065.0
499012.0
517179.0
352833.0
189032.0
57020.0
568.0
487.0
9208.0
88844.0
286880.0
830271.0
830271.0
830271.0
830271.0
830271.0
808239.0
648682.0
516495.0
346162.0
592063.0
780649.0
830271.0
816305.0
813273.0
804044.0
814298.0
804500.0
651452.0
443434.0
277725.0
185198.0
420849.0
636230.0
761076.0
2001
14420073.0
15417612.0
15723336.0
14973707.0
13778176.0
11753749.0
9284882.0
7529956.0
6777849.0
8601947.0
10942561.0
12917951.0
12310431.0
13184236.0
13607450.0
13014464.0
11344274.0
9037528.0
6238943.0
4888347.0
4556744.0
6599549.0
9031291.0
10510430.0
872414.0
872414.0
872414.0
872414.0
872414.0
872414.0
846155.0
622844.0
672824.0
872414.0
872414.0
872414.0
851814.0
846345.0
847462.0
850796.0
842644.0
779462.0
583447.0
375740.0
432366.0
689056.0
818543.0
839593.0
917993.0
917993.0
917993.0
917993.0
917993.0
876418.0
624325.0
269238.0
166232.0
462865.0
854037.0
916738.0
845687.0
855554.0
875628.0
884240.0
808823.0
639535.0
314767.0
114015.0
68434.0
212223.0
635413.0
686085.0
1303711.0
1303711.0
1303711.0
1303711.0
1303711.0
1303711.0
1296832.0
1117820.0
1044688.0
1303711.0
1303711.0
1303711.0
1290881.0
1283126.0
1277597.0
1279568.0
1256905.0
1177323.0
894376.0
684529.0
711985.0
1129839.0
1268698.0
1288219.0
55223.0
179206.0
182978.0
75460.0
30601.0
4690.0
0.0
NaN
NaN
NaN
8064.0
25264.0
20662.0
72368.0
74144.0
27028.0
9792.0
922.0
0.0
NaN
NaN
NaN
3654.0
9038.0
1231643.0
1231643.0
1231643.0
1231643.0
1231643.0
967484.0
181510.0
88578.0
14690.0
24481.0
389325.0
1049512.0
1161592.0
1184324.0
1169384.0
1128032.0
893418.0
464160.0
97711.0
28402.0
5714.0
8762.0
155470.0
707908.0
1110602.0
1303085.0
1198565.0
1164517.0
1073133.0
769480.0
400303.0
61821.0
58855.0
149193.0
563021.0
769649.0
871674.0
1084393.0
995332.0
941595.0
761391.0
459101.0
143203.0
29950.0
33013.0
70548.0
345961.0
611615.0
542248.0
496199.0
598938.0
619671.0
419961.0
9600.0
3019.0
0.0
0.0
3615.0
181782.0
530532.0
292095.0
278177.0
384143.0
390773.0
157340.0
3286.0
510.0
0.0
0.0
1561.0
66697.0
269840.0
3224027.0
3224682.0
3224682.0
3224682.0
3224682.0
3224682.0
3205022.0
3147253.0
3058411.0
3133444.0
3224682.0
3224682.0
2848644.0
2814426.0
2884779.0
2894894.0
2858591.0
2739234.0
2444185.0
2416577.0
2294018.0
2498759.0
2773721.0
2756687.0
761228.0
761228.0
761228.0
761228.0
761228.0
729092.0
693928.0
584893.0
457180.0
679298.0
761228.0
761228.0
739732.0
741287.0
743857.0
735766.0
711742.0
602178.0
462263.0
312633.0
262442.0
477851.0
689604.0
716469.0
940219.0
940219.0
940219.0
940219.0
940219.0
940219.0
935853.0
870126.0
738060.0
921356.0
940219.0
940219.0
927806.0
928788.0
933674.0
924222.0
918552.0
859740.0
695166.0
572014.0
459467.0
788318.0
901120.0
916152.0
825816.0
854038.0
928080.0
908803.0
830926.0
722600.0
457303.0
248472.0
158800.0
372765.0
548559.0
665184.0
629744.0
610248.0
720320.0
708564.0
584355.0
440302.0
192035.0
92508.0
65952.0
220271.0
411693.0
440524.0
1106238.0
1538651.0
1589036.0
1077871.0
596099.0
146560.0
0.0
0.0
0.0
20720.0
43583.0
425594.0
620428.0
1106198.0
1104894.0
701002.0
320153.0
68013.0
0.0
0.0
0.0
6980.0
14747.0
162562.0
593778.0
753374.0
936941.0
931466.0
714912.0
425059.0
64448.0
16095.0
0.0
36433.0
416490.0
552352.0
375063.0
497491.0
697390.0
689409.0
429359.0
194999.0
15611.0
3406.0
0.0
13962.0
213847.0
282492.0
830271.0
830271.0
830271.0
830271.0
830271.0
760629.0
576184.0
502816.0
408109.0
621653.0
830271.0
830271.0
800887.0
801185.0
806795.0
809719.0
781365.0
609103.0
395669.0
258573.0
223353.0
481419.0
729920.0
807315.0
2002
14568011.0
15465497.0
15536855.0
14455330.0
13175821.0
11774150.0
9579813.0
6568202.0
5981516.0
8825055.0
10802291.0
12894841.0
12223496.0
13388064.0
13389329.0
12369194.0
11127146.0
9159786.0
6369457.0
4247363.0
3990995.0
6215173.0
8703520.0
10601120.0
872414.0
872414.0
872414.0
872414.0
872414.0
862786.0
802829.0
394697.0
363230.0
872414.0
872414.0
872414.0
856996.0
855392.0
856242.0
852045.0
832907.0
687555.0
528639.0
228371.0
251173.0
663026.0
828837.0
846951.0
917993.0
917993.0
917993.0
917993.0
917993.0
916717.0
811743.0
289303.0
373336.0
704879.0
917993.0
917993.0
882924.0
885297.0
883508.0
869702.0
840579.0
755358.0
451333.0
119710.0
151911.0
478581.0
743035.0
863592.0
1303711.0
1303711.0
1303711.0
1303711.0
1303711.0
1303711.0
1227925.0
737429.0
663199.0
1268075.0
1303711.0
1303711.0
1292294.0
1292114.0
1287797.0
1281845.0
1214953.0
1084405.0
800757.0
469833.0
431317.0
772870.0
1242620.0
1274400.0
74758.0
229617.0
215728.0
38264.0
25945.0
2087.0
0.0
NaN
NaN
NaN
8065.0
26141.0
23214.0
122751.0
65094.0
13397.0
8860.0
448.0
0.0
NaN
NaN
NaN
3511.0
9384.0
1231643.0
1231643.0
1231643.0
1231643.0
1231643.0
1154010.0
463368.0
61386.0
13462.0
17010.0
545263.0
1231643.0
1110977.0
1178943.0
1178875.0
1120655.0
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782046.0
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17298.0
4946.0
6160.0
173036.0
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56324.0
44592.0
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450481.0
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451150.0
136378.0
27568.0
24374.0
47426.0
222024.0
540088.0
768270.0
915856.0
740465.0
501725.0
258277.0
34263.0
3020.0
0.0
0.0
3609.0
26361.0
220859.0
507370.0
656677.0
440333.0
311152.0
103531.0
12681.0
512.0
0.0
0.0
1600.0
7129.0
74737.0
3224682.0
3224682.0
3224682.0
3224682.0
3224682.0
3224682.0
3224682.0
3213529.0
3196484.0
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2010
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2011
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2012
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NaN
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NaN
NaN
NaN
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1124.0
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16422.0
552.0
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610773.0
780675.0
2013
13913058.0
14813126.0
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830271.0
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2014
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2015
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0.0
NaN
NaN
NaN
7584.0
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521.0
0.0
NaN
NaN
NaN
3519.0
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1231643.0
1231643.0
1231643.0
1231643.0
1033229.0
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92.0
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3224682.0
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202011.0
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351984.0
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246473.0
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1366.0
383.0
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830271.0
830271.0
830271.0
830271.0
648669.0
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754225.0
In [8]:
# Calculate residuals
# Subtract the column mean from every element in both Data Frames
# QUESTION: should these be normalized to a Z-score by dividing by the stdev??
modice_res = modice - modice.mean()
seaice_res = seaice - seaice.mean()
In [15]:
modice_res
Out[15]:
NHem_1strike_MODICE_area_km^2
NHem_1strike_MODICE_NS_km^2
NHem_2strike_MODICE_area_km^2
NHem_2strike_MODICE_NS_km^2
NHem_3strike_MODICE_area_km^2
NHem_3strike_MODICE_NS_km^2
Arctic_1strike_MODICE_area_km^2
Arctic_1strike_MODICE_NS_km^2
Arctic_2strike_MODICE_area_km^2
Arctic_2strike_MODICE_NS_km^2
Arctic_3strike_MODICE_area_km^2
Arctic_3strike_MODICE_NS_km^2
Alaskag_1strike_MODICE_area_km^2
Alaskag_1strike_MODICE_NS_km^2
Alaskag_2strike_MODICE_area_km^2
Alaskag_2strike_MODICE_NS_km^2
Alaskag_3strike_MODICE_area_km^2
Alaskag_3strike_MODICE_NS_km^2
Altaigl_1strike_MODICE_area_km^2
Altaigl_1strike_MODICE_NS_km^2
Altaigl_2strike_MODICE_area_km^2
Altaigl_2strike_MODICE_NS_km^2
Altaigl_3strike_MODICE_area_km^2
Altaigl_3strike_MODICE_NS_km^2
Baffing_1strike_MODICE_area_km^2
Baffing_1strike_MODICE_NS_km^2
Baffing_2strike_MODICE_area_km^2
Baffing_2strike_MODICE_NS_km^2
Baffing_3strike_MODICE_area_km^2
Baffing_3strike_MODICE_NS_km^2
Ellesme_1strike_MODICE_area_km^2
Ellesme_1strike_MODICE_NS_km^2
Ellesme_2strike_MODICE_area_km^2
Ellesme_2strike_MODICE_NS_km^2
Ellesme_3strike_MODICE_area_km^2
Ellesme_3strike_MODICE_NS_km^2
FrnJLnd_1strike_MODICE_area_km^2
FrnJLnd_1strike_MODICE_NS_km^2
FrnJLnd_2strike_MODICE_area_km^2
FrnJLnd_2strike_MODICE_NS_km^2
FrnJLnd_3strike_MODICE_area_km^2
FrnJLnd_3strike_MODICE_NS_km^2
Greenland_1strike_MODICE_area_km^2
Greenland_1strike_MODICE_NS_km^2
Greenland_2strike_MODICE_area_km^2
Greenland_2strike_MODICE_NS_km^2
Greenland_3strike_MODICE_area_km^2
Greenland_3strike_MODICE_NS_km^2
HghMtnA_1strike_MODICE_area_km^2
HghMtnA_1strike_MODICE_NS_km^2
HghMtnA_2strike_MODICE_area_km^2
HghMtnA_2strike_MODICE_NS_km^2
HghMtnA_3strike_MODICE_area_km^2
HghMtnA_3strike_MODICE_NS_km^2
Him+Kar_1strike_MODICE_area_km^2
Him+Kar_1strike_MODICE_NS_km^2
Him+Kar_2strike_MODICE_area_km^2
Him+Kar_2strike_MODICE_NS_km^2
Him+Kar_3strike_MODICE_area_km^2
Him+Kar_3strike_MODICE_NS_km^2
Iceland_1strike_MODICE_area_km^2
Iceland_1strike_MODICE_NS_km^2
Iceland_2strike_MODICE_area_km^2
Iceland_2strike_MODICE_NS_km^2
Iceland_3strike_MODICE_area_km^2
Iceland_3strike_MODICE_NS_km^2
NW_Amer_1strike_MODICE_area_km^2
NW_Amer_1strike_MODICE_NS_km^2
NW_Amer_2strike_MODICE_area_km^2
NW_Amer_2strike_MODICE_NS_km^2
NW_Amer_3strike_MODICE_area_km^2
NW_Amer_3strike_MODICE_NS_km^2
Nov_Zem_1strike_MODICE_area_km^2
Nov_Zem_1strike_MODICE_NS_km^2
Nov_Zem_2strike_MODICE_area_km^2
Nov_Zem_2strike_MODICE_NS_km^2
Nov_Zem_3strike_MODICE_area_km^2
Nov_Zem_3strike_MODICE_NS_km^2
Nthasia_1strike_MODICE_area_km^2
Nthasia_1strike_MODICE_NS_km^2
Nthasia_2strike_MODICE_area_km^2
Nthasia_2strike_MODICE_NS_km^2
Nthasia_3strike_MODICE_area_km^2
Nthasia_3strike_MODICE_NS_km^2
Pam+Kun_1strike_MODICE_area_km^2
Pam+Kun_1strike_MODICE_NS_km^2
Pam+Kun_2strike_MODICE_area_km^2
Pam+Kun_2strike_MODICE_NS_km^2
Pam+Kun_3strike_MODICE_area_km^2
Pam+Kun_3strike_MODICE_NS_km^2
Scandin_1strike_MODICE_area_km^2
Scandin_1strike_MODICE_NS_km^2
Scandin_2strike_MODICE_area_km^2
Scandin_2strike_MODICE_NS_km^2
Scandin_3strike_MODICE_area_km^2
Scandin_3strike_MODICE_NS_km^2
Sev_Zem_1strike_MODICE_area_km^2
Sev_Zem_1strike_MODICE_NS_km^2
Sev_Zem_2strike_MODICE_area_km^2
Sev_Zem_2strike_MODICE_NS_km^2
Sev_Zem_3strike_MODICE_area_km^2
Sev_Zem_3strike_MODICE_NS_km^2
Sib+Kam_1strike_MODICE_area_km^2
Sib+Kam_1strike_MODICE_NS_km^2
Sib+Kam_2strike_MODICE_area_km^2
Sib+Kam_2strike_MODICE_NS_km^2
Sib+Kam_3strike_MODICE_area_km^2
Sib+Kam_3strike_MODICE_NS_km^2
Svalbar_1strike_MODICE_area_km^2
Svalbar_1strike_MODICE_NS_km^2
Svalbar_2strike_MODICE_area_km^2
Svalbar_2strike_MODICE_NS_km^2
Svalbar_3strike_MODICE_area_km^2
Svalbar_3strike_MODICE_NS_km^2
Tianshn_1strike_MODICE_area_km^2
Tianshn_1strike_MODICE_NS_km^2
Tianshn_2strike_MODICE_area_km^2
Tianshn_2strike_MODICE_NS_km^2
Tianshn_3strike_MODICE_area_km^2
Tianshn_3strike_MODICE_NS_km^2
Tib+Qil_1strike_MODICE_area_km^2
Tib+Qil_1strike_MODICE_NS_km^2
Tib+Qil_2strike_MODICE_area_km^2
Tib+Qil_2strike_MODICE_NS_km^2
Tib+Qil_3strike_MODICE_area_km^2
Tib+Qil_3strike_MODICE_NS_km^2
Year
2000
86371.03125
992.74375
113257.73125
1046.08125
151424.26875
1064.16875
75894.825
992.3375
99168.48125
1044.80625
132336.64375
1059.225
21688.1875
4.96875
27651.94375
5.30625
33578.3375
5.175
173.0375
0.0
199.0375
0.0
211.9125
0.0
2185.5125
-0.19375
2343.8125
-0.40625
2693.95
-0.13125
410.5875
5.55
506.99375
5.4625
800.475
5.4625
239.20625
-0.0125
113.74375
-0.0125
77.45625
-0.0125
7219.40625
90.85625
7461.65625
90.2125
8031.64375
89.06875
5817.8875
0.0625
7016.46875
0.0625
8610.19375
0.25
3030.88125
0.0625
3219.39375
0.0625
3956.79375
0.0625
485.95
0.0
341.475
0.0
256.4625
0.0
6852.21875
0.28125
10809.43125
0.23125
15860.0125
0.675
408.09375
1.475
426.825
1.50625
625.81875
2.44375
698.64375
0.0
1607.3125
0.0
3025.43125
0.0
-535.525
0.0
-689.93125
0.0
-769.3875
0.1875
2716.9625
0.3
3598.69375
0.8625
4406.00625
0.8625
181.2375
12.14375
437.49375
12.04375
758.9625
12.04375
525.63125
0.0
1408.18125
0.0
2813.51875
0.0
2284.31875
12.1625
2244.85
12.43125
2252.5
12.74375
3180.13125
0.0
4220.19375
0.0
5035.03125
0.0
142.36875
0.0
266.825
0.0
387.6625
0.0
2001
31151.43125
948.04375
29894.63125
974.58125
29628.66875
1001.06875
36053.325
948.3375
35527.78125
972.70625
36440.44375
995.525
11890.4875
4.16875
11956.14375
3.40625
12419.2375
3.475
-5.1625
0.0
-12.1625
0.0
-26.2875
0.0
1074.8125
-0.39375
1358.1125
0.29375
1551.95
0.26875
6088.2875
8.75
7192.99375
8.8625
8490.775
8.6625
11.70625
-0.0125
-53.25625
-0.0125
-38.24375
-0.0125
3924.60625
114.45625
3355.45625
116.3125
3320.74375
119.76875
-5461.7125
0.0625
-6159.73125
0.0625
-7026.40625
0.05
278.18125
0.0625
-353.50625
0.0625
-942.40625
0.0625
517.75
0.0
421.275
0.0
362.6625
0.0
3818.41875
0.28125
4265.83125
0.23125
4738.6125
0.175
-569.50625
0.975
-668.375
0.60625
-797.18125
0.64375
158.14375
0.0
114.3125
0.0
21.93125
0.0
-5857.925
0.0
-6135.43125
0.0
-6609.5875
-0.0125
-392.5375
0.1
-617.60625
-0.0375
-667.39375
-0.0375
128.0375
17.54375
237.49375
17.44375
322.0625
17.44375
163.33125
0.0
126.48125
0.0
48.31875
0.0
-314.58125
9.3625
-420.35
9.43125
-472.2
9.74375
545.13125
0.0
777.49375
0.0
1026.13125
0.0
-427.13125
0.0
-448.275
0.0
-500.5375
0.0
2002
17284.63125
728.24375
19578.13125
742.18125
27027.86875
738.36875
11911.925
728.9375
11718.98125
743.00625
17151.44375
740.525
2386.4875
2.46875
1591.94375
3.80625
