Dataset Open Access

30 m global impervious surface area dynamics and urban expansion pattern observed by Landsat satellites: from 1972 to 2019

Xin Huang; Jiayi Li; Jie Yang; Zhen Zhang; Dongrui Li; Xiaoping Liu

Using more than three million Landsat satellite images, this research developed the first global impervious surface area (GISA) dataset from 1972 to 2019. Based on 120,777 independent and random reference sites from 270 cities all over the world, the omission error, commission error, and F-score of GISA are 5.16%, 0.82%, and 0.954, respectively. Compared to the existing global datasets, the merits of GISA include: (1) it provided the global ISA maps before the year of1985, and showed the longest time span (1972–2019), and the highest accuracy (in terms of a large number of randomly selected and third-party validation sample sets); (2) it presented a new global ISA mapping method, including a semi-automatic global sample collection, a locally adaptive classification strategy, and a spatio-temporal post-processing procedure; and (3) it extracted ISA from the whole global land area (not from an urban mask) and hence reduced the underestimation. The GISA can contribute to further understanding on the human's utilization and reformation to nature during the past half century.

Files (2.9 GB)
Name Size
GISA_v01_1972_2019_0S_100E.tif
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3.1 MB Download
GISA_v01_1972_2019_0S_105E.tif
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2.5 MB Download
GISA_v01_1972_2019_0S_10E.tif
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2.4 MB Download
GISA_v01_1972_2019_0S_110E.tif
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2.6 MB Download
GISA_v01_1972_2019_0S_115E.tif
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2.8 MB Download
GISA_v01_1972_2019_0S_120E.tif
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2.5 MB Download
GISA_v01_1972_2019_0S_125E.tif
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2.4 MB Download
GISA_v01_1972_2019_0S_130E.tif
md5:d410b0b93e5d10356adecd60e96d3b83
2.3 MB Download
GISA_v01_1972_2019_0S_135E.tif
md5:5747683cec00c8ef1d68b0e4da6ccc4c
2.3 MB Download
GISA_v01_1972_2019_0S_140E.tif
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2.3 MB Download
GISA_v01_1972_2019_0S_15E.tif
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2.7 MB Download
GISA_v01_1972_2019_0S_20E.tif
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2.4 MB Download
GISA_v01_1972_2019_0S_25E.tif
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2.7 MB Download
GISA_v01_1972_2019_0S_30E.tif
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2.7 MB Download
GISA_v01_1972_2019_0S_35E.tif
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2.6 MB Download
GISA_v01_1972_2019_0S_35W.tif
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2.3 MB Download
GISA_v01_1972_2019_0S_40E.tif
md5:7be91bb8cf8ca3328a9a276fbfa8ef78
2.4 MB Download
GISA_v01_1972_2019_0S_40W.tif
md5:227d288356216e729c43e752cef256d8
2.5 MB Download
GISA_v01_1972_2019_0S_45W.tif
md5:7de9abfbb101fb2dccceb29a7d779c38
2.6 MB Download
GISA_v01_1972_2019_0S_50W.tif
md5:2474c587fd9554137cdb021fea3c168b
2.7 MB Download
GISA_v01_1972_2019_0S_55W.tif
md5:62d390528ab44d33611615e87e46e83d
2.5 MB Download
GISA_v01_1972_2019_0S_5E.tif
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2.4 MB Download
GISA_v01_1972_2019_0S_60W.tif
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2.5 MB Download
GISA_v01_1972_2019_0S_65W.tif
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2.4 MB Download
GISA_v01_1972_2019_0S_70W.tif
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2.3 MB Download
GISA_v01_1972_2019_0S_75W.tif
md5:99a9887a25e74fa588c88f46f6313555
2.3 MB Download
GISA_v01_1972_2019_0S_80W.tif
md5:925079fa1302fa187cc15cea4388ae8d
2.7 MB Download
GISA_v01_1972_2019_0S_85W.tif
md5:75167d2e9effe0a303a5af429df23de7
2.5 MB Download
GISA_v01_1972_2019_0S_90W.tif
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2.3 MB Download
GISA_v01_1972_2019_0S_95E.tif
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2.3 MB Download
GISA_v01_1972_2019_0S_95W.tif
md5:bf71f968422d6089c2239af5fea2f44f
2.3 MB Download
GISA_v01_1972_2019_10N_0W.tif
md5:d592946ce2fe9434ca9fca194aa28f32
4.2 MB Download
GISA_v01_1972_2019_10N_100E.tif
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3.5 MB Download
GISA_v01_1972_2019_10N_105E.tif
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2.5 MB Download
GISA_v01_1972_2019_10N_10E.tif
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2.7 MB Download
GISA_v01_1972_2019_10N_10W.tif
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3.2 MB Download
GISA_v01_1972_2019_10N_110E.tif
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2.3 MB Download
GISA_v01_1972_2019_10N_115E.tif
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2.7 MB Download
GISA_v01_1972_2019_10N_120E.tif
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2.7 MB Download
GISA_v01_1972_2019_10N_125E.tif
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2.6 MB Download
GISA_v01_1972_2019_10N_15E.tif
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2.4 MB Download
GISA_v01_1972_2019_10N_15W.tif
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2.6 MB Download
GISA_v01_1972_2019_10N_20E.tif
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2.3 MB Download
GISA_v01_1972_2019_10N_25E.tif
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2.3 MB Download
GISA_v01_1972_2019_10N_30E.tif