780.8375
3.675
-35.4625
0.0
-56.9625
0.0
-78.8875
0.0
1476.2125
-0.19375
1097.7125
-0.40625
826.85
-0.63125
3154.0875
3.35
2684.49375
3.0625
2749.075
2.8625
140.20625
-0.0125
58.34375
-0.0125
46.35625
-0.0125
958.90625
80.35625
622.85625
84.4125
321.54375
86.26875
3937.0875
0.0625
5515.96875
0.0625
6794.99375
0.05
2454.58125
0.0625
3936.59375
0.0625
5133.99375
0.0625
65.45
0.0
-8.025
0.0
47.7625
0.0
3818.81875
0.08125
5759.63125
-0.16875
7715.3125
-0.025
334.69375
-0.025
414.125
-0.39375
613.61875
-0.15625
463.14375
0.0
565.8125
0.0
699.43125
0.0
878.675
0.0
919.96875
0.0
956.9125
-0.0125
-1028.1375
-0.1
-1559.30625
-0.2375
-2050.19375
-0.2375
-78.4625
9.74375
245.59375
9.64375
456.0625
9.64375
498.63125
0.0
622.78125
0.0
778.31875
0.0
-1406.98125
8.8625
-1249.65
8.73125
-1236.2
8.64375
432.43125
0.0
358.49375
0.0
215.93125
0.0
171.36875
0.0
300.925
0.0
488.1625
0.0
2003
2738.53125
681.64375
1134.83125
778.38125
500.56875
887.56875
-8358.275
681.5375
-9537.61875
778.50625
-10691.45625
887.925
-4177.3125
1.96875
-5572.05625
4.20625
-7566.1625
4.375
-73.1625
0.0
-90.9625
0.0
-113.6875
0.0
1469.4125
0.90625
2122.1125
1.59375
2599.05
1.36875
166.8875
5.15
-414.30625
5.0625
-923.025
5.4625
119.40625
-0.0125
52.34375
-0.0125
48.65625
-0.0125
97.00625
83.55625
190.95625
85.4125
-92.95625
86.06875
7493.5875
0.0625
6911.86875
0.0625
6894.79375
0.05
2240.08125
0.0625
2292.29375
0.0625
2517.49375
0.0625
165.45
0.0
131.775
0.0
102.3625
0.0
-1761.18125
0.08125
-2320.76875
0.03125
-3082.4875
-0.225
82.69375
-0.025
128.425
0.40625
128.21875
0.24375
0.14375
0.0
-130.9875
0.0
-383.56875
0.0
3637.475
0.0
3296.96875
0.0
3297.8125
-0.0125
-787.3375
0.1
-1039.00625
-0.0375
-1128.49375
-0.0375
401.3375
7.84375
492.89375
7.74375
589.3625
7.74375
73.33125
0.0
-40.11875
0.0
-269.88125
0.0
-1909.88125
6.1625
-1740.55
6.03125
-1707.1
5.94375
977.53125
0.0
784.09375
0.0
619.73125
0.0
638.46875
0.0
538.525
0.0
459.7625
0.0
2004
26674.23125
815.84375
47507.63125
833.18125
79535.46875
822.06875
11770.425
816.5375
28016.08125
834.00625
56555.24375
823.725
-13241.5125
2.16875
-15168.95625
1.60625
-17718.8625
1.775
-49.3625
0.0
-31.0625
0.0
-34.0875
0.0
2914.5125
-0.39375
3108.0125
-0.60625
3380.85
-0.43125
8495.8875
5.15
9627.69375
4.8625
11280.075
4.6625
-68.59375
-0.0125
-144.35625
-0.0125
-147.94375
-0.0125
1698.20625
76.65625
1001.45625
80.9125
795.54375
81.36875
11238.8875
0.0625
12319.56875
0.0625
12885.69375
0.05
1741.28125
0.0625
3421.89375
0.0625
4423.19375
0.0625
250.75
0.0
167.575
0.0
66.8625
0.0
-3971.58125
-0.81875
-5404.76875
-0.86875
-7057.5875
-0.825
-825.30625
0.175
-698.475
-0.19375
-757.68125
-0.35625
1395.14375
0.0
1938.1125
0.0
2562.23125
0.0
8717.775
0.0
8383.86875
0.0
8121.2125
-0.0125
-291.6375
-0.1
-536.30625
-0.2375
-646.59375
-0.2375
-520.8625
7.64375
-767.10625
7.54375
-836.8375
7.54375
1444.63125
0.0
1969.08125
0.0
2596.31875
0.0
-1982.28125
12.3625
-1421.75
12.43125
-1173.7
12.34375
571.13125
0.0
445.99375
0.0
368.63125
0.0
208.66875
0.0
67.825
0.0
-27.2375
0.0
2005
-4293.26875
701.84375
-9444.76875
821.98125
-10131.73125
845.66875
-14195.475
702.1375
-20306.41875
822.20625
-23262.75625
845.225
-4557.5125
2.66875
-6132.05625
3.60625
-7505.5625
3.075
41.8375
0.0
60.6375
0.0
64.7125
0.0
1355.0125
1.10625
1326.3125
1.29375
1514.65
1.96875
-589.1125
4.65
-1574.50625
4.5625
-2320.225
4.6625
12.10625
-0.0125
-41.95625
-0.0125
-14.24375
-0.0125
-1792.59375
74.35625
-2009.94375
76.6125
-2040.15625
75.06875
7439.2875
0.0625
7701.16875
0.0625
8656.49375
0.05
765.88125
0.0625
932.29375
0.0625
1587.79375
0.0625
142.75
0.0
110.275
0.0
31.6625
0.0
-633.78125
0.48125
-825.86875
0.23125
-604.2875
0.175
-193.20625
-0.025
131.425
0.00625
297.11875
0.04375
354.94375
0.0
434.8125
0.0
565.03125
0.0
4873.075
0.0
4725.86875
0.0
4717.3125
-0.0125
975.2625
0.3
1648.09375
1.4625
2559.10625
1.4625
-626.0625
6.14375
-970.20625
6.04375
-1261.2375
6.04375
313.13125
0.0
374.18125
0.0
500.31875
0.0
159.21875
11.9625
225.95
11.83125
320.3
11.94375
1053.73125
0.0
1265.99375
0.0
1504.53125
0.0
746.56875
0.0
777.025
0.0
846.8625
0.0
2006
20203.33125
854.04375
22371.93125
864.28125
24813.66875
870.76875
28978.825
854.9375
34127.58125
864.70625
39737.44375
871.425
3242.0875
1.96875
4389.44375
1.90625
6183.6375
2.575
7.5375
0.0
2.2375
0.0
-0.3875
0.0
1996.6125
2.00625
2452.0125
2.59375
3197.55
3.26875
3675.4875
8.35
4692.19375
9.1625
5956.975
9.9625
95.60625
-0.0125
29.74375
-0.0125
35.55625
-0.0125
5624.50625
77.05625
6697.85625
73.2125
7639.04375
74.66875
-6455.4125
0.0625
-8013.73125
0.0625
-9569.10625
0.05
-2082.01875
0.0625
-3007.20625
0.0625
-3685.70625
0.0625
-127.95
0.0
7.475
0.0
-5.2375
0.0
-2475.38125
-0.11875
-2976.36875
0.23125
-3108.4875
-0.025
253.09375
0.175
136.125
0.20625
92.81875
0.04375
-84.45625
0.0
-206.5875
0.0
-441.66875
0.0
-2890.525
0.0
-3289.83125
0.0
-3872.6875
-0.0125
-1299.7375
-0.1
-1954.50625
-0.2375
-2584.49375
-0.2375
-161.7625
10.04375
-258.80625
9.94375
-323.4375
9.94375
-91.96875
0.0
-208.81875
0.0
-441.38125
0.0
547.91875
13.1625
480.95
13.33125
516.1
13.24375
-1032.96875
0.0
-1317.20625
0.0
-1593.76875
0.0
-449.93125
0.0
-399.475
0.0
-416.8375
0.0
2007
-1873.16875
594.74375
-1704.86875
607.58125
-2099.43125
644.06875
3201.325
595.6375
4236.78125
608.40625
4646.54375
645.625
-2301.2125
3.06875
-2990.35625
4.20625
-3360.7625
4.375
-98.3625
0.0
-134.0625
0.0
-174.3875
0.0
403.0125
-0.39375
902.0125
-0.60625
1704.75
-0.83125
-2684.0125
2.15
-3463.30625
1.8625
-4191.225
1.8625
79.30625
-0.0125
17.34375
-0.0125
33.85625
-0.0125
-549.09375
72.15625
-683.14375
71.7125
-539.25625
73.16875
-5943.2125
0.0625
-7085.93125
0.0625
-8097.40625
0.05
-686.71875
0.0625
-772.60625
0.0625
-725.60625
0.0625
-138.25
0.0
-140.825
0.0
-71.9375
0.0
6394.11875
-0.31875
7413.13125
0.03125
8637.4125
0.175
-452.30625
-0.725
-608.075
0.20625
-717.48125
0.04375
-153.55625
0.0
-140.2875
0.0
-237.56875
0.0
-4247.125
0.0
-4848.33125
0.0
-5538.1875
-0.0125
1737.9625
-0.1
2451.59375
-0.2375
3039.70625
-0.2375
1035.6375
9.54375
1096.99375
9.44375
981.2625
9.44375
-55.26875
0.0
-6.11875
0.0
-63.18125
0.0
660.61875
11.0625
608.05
11.13125
606.7
11.04375
-1130.86875
0.0
-1589.10625
0.0
-1997.16875
0.0
121.56875
0.0
124.025
0.0
163.5625
0.0
2008
10317.73125
568.94375
10149.63125
570.38125
7729.86875
568.16875
14223.625
569.8375
13481.28125
572.00625
10372.34375
569.625
17630.6875
4.16875
21945.94375
2.70625
27356.9375
3.075
-217.0625
0.0
-273.3625
0.0
-314.9875
0.0
-1555.7875
-0.39375
-1853.5875
-0.60625
-2191.05
-0.63125
-3725.0125
9.15
-4440.20625
9.1625
-5273.325
9.1625
-1022.59375
-0.0125
48.24375
-0.0125
46.55625
-0.0125
-76.99375
71.75625
-590.24375
75.8125
-777.05625
77.06875
-5319.0125
0.0625
-4786.13125
0.0625
-4205.60625
0.05
2055.78125
0.0625
2395.79375
0.0625
2849.39375
0.0625
148.75
0.0
120.175
0.0
100.8625
0.0
3796.31875
0.68125
4250.63125
0.43125
4453.7125
0.175
-306.30625
-0.325
68.925
0.20625
137.41875
0.04375
-311.15625
0.0
-448.0875
0.0
-684.26875
0.0
-6918.625
0.0
-6821.63125
0.0
-6773.7875
-0.0125
-57.9375
0.1
-353.80625
-0.0375
-604.09375
-0.0375
268.4375
6.54375
240.49375
6.44375
205.0625
6.44375
-94.06875
0.0
-174.61875
0.0
-369.28125
0.0
1681.11875
8.0625
1335.35
7.93125
1119.9
7.84375
-1409.06875
0.0
-1419.10625
0.0
-1462.26875
0.0
952.86875
0.0
1058.925
0.0
1181.0625
0.0
2009
-4708.16875
583.14375
-10250.36875
573.18125
-18973.93125
555.46875
-10053.875
583.4375
-18861.31875
572.40625
-28535.15625
553.725
-6574.6125
3.06875
-7455.65625
2.10625
-8901.3625
2.175
467.1375
0.0
592.3375
0.0
742.6125
0.0
-2461.8875
-0.39375
-2817.3875
-0.60625
-3390.75
-0.83125
-1730.9125
2.75
-2732.60625
2.6625
-3241.125
2.4625
230.80625
-0.0125
104.64375
-0.0125
72.55625
-0.0125
2669.70625
76.65625
1782.15625
73.8125
1530.74375
72.56875
6315.0875
0.0625
9958.96875
0.0625
11686.39375
0.05
-1505.61875
0.0625
-1243.10625
0.0625
-1429.40625
0.0625
266.85
0.0
311.175
0.0
292.7625
0.0
-3293.48125
-0.81875
-4205.86875
-0.16875
-5380.5875
-0.225
698.09375
0.975
753.125
1.10625
804.21875
1.14375
104.24375
0.0
-34.1875
0.0
-295.26875
0.0
3019.675
0.0
5533.06875
0.0
6611.2125
-0.0125
-2.5375
0.1
820.79375
0.1625
1524.30625
0.1625
-365.2625
13.64375
-452.00625
14.44375
-365.6375
14.44375
-362.86875
0.0
-626.51875
0.0
-1037.88125
0.0
948.11875
14.2625
821.25
14.33125
747.5
14.44375
4248.93125
0.0
5071.69375
0.0
5809.33125
0.0
552.16875
0.0
597.325
0.0
695.2625
0.0
2010
-61255.06875
583.54375
-53597.06875
602.18125
-64764.23125
610.36875
-61586.375
584.4375
-61302.61875
603.70625
-76118.75625
611.925
-11770.9125
2.46875
-13505.15625
4.40625
-15526.0625
4.075
112.0375
0.0
151.0375
0.0
177.2125
0.0
-2774.1875
-0.19375
-3045.9875
-0.20625
-3618.95
-0.13125
-6398.2125
0.85
-4140.10625
0.5625
-4283.325
0.3625
50.30625
-0.0125
65.44375
-0.0125
62.85625
-0.0125
-9061.39375
73.25625
-5995.34375
76.6125
-5957.65625
77.66875
1439.2875
0.0625
7816.86875
0.0625
11015.39375
0.05
1001.98125
0.0625
3116.79375
0.0625
4024.79375
0.0625
-477.85
0.0
-431.525
0.0
-405.3375
0.0
-2304.28125
-0.31875
-3179.86875
0.03125
-4583.7875
0.875
715.49375
-0.325
695.525
-0.39375
860.01875
-0.55625
-461.15625
0.0
-704.3875
0.0
-1068.66875
0.0
1433.175
0.0
5284.06875
0.0
7425.4125
-0.0125
-1605.3375
-0.1
-1933.90625
-0.2375
-2516.29375
-0.2375
-248.0625
12.54375
-255.20625
12.44375
-183.8375
12.44375
-573.16875
0.0
-855.31875
0.0
-1245.88125
0.0
90.51875
8.0625
67.75
8.13125
-42.2
8.04375
72.73125
0.0
300.49375
0.0
495.63125
0.0
-1068.53125
0.0
-884.475
0.0
-930.5375
0.0
2011
-50051.16875
524.54375
-64799.46875
511.18125
-83313.33125
500.06875
-37127.475
525.4375
-49403.81875
512.70625
-65276.85625
502.625
1690.3875
0.26875
2531.54375
0.80625
3312.1375
0.675
-225.3625
0.0
-281.1625
0.0
-346.9875
0.0
-1828.8875
-0.39375
-2280.5875
-0.60625
-2675.15
-0.83125
-6678.3125
7.05
-7872.20625
6.9625
-9120.425
6.7625
64.90625
-0.0125
11.54375
-0.0125
18.15625
-0.0125
-4909.89375
57.75625
-5330.54375
56.4125
-5579.85625
54.76875
-9344.5125
0.0625
-10282.03125
0.0625
-11333.80625
0.05
-2002.81875
0.0625
-3244.40625
0.0625
-4267.40625
0.0625
-1550.25
0.0
-1439.125
0.0
-1304.7375
0.0
4130.91875
0.68125
5194.23125
0.43125
6185.8125
0.375
-209.10625
-0.325
-330.975
0.00625
-495.78125
0.04375
-578.35625
0.0
-631.7875
0.0
-506.96875
0.0
-7188.825
0.0
-6687.73125
0.0
-6519.8875
-0.0125
-950.2375
-0.1
-1315.70625
-0.2375
-1618.99375
-0.2375
-799.4625
12.14375
-926.40625
12.04375
-1113.1375
12.04375
-352.96875
0.0
-350.71875
0.0
-159.98125
0.0
-482.58125
12.3625
-551.75
12.43125
-607.6
12.34375
-130.96875
0.0
-295.00625
0.0
-437.46875
0.0
-21.83125
0.0
-54.975
0.0
-109.0375
0.0
2012
-16575.56875
643.04375
-21999.96875
633.78125
-32998.63125
639.86875
-22856.775
643.9375
-28890.81875
635.30625
-40669.15625
642.625
9945.0875
-0.33125
11060.84375
-0.89375
11695.4375
-1.225
-299.0625
0.0
-356.4625
0.0
-404.2875
0.0
-3396.6875
-0.59375
-3670.0875
-0.80625
-4169.75
-0.83125
-5440.0125
8.55
-6268.90625
9.1625
-7213.425
8.9625
100.30625
-0.0125
44.74375
-0.0125
44.35625
-0.0125
-7070.19375
73.05625
-6588.64375
74.9125
-6398.55625
74.46875
6196.7875
0.0625
6668.26875
0.0625
7480.39375
0.05
-214.91875
0.0625
192.09375
0.0625
266.59375
0.0625
-316.25
0.0
-113.625
0.0
-169.2375
0.0
839.61875
1.38125
136.03125
1.33125
-838.4875
1.075
238.49375
-0.325
150.125
-0.69375
133.81875
-0.55625
-642.95625
0.0
-902.8875
0.0
-1267.66875
0.0
7699.675
0.0
8123.06875
0.0
9158.8125
-0.0125
2341.9625
-0.1
3188.49375
-0.2375
3823.00625
-0.2375
-222.6625
9.54375
-140.10625
9.94375
19.8625
9.94375
-343.96875
0.0
-546.41875
0.0
-863.38125
0.0
1185.31875
14.9625
1160.55
14.83125
1206.0
14.74375
-1637.66875
0.0
-1903.20625
0.0
-2154.06875
0.0
349.66875
0.0
256.225
0.0
209.0625
0.0
2013
-24555.06875
592.74375
-32241.76875
611.18125
-39459.83125
607.16875
-10236.575
588.9375
-11207.21875
608.00625
-13737.95625
605.225
-9271.8125
1.96875
-10874.55625
1.60625
-12822.0625
2.575
321.9375
0.0
416.3375
0.0
526.6125
0.0
-286.0875
0.70625
-355.8875
0.69375
-346.05
0.46875
8605.9875
4.45
11165.09375
5.0625
13381.175
5.2625
-157.49375
-0.0125
-196.95625
-0.0125
-164.94375
-0.0125
-1467.19375
54.95625
-1937.84375
58.6125
-2040.95625
59.46875
-10206.1125
0.0625
-14932.83125
0.0625
-17959.90625
0.05
-3872.31875
0.0625
-5344.60625
0.0625
-6125.30625
0.0625
106.85
0.0
101.475
0.0
48.6625
0.0
-5185.88125
0.88125
-6625.96875
0.93125
-8290.5875
1.075
-843.60625
0.175
-1037.575
0.00625
-1195.98125
-0.15625
168.24375
0.0
173.8125
0.0
130.13125
0.0
-4344.425
0.0
-6972.33125
0.0
-8611.2875
-0.0125
-1145.3375
-0.1
-1798.70625
-0.2375
-2458.09375
-0.2375
848.0375
10.64375
1005.09375
10.74375
987.0625
10.74375
-153.76875
0.0
-242.51875
0.0
-396.48125
0.0
-990.98125
10.6625
-1069.75
10.73125
-1052.8
10.84375
-1081.76875
0.0
-1580.50625
0.0
-2049.36875
0.0
-907.73125
0.0
-1035.375
0.0
-1173.9375
0.0
2014
-7541.66875
-4904.15625
-8323.36875
-5083.01875
-8875.53125
-5174.23125
-3103.475
-4906.0625
-900.41875
-5084.49375
1099.94375
-5174.475
-6267.5125
-17.53125
-7332.45625
-19.39375
-8224.2625
-19.925
-1.7625
0.0
-23.2625
0.0
-43.2875
0.0
-915.2875
-0.59375
-999.0875
-0.80625
-1232.85
-1.03125
702.6875
-37.65
408.29375
-37.9375
399.475
-37.8375
261.90625
0.1875
119.04375
0.1875
76.75625
0.1875
-543.89375