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2.4 MB Download
GISA_v01_1972_2019_10N_35E.tif
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2.7 MB Download
GISA_v01_1972_2019_10N_40E.tif
md5:3783de89f3519e89bd5f890a64c90e18
2.3 MB Download
GISA_v01_1972_2019_10N_45E.tif
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2.3 MB Download
GISA_v01_1972_2019_10N_50E.tif
md5:39b4a38e59c510b5d23b52b71ee35089
2.3 MB Download
GISA_v01_1972_2019_10N_55W.tif
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2.3 MB Download
GISA_v01_1972_2019_10N_5E.tif
md5:c858f6186d53d3fb516aabbeaa169cc6
3.9 MB Download
GISA_v01_1972_2019_10N_5W.tif
md5:86559e8422c9eb071048bca36d1c6da1
4.2 MB Download
GISA_v01_1972_2019_10N_60W.tif
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2.5 MB Download
GISA_v01_1972_2019_10N_65W.tif
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2.6 MB Download
GISA_v01_1972_2019_10N_70E.tif
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2.3 MB Download
GISA_v01_1972_2019_10N_70W.tif
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2.7 MB Download
GISA_v01_1972_2019_10N_75E.tif
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2.9 MB Download
GISA_v01_1972_2019_10N_75W.tif
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3.3 MB Download
GISA_v01_1972_2019_10N_80E.tif
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2.9 MB Download
GISA_v01_1972_2019_10N_80W.tif
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2.8 MB Download
GISA_v01_1972_2019_10N_85W.tif
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2.6 MB Download
GISA_v01_1972_2019_10N_90E.tif
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2.3 MB Download
GISA_v01_1972_2019_10N_90W.tif
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2.3 MB Download
GISA_v01_1972_2019_10N_95E.tif
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2.9 MB Download
GISA_v01_1972_2019_10S_10E.tif
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2.5 MB Download
GISA_v01_1972_2019_10S_115E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_120E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_125E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_130E.tif
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2.4 MB Download
GISA_v01_1972_2019_10S_135E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_140E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_145E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_15E.tif
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2.5 MB Download
GISA_v01_1972_2019_10S_20E.tif
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2.4 MB Download
GISA_v01_1972_2019_10S_25E.tif
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3.0 MB Download
GISA_v01_1972_2019_10S_30E.tif
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2.6 MB Download
GISA_v01_1972_2019_10S_35E.tif
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2.6 MB Download
GISA_v01_1972_2019_10S_40E.tif
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2.4 MB Download
GISA_v01_1972_2019_10S_40W.tif
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GISA_v01_1972_2019_10S_45E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_45W.tif
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2.8 MB Download
GISA_v01_1972_2019_10S_50E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_50W.tif
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2.6 MB Download
GISA_v01_1972_2019_10S_55E.tif
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2.3 MB Download
GISA_v01_1972_2019_10S_55W.tif
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2.4 MB Download
GISA_v01_1972_2019_10S_60W.tif
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2.6 MB Download
GISA_v01_1972_2019_10S_65W.tif
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2.5 MB Download
GISA_v01_1972_2019_10S_70W.tif
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2.4 MB Download
GISA_v01_1972_2019_10S_75W.tif
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2.5 MB Download
GISA_v01_1972_2019_10S_80W.tif
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2.8 MB Download
GISA_v01_1972_2019_15N_0W.tif
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2.5 MB Download
GISA_v01_1972_2019_15N_100E.tif
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6.0 MB Download
GISA_v01_1972_2019_15N_105E.tif
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4.4 MB Download
GISA_v01_1972_2019_15N_10E.tif
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2.6 MB Download
GISA_v01_1972_2019_15N_10W.tif
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2.8 MB Download
GISA_v01_1972_2019_15N_115E.tif
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2.3 MB Download
GISA_v01_1972_2019_15N_120E.tif
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3.7 MB Download
GISA_v01_1972_2019_15N_125E.tif
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2.3 MB Download
GISA_v01_1972_2019_15N_15E.tif
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2.4 MB Download
GISA_v01_1972_2019_15N_15W.tif
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2.4 MB Download
GISA_v01_1972_2019_15N_20E.tif
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2.4 MB Download
GISA_v01_1972_2019_15N_20W.tif
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2.7 MB Download
GISA_v01_1972_2019_15N_25E.tif
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2.4 MB Download
GISA_v01_1972_2019_15N_30E.tif
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2.5 MB Download