-538.34375
-779.14375
-547.3875
-937.25625
-550.63125
-2754.7125
-0.4375
-4847.13125
-0.4375
-6300.00625
-0.45
-162.51875
-0.4375
-428.50625
-0.4375
-825.40625
-0.4375
-148.95
0.0
-208.225
0.0
-124.7375
0.0
-5506.58125
-1.21875
-7016.86875
-1.46875
-8686.9875
-1.725
956.99375
-0.925
822.425
-1.29375
756.31875
-1.45625
-611.85625
0.0
-940.4875
0.0
-1334.66875
0.0
-66.925
0.0
-1466.73125
0.0
-2144.2875
-0.0125
-1398.0375
-0.1
-2078.80625
-0.2375
-2711.39375
-0.2375
749.0375
-72.85625
1047.99375
-72.95625
1203.6625
-72.95625
-610.16875
0.0
-917.21875
0.0
-1291.38125
0.0
-409.88125
-76.7375
-563.35
-76.86875
-657.6
-76.95625
-1920.36875
0.0
-2300.10625
0.0
-2623.56875
0.0
-604.83125
0.0
-651.775
0.0
-706.8375
0.0
2015
-23887.76875
-4908.95625
-41532.86875
-5087.11875
-60043.73125
-5180.63125
-14515.975
-4910.3625
-25866.71875
-5087.99375
-40047.95625
-5180.475
-10311.0125
-17.53125
-12096.55625
-19.39375
-13701.4625
-19.925
-118.7625
0.0
-162.1625
0.0
-185.7875
0.0
343.7125
-0.59375
312.5125
-0.80625
154.95
-1.03125
-4054.3125
-38.25
-5371.60625
-38.5375
-6491.925
-38.7375
-157.09375
-0.0125
-228.65625
-0.0125
-197.74375
-0.0125
3278.90625
-538.54375
2802.45625
-547.5875
2724.44375
-550.83125
-4393.2125
-0.4375
-7801.63125
-0.4375
-9532.10625
-0.45
-3041.71875
-0.4375
-5113.20625
-0.4375
-6758.80625
-0.4375
608.95
0.0
628.675
0.0
771.1625
0.0
-4518.28125
-1.21875
-5272.56875
-1.46875
-5957.5875
-1.725
-288.30625
-0.925
-383.575
-1.29375
-485.28125
-1.45625
-499.15625
0.0
-694.4875
0.0
-783.86875
0.0
1790.375
0.0
645.06875
0.0
550.4125
-0.0125
1186.6625
-0.1
1479.99375
-0.2375
1633.90625
-0.2375
-589.1625
-72.85625
-1034.20625
-72.95625
-1439.2375
-72.95625
-380.46875
0.0
-532.31875
0.0
-598.08125
0.0
-59.98125
-76.7375
72.45
-76.86875
180.4
-76.95625
-2738.06875
0.0
-2820.20625
0.0
-2757.26875
0.0
-403.73125
0.0
-513.275
0.0
-566.4375
0.0
In [16]:
seaice_res
Out[16]:
01_total_extent_km2
02_total_extent_km2
03_total_extent_km2
04_total_extent_km2
05_total_extent_km2
06_total_extent_km2
07_total_extent_km2
08_total_extent_km2
09_total_extent_km2
10_total_extent_km2
11_total_extent_km2
12_total_extent_km2
01_total_area_km2
02_total_area_km2
03_total_area_km2
04_total_area_km2
05_total_area_km2
06_total_area_km2
07_total_area_km2
08_total_area_km2
09_total_area_km2
10_total_area_km2
11_total_area_km2
12_total_area_km2
01_laptev_extent_km2
02_laptev_extent_km2
03_laptev_extent_km2
04_laptev_extent_km2
05_laptev_extent_km2
06_laptev_extent_km2
07_laptev_extent_km2
08_laptev_extent_km2
09_laptev_extent_km2
10_laptev_extent_km2
11_laptev_extent_km2
12_laptev_extent_km2
01_laptev_area_km2
02_laptev_area_km2
03_laptev_area_km2
04_laptev_area_km2
05_laptev_area_km2
06_laptev_area_km2
07_laptev_area_km2
08_laptev_area_km2
09_laptev_area_km2
10_laptev_area_km2
11_laptev_area_km2
12_laptev_area_km2
01_kara_extent_km2
02_kara_extent_km2
03_kara_extent_km2
04_kara_extent_km2
05_kara_extent_km2
06_kara_extent_km2
07_kara_extent_km2
08_kara_extent_km2
09_kara_extent_km2
10_kara_extent_km2
11_kara_extent_km2
12_kara_extent_km2
01_kara_area_km2
02_kara_area_km2
03_kara_area_km2
04_kara_area_km2
05_kara_area_km2
06_kara_area_km2
07_kara_area_km2
08_kara_area_km2
09_kara_area_km2
10_kara_area_km2
11_kara_area_km2
12_kara_area_km2
01_eastsiberian_extent_km2
02_eastsiberian_extent_km2
03_eastsiberian_extent_km2
04_eastsiberian_extent_km2
05_eastsiberian_extent_km2
06_eastsiberian_extent_km2
07_eastsiberian_extent_km2
08_eastsiberian_extent_km2
09_eastsiberian_extent_km2
10_eastsiberian_extent_km2
11_eastsiberian_extent_km2
12_eastsiberian_extent_km2
01_eastsiberian_area_km2
02_eastsiberian_area_km2
03_eastsiberian_area_km2
04_eastsiberian_area_km2
05_eastsiberian_area_km2
06_eastsiberian_area_km2
07_eastsiberian_area_km2
08_eastsiberian_area_km2
09_eastsiberian_area_km2
10_eastsiberian_area_km2
11_eastsiberian_area_km2
12_eastsiberian_area_km2
01_stlawrence_extent_km2
02_stlawrence_extent_km2
03_stlawrence_extent_km2
04_stlawrence_extent_km2
05_stlawrence_extent_km2
06_stlawrence_extent_km2
07_stlawrence_extent_km2
08_stlawrence_extent_km2
09_stlawrence_extent_km2
10_stlawrence_extent_km2
11_stlawrence_extent_km2
12_stlawrence_extent_km2
01_stlawrence_area_km2
02_stlawrence_area_km2
03_stlawrence_area_km2
04_stlawrence_area_km2
05_stlawrence_area_km2
06_stlawrence_area_km2
07_stlawrence_area_km2
08_stlawrence_area_km2
09_stlawrence_area_km2
10_stlawrence_area_km2
11_stlawrence_area_km2
12_stlawrence_area_km2
01_hudson_extent_km2
02_hudson_extent_km2
03_hudson_extent_km2
04_hudson_extent_km2
05_hudson_extent_km2
06_hudson_extent_km2
07_hudson_extent_km2
08_hudson_extent_km2
09_hudson_extent_km2
10_hudson_extent_km2
11_hudson_extent_km2
12_hudson_extent_km2
01_hudson_area_km2
02_hudson_area_km2
03_hudson_area_km2
04_hudson_area_km2
05_hudson_area_km2
06_hudson_area_km2
07_hudson_area_km2
08_hudson_area_km2
09_hudson_area_km2
10_hudson_area_km2
11_hudson_area_km2
12_hudson_area_km2
01_baffin_extent_km2
02_baffin_extent_km2
03_baffin_extent_km2
04_baffin_extent_km2
05_baffin_extent_km2
06_baffin_extent_km2
07_baffin_extent_km2
08_baffin_extent_km2
09_baffin_extent_km2
10_baffin_extent_km2
11_baffin_extent_km2
12_baffin_extent_km2
01_baffin_area_km2
02_baffin_area_km2
03_baffin_area_km2
04_baffin_area_km2
05_baffin_area_km2
06_baffin_area_km2
07_baffin_area_km2
08_baffin_area_km2
09_baffin_area_km2
10_baffin_area_km2
11_baffin_area_km2
12_baffin_area_km2
01_bering_extent_km2
02_bering_extent_km2
03_bering_extent_km2
04_bering_extent_km2
05_bering_extent_km2
06_bering_extent_km2
07_bering_extent_km2
08_bering_extent_km2
09_bering_extent_km2
10_bering_extent_km2
11_bering_extent_km2
12_bering_extent_km2
01_bering_area_km2
02_bering_area_km2
03_bering_area_km2
04_bering_area_km2
05_bering_area_km2
06_bering_area_km2
07_bering_area_km2
08_bering_area_km2
09_bering_area_km2
10_bering_area_km2
11_bering_area_km2
12_bering_area_km2
01_centralarctic_extent_km2
02_centralarctic_extent_km2
03_centralarctic_extent_km2
04_centralarctic_extent_km2
05_centralarctic_extent_km2
06_centralarctic_extent_km2
07_centralarctic_extent_km2
08_centralarctic_extent_km2
09_centralarctic_extent_km2
10_centralarctic_extent_km2
11_centralarctic_extent_km2
12_centralarctic_extent_km2
01_centralarctic_area_km2
02_centralarctic_area_km2
03_centralarctic_area_km2
04_centralarctic_area_km2
05_centralarctic_area_km2
06_centralarctic_area_km2
07_centralarctic_area_km2
08_centralarctic_area_km2
09_centralarctic_area_km2
10_centralarctic_area_km2
11_centralarctic_area_km2
12_centralarctic_area_km2
01_canadianarchipelago_extent_km2