GISA_v01_1972_2019_15N_35E.tif
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2.4 MB Download
GISA_v01_1972_2019_15N_40E.tif
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2.4 MB Download
GISA_v01_1972_2019_15N_45E.tif
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2.3 MB Download
GISA_v01_1972_2019_15N_50E.tif
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2.3 MB Download
GISA_v01_1972_2019_15N_5E.tif
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3.1 MB Download
GISA_v01_1972_2019_15N_5W.tif
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2.8 MB Download
GISA_v01_1972_2019_15N_60W.tif
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2.4 MB Download
GISA_v01_1972_2019_15N_65W.tif
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2.9 MB Download
GISA_v01_1972_2019_15N_70E.tif
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2.3 MB Download
GISA_v01_1972_2019_15N_70W.tif
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3.0 MB Download
GISA_v01_1972_2019_15N_75E.tif
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5.1 MB Download
GISA_v01_1972_2019_15N_75W.tif
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3.0 MB Download
GISA_v01_1972_2019_15N_80E.tif
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2.7 MB Download
GISA_v01_1972_2019_15N_80W.tif
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2.4 MB Download
GISA_v01_1972_2019_15N_85W.tif
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2.5 MB Download
GISA_v01_1972_2019_15N_90E.tif
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2.3 MB Download
GISA_v01_1972_2019_15N_90W.tif
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3.2 MB Download
GISA_v01_1972_2019_15N_95E.tif
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2.9 MB Download
GISA_v01_1972_2019_15N_95W.tif
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2.8 MB Download
GISA_v01_1972_2019_15S_10E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_115E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_120E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_125E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_130E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_135E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_140E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_145E.tif
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2.6 MB Download
GISA_v01_1972_2019_15S_150E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_15E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_20E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_25E.tif
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2.7 MB Download
GISA_v01_1972_2019_15S_30E.tif
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2.8 MB Download
GISA_v01_1972_2019_15S_35E.tif
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2.6 MB Download
GISA_v01_1972_2019_15S_40E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_40W.tif
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2.5 MB Download
GISA_v01_1972_2019_15S_45E.tif
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2.5 MB Download
GISA_v01_1972_2019_15S_45W.tif
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3.5 MB Download
GISA_v01_1972_2019_15S_50E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_50W.tif
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3.8 MB Download
GISA_v01_1972_2019_15S_55E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_55W.tif
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2.8 MB Download
GISA_v01_1972_2019_15S_60E.tif
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2.3 MB Download
GISA_v01_1972_2019_15S_60W.tif
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2.6 MB Download
GISA_v01_1972_2019_15S_65W.tif
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2.5 MB Download
GISA_v01_1972_2019_15S_70W.tif
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2.6 MB Download
GISA_v01_1972_2019_15S_75W.tif
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2.6 MB Download
GISA_v01_1972_2019_15S_80W.tif
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2.3 MB Download
GISA_v01_1972_2019_20N_0W.tif
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2.4 MB Download
GISA_v01_1972_2019_20N_100E.tif
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5.6 MB Download
GISA_v01_1972_2019_20N_100W.tif
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5.2 MB Download
GISA_v01_1972_2019_20N_105E.tif
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4.1 MB Download
GISA_v01_1972_2019_20N_105W.tif
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2.9 MB Download
GISA_v01_1972_2019_20N_10E.tif
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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3.2 MB Download
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2.3 MB Download
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2.3 MB Download
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2.4 MB Download
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2.3 MB Download
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2.3 MB Download
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2.4 MB Download
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2.3 MB Download
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2.6 MB Download
GISA_v01_1972_2019_20N_35E.tif
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2.5 MB Download
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3.0 MB Download