02_canadianarchipelago_extent_km2
03_canadianarchipelago_extent_km2
04_canadianarchipelago_extent_km2
05_canadianarchipelago_extent_km2
06_canadianarchipelago_extent_km2
07_canadianarchipelago_extent_km2
08_canadianarchipelago_extent_km2
09_canadianarchipelago_extent_km2
10_canadianarchipelago_extent_km2
11_canadianarchipelago_extent_km2
12_canadianarchipelago_extent_km2
01_canadianarchipelago_area_km2
02_canadianarchipelago_area_km2
03_canadianarchipelago_area_km2
04_canadianarchipelago_area_km2
05_canadianarchipelago_area_km2
06_canadianarchipelago_area_km2
07_canadianarchipelago_area_km2
08_canadianarchipelago_area_km2
09_canadianarchipelago_area_km2
10_canadianarchipelago_area_km2
11_canadianarchipelago_area_km2
12_canadianarchipelago_area_km2
01_beaufort_extent_km2
02_beaufort_extent_km2
03_beaufort_extent_km2
04_beaufort_extent_km2
05_beaufort_extent_km2
06_beaufort_extent_km2
07_beaufort_extent_km2
08_beaufort_extent_km2
09_beaufort_extent_km2
10_beaufort_extent_km2
11_beaufort_extent_km2
12_beaufort_extent_km2
01_beaufort_area_km2
02_beaufort_area_km2
03_beaufort_area_km2
04_beaufort_area_km2
05_beaufort_area_km2
06_beaufort_area_km2
07_beaufort_area_km2
08_beaufort_area_km2
09_beaufort_area_km2
10_beaufort_area_km2
11_beaufort_area_km2
12_beaufort_area_km2
01_greenland_extent_km2
02_greenland_extent_km2
03_greenland_extent_km2
04_greenland_extent_km2
05_greenland_extent_km2
06_greenland_extent_km2
07_greenland_extent_km2
08_greenland_extent_km2
09_greenland_extent_km2
10_greenland_extent_km2
11_greenland_extent_km2
12_greenland_extent_km2
01_greenland_area_km2
02_greenland_area_km2
03_greenland_area_km2
04_greenland_area_km2
05_greenland_area_km2
06_greenland_area_km2
07_greenland_area_km2
08_greenland_area_km2
09_greenland_area_km2
10_greenland_area_km2
11_greenland_area_km2
12_greenland_area_km2
01_okhotsk_extent_km2
02_okhotsk_extent_km2
03_okhotsk_extent_km2
04_okhotsk_extent_km2
05_okhotsk_extent_km2
06_okhotsk_extent_km2
07_okhotsk_extent_km2
08_okhotsk_extent_km2
09_okhotsk_extent_km2
10_okhotsk_extent_km2
11_okhotsk_extent_km2
12_okhotsk_extent_km2
01_okhotsk_area_km2
02_okhotsk_area_km2
03_okhotsk_area_km2
04_okhotsk_area_km2
05_okhotsk_area_km2
06_okhotsk_area_km2
07_okhotsk_area_km2
08_okhotsk_area_km2
09_okhotsk_area_km2
10_okhotsk_area_km2
11_okhotsk_area_km2
12_okhotsk_area_km2
01_barents_extent_km2
02_barents_extent_km2
03_barents_extent_km2
04_barents_extent_km2
05_barents_extent_km2
06_barents_extent_km2
07_barents_extent_km2
08_barents_extent_km2
09_barents_extent_km2
10_barents_extent_km2
11_barents_extent_km2
12_barents_extent_km2
01_barents_area_km2
02_barents_area_km2
03_barents_area_km2
04_barents_area_km2
05_barents_area_km2
06_barents_area_km2
07_barents_area_km2
08_barents_area_km2
09_barents_area_km2
10_barents_area_km2
11_barents_area_km2
12_barents_area_km2
01_chukchi_extent_km2
02_chukchi_extent_km2
03_chukchi_extent_km2
04_chukchi_extent_km2
05_chukchi_extent_km2
06_chukchi_extent_km2
07_chukchi_extent_km2
08_chukchi_extent_km2
09_chukchi_extent_km2
10_chukchi_extent_km2
11_chukchi_extent_km2
12_chukchi_extent_km2
01_chukchi_area_km2
02_chukchi_area_km2
03_chukchi_area_km2
04_chukchi_area_km2
05_chukchi_area_km2
06_chukchi_area_km2
07_chukchi_area_km2
08_chukchi_area_km2
09_chukchi_area_km2
10_chukchi_area_km2
11_chukchi_area_km2
12_chukchi_area_km2
Year
2000
474215.25
424430.0625
271235.5625
323673.5625
188525.8125
381788.9375
969105.5
1.014721e+06
9.922313e+05
868951.875
245940.875
322563.625
184243.625
179661.5625
21858.1875
81989.9375
218265.3125
269986.625
506301.5
720481.875
652518.0
1019353.125
278397.9375
324267.875
0.0
0.0
0.0
0.0
801.125
-21927.0625
54473.4375
6793.125
923.0
41105.8125
0.0
0.0
1722.5
-5757.0625
8377.125
-512.25
-17878.75
-43329.9375
42704.875
31351.9375
9021.1875
143378.9375
13018.4375
4779.375
5498.9375
9906.8125
1622.5625
973.4375
2672.75
67244.625
82518.4375
69636.8125
23257.3125
121746.5625
72361.0
44809.8125
35820.1875
17784.6875
7268.0
22761.875
41932.9375
93184.5625
70380.625
47122.0625
10113.1875
63698.5
71085.8125
93418.125
0.0
0.0
0.0
0.0
0.0
3497.875
65197.75
354798.125
426636.875
204641.0
7263.375
0.0
10285.375
10213.75
7790.8125
6641.9375
26008.25
15951.0625
66393.375
318229.0625
321307.25
367651.375
74833.5625
21774.8125
10279.8125
12822.625
-88710.625
-29833.625
5116.9375
716.5
0.0
NaN
NaN
NaN
-465.9375
5338.375
1225.0625
-2367.0
-53696.0625
-10896.25
1077.875
253.5625
0.0
NaN
NaN
NaN
-114.5625
1413.75
2293.0625
0.0
0.0
0.0
4627.25
21814.1875
175330.875
20543.3125
73.25
2729.3125
90885.0625
59249.6875
19020.1875
-14507.625
-58402.125
-12571.25
36666.3125
66064.125
88452.375
2249.25
-66.625
770.125
56201.625
89064.5625
75499.375
122482.3125
97108.6875
-182.625
14086.375
44688.3125
62049.875
5640.0
7548.625
58813.4375
37768.8125
-48828.625
79233.1875
96759.875
99629.4375
-7694.875
52790.1875
45720.25
34351.125
3611.6875
8246.75
24120.4375
38462.75
10363.9375
269040.3125
61502.875
-28118.0625
21190.4375
91388.0625
39966.5
227.625
0.0
37.0
-817.1875
-33188.0625
-101262.5625
229807.625
20832.3125
-10694.8125
27829.5
36631.5625
14095.125
37.8125
0.0
10.875
-197.375
-11511.125
-68005.0
9311.8125
7056.25
2214.625
0.0
2010.375
6357.4375
27356.75
37324.8125
117093.1875
23519.5625
-4918.125
4350.6875
-145486.6875
-90311.9375
-131765.4375
-116210.6875
-111662.625
-175180.5625
-171773.5625
3938.5
3028.3125
-42067.3125
-156977.9375
-116701.8125
0.0
0.0
0.0
0.0
587.1875
4228.125
35709.0625
21297.25
-69.1875
82593.5625
0.0
0.0
3839.8125
-7695.1875
-577.75
3895.4375
8050.625
-7661.25
30119.125
1155.0
-8563.375
103259.25
39859.875
12921.5625
0.0
0.0
0.0
0.0
196.375
31947.8125
142031.875
135950.5625
154955.375
145319.1875
0.0
0.0
11316.0625
11344.3125
5786.375
12593.75
54137.0
70007.8125
150075.8125
125372.4375
186624.9375
179480.25
49819.4375
13857.875
-12372.875
-6854.5625
-41409.5625
50934.5625
57158.5
66466.5
137474.125
137848.25
85851.75
16460.9375
2821.75
71353.1875
-40528.1875
-3177.3125
-43633.875
28666.75
44948.125
83628.75
56427.125
41090.25
24894.0625
10740.4375
-1835.625
61221.6875
10451.625
187107.75
276967.4375
208280.0625
-38182.6875
-13577.75
0.0
0.0
0.0
-5898.9375
26598.625
269636.6875
-74671.875
108746.4375
214877.1875
78236.1875
-45475.0
-10478.8125
0.0
0.0
0.0
-2094.5
7564.1875
149432.125
110259.625
58672.375
54803.4375
50667.875
36182.4375
44432.375
78538.125
-23054.5
-17211.625
-64564.6875
-64636.875
30949.9375
41500.5
44575.0625
-14984.375
29710.4375
30095.125
39857.5625
20140.625
-8746.3125
-7244.5625
-28953.0
-53882.0625
33202.375
0.0
0.0
0.0
0.0
1498.5625
85653.625
108198.6875
247943.75