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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2.4 MB Download
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2.3 MB Download
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2.5 MB Download
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3.8 MB Download
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3.0 MB Download
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4.8 MB Download
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3.4 MB Download
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3.6 MB Download
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2.6 MB Download
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2.3 MB Download
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2.3 MB Download
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2.4 MB Download
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2.8 MB Download
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4.0 MB Download
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3.4 MB Download
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2.3 MB Download
GISA_v01_1972_2019_20S_110E.tif
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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2.5 MB Download
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2.6 MB Download
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2.3 MB Download
GISA_v01_1972_2019_20S_15E.tif
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2.4 MB Download
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2.3 MB Download
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3.1 MB Download
GISA_v01_1972_2019_20S_30E.tif
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2.6 MB Download
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2.3 MB Download
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2.3 MB Download
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2.3 MB Download
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2.4 MB Download
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4.6 MB Download
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6.9 MB Download
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2.4 MB Download
GISA_v01_1972_2019_20S_55W.tif
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4.1 MB Download
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2.6 MB Download
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2.6 MB Download
GISA_v01_1972_2019_20S_70W.tif
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2.4 MB Download
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2.3 MB Download
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2.3 MB Download
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4.9 MB Download
GISA_v01_1972_2019_25N_100W.tif
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3.0 MB Download
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7.5 MB Download
GISA_v01_1972_2019_25N_105W.tif
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4.6 MB Download
GISA_v01_1972_2019_25N_10E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_10W.tif
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2.3 MB Download
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12.9 MB Download
GISA_v01_1972_2019_25N_110W.tif
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2.7 MB Download
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6.7 MB Download
GISA_v01_1972_2019_25N_115W.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_120E.tif
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4.1 MB Download
GISA_v01_1972_2019_25N_120W.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_125E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_130E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_140E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_150E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_15E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_15W.tif
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2.3 MB Download
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2.5 MB Download
GISA_v01_1972_2019_25N_165W.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_20E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_20W.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_25E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_30E.tif
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2.4 MB Download
GISA_v01_1972_2019_25N_35E.tif
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3.5 MB Download
GISA_v01_1972_2019_25N_40E.tif
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2.5 MB Download
GISA_v01_1972_2019_25N_45E.tif
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3.0 MB Download
GISA_v01_1972_2019_25N_50E.tif
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2.8 MB Download
GISA_v01_1972_2019_25N_55E.tif
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2.8 MB Download
GISA_v01_1972_2019_25N_5E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_5W.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_60E.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_65E.tif
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2.8 MB Download
GISA_v01_1972_2019_25N_70E.tif
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4.5 MB Download
GISA_v01_1972_2019_25N_75E.tif
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4.3 MB Download
GISA_v01_1972_2019_25N_75W.tif
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2.3 MB Download