193137.4375
243302.8125
110680.0
0.0
18658.6875
12474.375
-341.4375
9721.4375
56801.125
77833.875
118992.9375
155109.125
105146.125
199566.3125
151759.625
22782.5
2001
358314.25
539551.0625
611823.5625
546188.5625
707934.8125
338300.9375
444378.5
1.272361e+06
1.408838e+06
525347.875
612067.875
353672.625
235773.625
307157.5625
497254.1875
551215.9375
367838.3125
289727.625
414919.5
878557.875
890008.0
959213.125
488160.9375
-89005.125
0.0
0.0
0.0
0.0
801.125
42424.9375
158541.4375
262467.125
413356.0
41105.8125
0.0
0.0
1277.5
-3879.0625
-2014.875
13601.75
45334.25
131184.0625
174751.875
175789.9375
281091.1875
216793.9375
-4446.5625
-6478.625
5498.9375
9906.8125
1622.5625
973.4375
2672.75
32795.625
99795.4375
63454.8125
21404.3125
4792.5625
79723.0
43554.8125
20653.1875
17895.6875
20652.0
40837.875
34622.9375
56165.5625
57311.625
17912.0625
-1260.8125
991.5
58003.8125
-50460.875
0.0
0.0
0.0
0.0
0.0
3497.875
64762.75
386228.125
543627.875
204641.0
7263.375
0.0
6423.375
-3160.25
-7218.1875
-1597.0625
12704.25
62401.0625
114496.375
293622.0625
423089.25
446730.375
74305.5625
22539.8125
-33617.1875
-4944.375
2833.375
5537.375
2105.9375
1754.5
0.0
NaN
NaN
NaN
517.0625
-4801.625
-9827.9375
-19174.0
-7083.0625
2699.75
398.875
336.5625
0.0
NaN
NaN
NaN
202.4375
-1338.25
2293.0625
0.0
0.0
0.0
4627.25
-99385.8125
-136439.125
29805.3125
682.25
-3977.6875
44420.0625
-121725.3125
33994.1875
13535.375
10473.875
20791.75
-90231.6875
-159547.875
-33852.625
10273.25
359.375
-1032.875
11230.625
-111261.4375
45836.375
81989.3125
-89651.3125
-30820.625
55381.375
52118.3125
111589.875
9361.0
9605.625
22818.4375
23594.8125
-32642.625
40349.1875
97748.875
-38122.5625
-176.875
34292.1875
40870.25
32209.125
7478.6875
10030.75
10034.4375
24521.75
1506.9375
-103593.6875
-257035.125
-183834.0625
-108920.5625
29803.0625
-23384.5
2037.625
0.0
-566.0
370.8125
113248.9375
187784.4375
-100550.375
-210512.6875
-134389.8125
-60142.5
-4051.4375
-8107.875
339.8125
0.0
-100.125
-9.375
44966.875
113825.0
9313.8125
7056.25
2214.625
0.0
2010.375
6357.4375
7696.75
6521.8125
-1925.8125
-32962.4375
18694.875
10906.6875
-101704.6875
-155691.9375
-118652.4375
-111707.6875
-109760.625
-121020.5625
-116499.5625
23758.5
-51463.6875
-134560.3125
-100334.9375
-177001.8125
0.0
0.0
0.0
0.0
587.1875
-7456.875
-4732.9375
72039.25
61294.8125
3749.5625
0.0
0.0
6815.8125
6663.8125
8937.25
3383.4375
-1240.375
10985.75
10511.125
53221.0
44111.625
37622.25
6172.875
-12345.4375
0.0
0.0
0.0
0.0
196.375
31947.8125
137665.875
235922.5625
227764.375
126456.1875
0.0
0.0
7235.0625
4821.3125
8723.375
5104.75
42029.0
128362.8125
163360.8125
208768.4375
127750.9375
208043.25
37992.4375
5473.875
139594.125
127759.4375
172201.4375
159728.5625
119032.5
65009.5
2695.125
-17570.75
-101663.25
-47192.0625
12076.75
39498.1875
128984.8125
81722.6875
157540.125
148634.75
72982.125
27524.75
-37668.875
-42314.75
-79169.9375
-58154.5625
20216.375
-10825.3125
336755.625
482479.75
499644.4375
327667.0625
319117.3125
79109.25
0.0
0.0
0.0
-9839.9375
-2521.375
108976.6875
221339.125
438248.4375
405976.1875
282017.1875
192642.0
39138.1875
0.0
0.0
0.0
-3182.5
-1060.8125
40726.125
-11164.375
71039.375
181086.4375
189480.875
176187.4375
114636.375
-34934.875
-10132.5
-19826.625
-57505.6875
155723.125
121621.9375
-4600.5
43001.0625
183393.625
201940.4375
106621.125
45824.5625
-21268.375
-5908.3125
-7731.5625
-24199.0
71120.9375
28814.375
0.0
0.0
0.0
0.0
1498.5625
38043.625
35700.6875
234264.75
255084.4375
272892.8125
160302.0
0.0
3240.6875
386.375
2409.5625
5142.4375
33666.125
35484.875
71227.9375
135957.125
143301.125
260136.3125
245449.625
69021.5
2002
506252.25
587436.0625
425342.5625
27811.5625
105579.8125
358701.9375
739309.5
3.106071e+05
6.125053e+05
748455.875
471797.875
330562.625
148838.625
510985.5625
279133.1875
-94054.0625
150710.3125
411985.625
545433.5
237573.875
324259.0
574837.125
160389.9375
1684.875
0.0
0.0
0.0
0.0
801.125
32796.9375
115215.4375
34320.125
103762.0
41105.8125
0.0
0.0
6459.5
5167.9375
6765.125
14850.75
35597.25
39277.0625
119943.875
28420.9375
99898.1875
190763.9375
5847.4375
879.375
5498.9375
9906.8125
1622.5625
973.4375
2672.75
73094.625
287213.4375
83519.8125
228508.3125
246806.5625
143679.0
44809.8125
57890.1875
47638.6875
28532.0
26299.875
66378.9375
171988.5625
193877.625
23607.0625
82216.1875
267349.5
165625.8125
127046.125
0.0
0.0
0.0
0.0
0.0
3497.875
-4144.25
5837.125
162138.875
169005.0
7263.375
0.0
7836.375
5827.75
2981.8125
679.9375
-29247.75
-30516.9375
20877.375
78926.0625
142421.25
89761.375
48227.5625
8720.8125
-14082.1875
45466.625
35583.375
-31658.625
-2550.0625
-848.5
0.0
NaN
NaN
NaN
518.0625
-3924.625
-7275.9375
31209.0
-16133.0625
-10931.25
-533.125
-137.4375
0.0
NaN
NaN
NaN
59.4375
-992.25
2293.0625
0.0
0.0
0.0
4627.25
87140.1875
145418.875
2613.3125
-545.75
-11448.6875
200358.0625
60405.6875
-16620.8125
8154.375
19964.875
13414.75
73335.3125
158338.125
26922.375
-830.75
-408.625
-3634.875
28796.625
122077.5625
-38537.625
769.3125
45835.6875
2193.375
-2428.625
33.3125
50045.875
3864.0
-4657.375
-41216.5625
-88945.1875
-50686.625
-67484.8125
4724.875
42997.4375
7740.125
1642.1875
32919.25
25384.125
5096.6875
1391.75
-13087.5625
-99415.25
-70020.0625
122428.3125
162621.875
-42307.0625
-226866.5625
-131880.9375
1278.5
2038.625
0.0
-566.0
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0.0
0.0
17172.0625
9480.625
-62700.3125
-75463.875
-233522.5625
-264780.8125
-62900.8125
-20940.0
4045.1875
0.0
0.0
0.0
4603.5
3131.1875
-25861.875
72027.625
80078.375
-152288.5625
-309667.125
-176030.5625
-81944.625
-8210.875
-21052.5
-18525.625
-72684.6875
-194588.875
-228719.0625
49505.5
53799.0625
-162012.375
-213769.5625
-76264.875
-20414.4375
-488.375
-7948.3125
-7348.5625
-30633.0
-121800.0625
-163981.625
0.0
0.0
0.0
0.0
1498.5625
-73916.375
-140119.3125
-89200.25
-29871.5625
-6359.1875
-107585.0
0.0
-29959.3125
-13972.625
-5080.4375
-5570.5625
-48168.875
-94659.125
-134090.0625
-67004.875
-35105.875
30036.3125
-48632.375
15931.5
In [12]:
modice_res["FrnJLnd_1strike_MODICE_area_km^2"]
Out[12]:
Year
2000 239.20625
2001 11.70625
2002 140.20625
2003 119.40625
2004 -68.59375
2005 12.10625
2006 95.60625
2007 79.30625
2008 -1022.59375
2009 230.80625
2010 50.30625
2011 64.90625
2012 100.30625
2013 -157.49375
2014 261.90625
2015 -157.09375
Name: FrnJLnd_1strike_MODICE_area_km^2, dtype: float64
In [17]:
# Get a list of all Arctic ocean areas (these will be grouped together in the graphics)
seaice.columns
p = re.compile(r'01_(.*)')
ocean_region_labels = [p.search(col).group(1) for col in seaice.columns if p.search(col)]