GISA_v01_1972_2019_25N_80E.tif
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3.6 MB Download
GISA_v01_1972_2019_25N_80W.tif
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2.7 MB Download
GISA_v01_1972_2019_25N_85E.tif
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4.4 MB Download
GISA_v01_1972_2019_25N_85W.tif
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2.8 MB Download
GISA_v01_1972_2019_25N_90E.tif
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3.4 MB Download
GISA_v01_1972_2019_25N_90W.tif
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2.7 MB Download
GISA_v01_1972_2019_25N_95E.tif
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3.5 MB Download
GISA_v01_1972_2019_25N_95W.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_10E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_110E.tif
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2.4 MB Download
GISA_v01_1972_2019_25S_110W.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_115E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_120E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_125E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_130E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_135E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_140E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_145E.tif
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2.6 MB Download
GISA_v01_1972_2019_25S_150E.tif
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4.0 MB Download
GISA_v01_1972_2019_25S_15E.tif
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2.4 MB Download
GISA_v01_1972_2019_25S_20E.tif
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2.5 MB Download
GISA_v01_1972_2019_25S_25E.tif
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5.2 MB Download
GISA_v01_1972_2019_25S_30E.tif
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3.2 MB Download
GISA_v01_1972_2019_25S_40E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_45E.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_50W.tif
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4.0 MB Download
GISA_v01_1972_2019_25S_55W.tif
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4.7 MB Download
GISA_v01_1972_2019_25S_60W.tif
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3.1 MB Download
GISA_v01_1972_2019_25S_65W.tif
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2.8 MB Download
GISA_v01_1972_2019_25S_70W.tif
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2.5 MB Download
GISA_v01_1972_2019_25S_75W.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_80W.tif
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2.3 MB Download
GISA_v01_1972_2019_25S_85W.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_0W.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_100E.tif
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5.5 MB Download
GISA_v01_1972_2019_30N_100W.tif
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6.1 MB Download
GISA_v01_1972_2019_30N_105E.tif
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7.1 MB Download
GISA_v01_1972_2019_30N_105W.tif
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3.5 MB Download
GISA_v01_1972_2019_30N_10E.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_10W.tif
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2.4 MB Download
GISA_v01_1972_2019_30N_110E.tif
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11.0 MB Download
GISA_v01_1972_2019_30N_110W.tif
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2.8 MB Download
GISA_v01_1972_2019_30N_115E.tif
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11.6 MB Download
GISA_v01_1972_2019_30N_115W.tif
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2.5 MB Download
GISA_v01_1972_2019_30N_120E.tif
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6.5 MB Download
GISA_v01_1972_2019_30N_120W.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_125E.tif
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2.6 MB Download
GISA_v01_1972_2019_30N_130E.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_140E.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_15E.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_15W.tif
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2.6 MB Download
GISA_v01_1972_2019_30N_20E.tif
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2.4 MB Download
GISA_v01_1972_2019_30N_20W.tif
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2.4 MB Download
GISA_v01_1972_2019_30N_25E.tif
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2.4 MB Download
GISA_v01_1972_2019_30N_30E.tif
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3.9 MB Download
GISA_v01_1972_2019_30N_35E.tif
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2.7 MB Download
GISA_v01_1972_2019_30N_40E.tif
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2.7 MB Download
GISA_v01_1972_2019_30N_45E.tif
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3.4 MB Download
GISA_v01_1972_2019_30N_50E.tif
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3.6 MB Download
GISA_v01_1972_2019_30N_55E.tif
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2.9 MB Download
GISA_v01_1972_2019_30N_5E.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_5W.tif
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2.3 MB Download
GISA_v01_1972_2019_30N_60E.tif
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2.4 MB Download
GISA_v01_1972_2019_30N_65E.tif