ocean_region_labels
Out[17]:
['total_extent_km2',
'total_area_km2',
'laptev_extent_km2',
'laptev_area_km2',
'kara_extent_km2',
'kara_area_km2',
'eastsiberian_extent_km2',
'eastsiberian_area_km2',
'stlawrence_extent_km2',
'stlawrence_area_km2',
'hudson_extent_km2',
'hudson_area_km2',
'baffin_extent_km2',
'baffin_area_km2',
'bering_extent_km2',
'bering_area_km2',
'centralarctic_extent_km2',
'centralarctic_area_km2',
'canadianarchipelago_extent_km2',
'canadianarchipelago_area_km2',
'beaufort_extent_km2',
'beaufort_area_km2',
'greenland_extent_km2',
'greenland_area_km2',
'okhotsk_extent_km2',
'okhotsk_area_km2',
'barents_extent_km2',
'barents_area_km2',
'chukchi_extent_km2',
'chukchi_area_km2']
In [18]:
# Get a list of all MASCON areas (these will be rows in the display graphic)
modice.columns
p = re.compile(r'(.+_1strike_MODICE_area_km\^2)')
mascon_labels1 = [p.search(col).group(1) for col in modice.columns if p.search(col)]
mascon_labels1
Out[18]:
['NHem_1strike_MODICE_area_km^2',
'Arctic_1strike_MODICE_area_km^2',
'Alaskag_1strike_MODICE_area_km^2',
'Altaigl_1strike_MODICE_area_km^2',
'Baffing_1strike_MODICE_area_km^2',
'Ellesme_1strike_MODICE_area_km^2',
'FrnJLnd_1strike_MODICE_area_km^2',
'Greenland_1strike_MODICE_area_km^2',
'HghMtnA_1strike_MODICE_area_km^2',
'Him+Kar_1strike_MODICE_area_km^2',
'Iceland_1strike_MODICE_area_km^2',
'NW_Amer_1strike_MODICE_area_km^2',
'Nov_Zem_1strike_MODICE_area_km^2',
'Nthasia_1strike_MODICE_area_km^2',
'Pam+Kun_1strike_MODICE_area_km^2',
'Scandin_1strike_MODICE_area_km^2',
'Sev_Zem_1strike_MODICE_area_km^2',
'Sib+Kam_1strike_MODICE_area_km^2',
'Svalbar_1strike_MODICE_area_km^2',
'Tianshn_1strike_MODICE_area_km^2',
'Tib+Qil_1strike_MODICE_area_km^2']
In [19]:
p = re.compile(r'(.+)_.strike')
mascons1 = [p.search(label).group(1) for label in mascon_labels1]
mascons1
Out[19]:
['NHem',
'Arctic',
'Alaskag',
'Altaigl',
'Baffing',
'Ellesme',
'FrnJLnd',
'Greenland',
'HghMtnA',
'Him+Kar',
'Iceland',
'NW_Amer',
'Nov_Zem',
'Nthasia',
'Pam+Kun',
'Scandin',
'Sev_Zem',
'Sib+Kam',
'Svalbar',
'Tianshn',
'Tib+Qil']
In [20]:
def plot_regression(ax, x, y, pthreshold=0.05, following_year=False):
# To use statsmodels, data need to be in a DataFrame
# Thanks to https://github.com/justmarkham/DAT4/blob/master/notebooks/08_linear_regression.ipynb
# for pointers to statsmodels
if following_year:
print("doing following year")
data = pd.concat([y, x.shift(periods=-1)], axis=1).reset_index()
else:
data = pd.concat([y, x], axis=1).reset_index()
data.columns = ['Year', 'y', 'x']
data.dropna(inplace=True)
# Calculate OLS regression
try:
lm = smf.ols(formula='y ~ x', data=data).fit()
except ValueError:
print("Value error in OLS call, skipping this plot")
ax.text(0.5, 0.5, "No Data", horizontalalignment='center')
ax.xaxis.set_ticklabels([])
ax.yaxis.set_ticklabels([])
return
x_new = pd.DataFrame({'x': [data.x.min(), data.x.max()]})
preds = lm.predict(x_new)
if lm.pvalues.ix['x'] < pthreshold:
color = 'r'
style = '-'
else:
color = 'k'
style = ':'
ax.scatter(x=data.x, y=data.y)
ax.axhline(y=0.0, color='k', linestyle=":")
ax.axvline(x=0.0, color='k', linestyle=":")
ax.xaxis.set_ticklabels([])
ax.yaxis.set_ticklabels([])
ax.plot(x_new, preds, color=color, linestyle=style, linewidth=2)
In [22]:
my_modice_res = modice_res["NHem_1strike_MODICE_area_km^2"]
print(my_modice_res)
my_seaice_res = seaice_res["01_total_area_km2"]
print(my_seaice_res)
fig, ax = plt.subplots(1, 2)
plot_regression(ax=ax[0], x=my_seaice_res, y=my_modice_res, pthreshold=0.05)
ax[0].set_ylabel('NHem')
ax[0].set_title('Month 01')
plot_regression(ax=ax[1], x=my_seaice_res, y=my_modice_res, following_year=True, pthreshold=0.05)
ax[1].set_ylabel('NHem')
ax[1].set_title('Month 01 of Next year')
#help(ax)
Year
2000 86371.03125
2001 31151.43125
2002 17284.63125
2003 2738.53125
2004 26674.23125
2005 -4293.26875
2006 20203.33125
2007 -1873.16875
2008 10317.73125
2009 -4708.16875
2010 -61255.06875
2011 -50051.16875
2012 -16575.56875
2013 -24555.06875
2014 -7541.66875
2015 -23887.76875
Name: NHem_1strike_MODICE_area_km^2, dtype: float64
Year
2000 184243.625
2001 235773.625
2002 148838.625
2003 176647.625
2004 146200.625
2005 -198542.375
2006 -465500.375
2007 -254332.375
2008 172166.625
2009 198896.625
2010 -80579.375
2011 -288084.375
2012 94856.625
2013 -95021.375
2014 -27515.375
2015 51951.625
Name: 01_total_area_km2, dtype: float64
doing following year
Out[22]:
<matplotlib.text.Text at 0x11745db90>
In [23]:
def mascon_list(area='big'):
if area == 'big':
return(['NHem', 'Arctic', 'Greenland'])
elif area == 'arctic':
return(['Alaskag',
'NW_Amer',
'Baffing',
'Ellesme',
'FrnJLnd',
'Iceland',
'Nov_Zem',
'Scandin',
'Sev_Zem',
'Sib+Kam',
'Svalbar'])
elif area == 'hma':
return(['Altaigl',
'HghMtnA',
'Him+Kar',
'Nthasia',
'Pam+Kun',
'Tianshn',
'Tib+Qil'])
In [ ]:
def do_full_comparison(seaice_variable='total_area_km2', nstrikes=1, pthreshold=0.05):
print("Next variable=%s" % seaice_variable)
areas = ['big', 'arctic', 'hma']
suptitle_offset = [0.9, 0.96, 0.93]
for area_idx, area in enumerate(areas):
print("Next area=%s" % area)
ncols = 24
cols = np.arange(ncols) + 1
mascons = mascon_list(area)
mascon_labels = ["%s_%dstrike_MODICE_area_km^2" % (mascon, nstrikes) for mascon in mascons]
nmascons = len(mascon_labels)
scale = 2
fig, ax = plt.subplots(nmascons, ncols, figsize=(scale*ncols, scale*nmascons))
fig.suptitle("Seaice (%s) vs. MODICE(%d strike) mascon (p < %04.2f)" %
(seaice_variable, nstrikes, pthreshold), fontsize=16)
for row, modice_label in enumerate(mascon_labels):
for col, month_index in enumerate(cols):
print("row, col = %d, %d" % (row, col))
if month_index > 12:
month = month_index - 12
else:
month = month_index
column_label = "%02d_%s" % (month, seaice_variable)
plot_regression(ax=ax[row, col],
x=seaice_res[column_label],
y=modice1_res[modice_label],
following_year=month_index > 12,
pthreshold=pthreshold)
if col==0:
ax[row, col].set_ylabel("%s MODICE" % (mascons[row]))
if row==0:
if month_index > 12:
ax[row, col].set_title("next %d seaice" % (month))
else:
ax[row, col].set_title("%d seaice" % (month))
fig.subplots_adjust(wspace=0, hspace=0)
#plt.tight_layout()
# Adjust the final layout so the main title is set right
fig.subplots_adjust(top=suptitle_offset[area_idx])
fig.savefig("/Users/brodzik/projects/MODICE/data/MASCONS/MODICE1_%s_vs_%s.p%04.2f.png" %
(area, seaice_variable, pthreshold))
plt.close('all')
In [ ]:
for ocean_region_label in ocean_region_labels:
do_full_comparison(seaice_variable=ocean_region_label)
In [ ]:
Content source: mjbrodzik/ipython_notebooks
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