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3.6 MB Download
GISA_v01_1972_2019_30N_70E.tif
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GISA_v01_1972_2019_40N_100W.tif
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GISA_v01_1972_2019_40N_105W.tif
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GISA_v01_1972_2019_40N_10W.tif
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GISA_v01_1972_2019_40N_110W.tif
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GISA_v01_1972_2019_40N_115W.tif
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GISA_v01_1972_2019_40N_120E.tif
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GISA_v01_1972_2019_40N_120W.tif
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GISA_v01_1972_2019_40N_125W.tif
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GISA_v01_1972_2019_40N_130E.tif
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GISA_v01_1972_2019_40N_135E.tif
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GISA_v01_1972_2019_40N_140E.tif
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5.0 MB Download
GISA_v01_1972_2019_40N_15E.tif
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GISA_v01_1972_2019_40N_20E.tif
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GISA_v01_1972_2019_40N_25E.tif
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GISA_v01_1972_2019_40N_25W.tif
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GISA_v01_1972_2019_40N_35W.tif
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GISA_v01_1972_2019_40N_40E.tif
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GISA_v01_1972_2019_40N_45E.tif
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GISA_v01_1972_2019_40N_50E.tif
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3.6 MB Download
GISA_v01_1972_2019_40N_55E.tif
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2.9 MB Download
GISA_v01_1972_2019_40N_5E.tif
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GISA_v01_1972_2019_40N_5W.tif
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GISA_v01_1972_2019_40N_60E.tif
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2.7 MB Download
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GISA_v01_1972_2019_40N_70E.tif
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GISA_v01_1972_2019_40N_80E.tif
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GISA_v01_1972_2019_40N_80W.tif
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GISA_v01_1972_2019_40N_85E.tif
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GISA_v01_1972_2019_40N_90E.tif
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2.3 MB Download
GISA_v01_1972_2019_40N_90W.tif
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GISA_v01_1972_2019_40N_95E.tif
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GISA_v01_1972_2019_40N_95W.tif
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7.5 MB Download
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2.3 MB Download
GISA_v01_1972_2019_40S_145E.tif
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2.7 MB Download
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2.3 MB Download
GISA_v01_1972_2019_40S_170E.tif
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2.6 MB Download
GISA_v01_1972_2019_40S_175E.tif
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2.4 MB Download
GISA_v01_1972_2019_40S_65W.tif
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2.4 MB Download
GISA_v01_1972_2019_40S_70W.tif
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GISA_v01_1972_2019_40S_75W.tif
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2.4 MB Download
GISA_v01_1972_2019_40S_80W.tif
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2.3 MB Download
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6.8 MB Download
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GISA_v01_1972_2019_45N_100W.tif
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4.6 MB Download
GISA_v01_1972_2019_45N_105E.tif
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2.9 MB Download
GISA_v01_1972_2019_45N_105W.tif
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GISA_v01_1972_2019_45N_10E.tif
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GISA_v01_1972_2019_45N_10W.tif
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5.5 MB Download
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3.6 MB Download
GISA_v01_1972_2019_45N_110W.tif
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2.7 MB Download
GISA_v01_1972_2019_45N_115E.tif
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5.4 MB Download
GISA_v01_1972_2019_45N_115W.tif
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3.6 MB Download
GISA_v01_1972_2019_45N_120E.tif
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10.7 MB Download
GISA_v01_1972_2019_45N_120W.tif
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3.0 MB Download
GISA_v01_1972_2019_45N_125E.tif
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5.7 MB Download
GISA_v01_1972_2019_45N_125W.tif
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3.4 MB Download
GISA_v01_1972_2019_45N_130E.tif
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3.2 MB Download
GISA_v01_1972_2019_45N_135E.tif
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2.4 MB Download
GISA_v01_1972_2019_45N_140E.tif
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4.0 MB Download
GISA_v01_1972_2019_45N_145E.tif
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2.4 MB Download
GISA_v01_1972_2019_45N_15E.tif
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5.3 MB Download
GISA_v01_1972_2019_45N_20E.tif
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6.6 MB Download
GISA_v01_1972_2019_45N_25E.tif
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6.4 MB Download
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GISA_v01_1972_2019_45N_35E.tif
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3.3 MB Download
GISA_v01_1972_2019_45N_40E.tif
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4.2 MB Download
GISA_v01_1972_2019_45N_50E.tif
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GISA_v01_1972_2019_45N_55E.tif
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GISA_v01_1972_2019_45N_5E.tif
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4.8 MB Download
GISA_v01_1972_2019_45N_5W.tif
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5.7 MB Download
GISA_v01_1972_2019_45N_60E.tif
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2.7 MB Download
GISA_v01_1972_2019_45N_60W.tif
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2.3 MB Download
GISA_v01_1972_2019_45N_65E.tif
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3.7 MB Download
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2.5 MB Download
GISA_v01_1972_2019_45N_70E.tif
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4.1 MB Download
GISA_v01_1972_2019_45N_70W.tif
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2.9 MB Download
GISA_v01_1972_2019_45N_75E.tif
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2.5 MB Download
GISA_v01_1972_2019_45N_75W.tif
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9.3 MB Download
GISA_v01_1972_2019_45N_80E.tif
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2.4 MB Download
GISA_v01_1972_2019_45N_80W.tif
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8.3 MB Download
GISA_v01_1972_2019_45N_85E.tif
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2.9 MB Download
GISA_v01_1972_2019_45N_85W.tif
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9.7 MB Download
GISA_v01_1972_2019_45N_90E.tif
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2.3 MB Download
GISA_v01_1972_2019_45N_90W.tif
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9.6 MB Download
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2.3 MB Download
GISA_v01_1972_2019_45N_95W.tif
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6.1 MB Download
GISA_v01_1972_2019_45S_165E.tif
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2.4 MB Download
GISA_v01_1972_2019_45S_170E.tif
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2.3 MB Download
GISA_v01_1972_2019_45S_175E.tif
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2.3 MB Download
GISA_v01_1972_2019_45S_70W.tif
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2.3 MB Download
GISA_v01_1972_2019_45S_75W.tif
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2.3 MB Download
GISA_v01_1972_2019_45S_80W.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_0W.tif
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8.6 MB Download
GISA_v01_1972_2019_50N_100E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_100W.tif
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3.4 MB Download
GISA_v01_1972_2019_50N_105E.tif
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2.4 MB Download
GISA_v01_1972_2019_50N_105W.tif
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2.7 MB Download
GISA_v01_1972_2019_50N_10E.tif
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10.1 MB Download
GISA_v01_1972_2019_50N_10W.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_110E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_110W.tif
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2.5 MB Download
GISA_v01_1972_2019_50N_115E.tif
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2.6 MB Download
GISA_v01_1972_2019_50N_115W.tif
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2.8 MB Download
GISA_v01_1972_2019_50N_120E.tif
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4.5 MB Download
GISA_v01_1972_2019_50N_120W.tif
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3.3 MB Download
GISA_v01_1972_2019_50N_125E.tif
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5.6 MB Download
GISA_v01_1972_2019_50N_125W.tif
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6.4 MB Download
GISA_v01_1972_2019_50N_130E.tif
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4.5 MB Download
GISA_v01_1972_2019_50N_130W.tif
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2.4 MB Download
GISA_v01_1972_2019_50N_135E.tif
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2.5 MB Download
GISA_v01_1972_2019_50N_140E.tif
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2.5 MB Download
GISA_v01_1972_2019_50N_145E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_150E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_155E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_15E.tif
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9.9 MB Download
GISA_v01_1972_2019_50N_20E.tif
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7.0 MB Download
GISA_v01_1972_2019_50N_25E.tif
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6.3 MB Download
GISA_v01_1972_2019_50N_30E.tif
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5.9 MB Download
GISA_v01_1972_2019_50N_35E.tif
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7.1 MB Download
GISA_v01_1972_2019_50N_40E.tif
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4.4 MB Download
GISA_v01_1972_2019_50N_45E.tif
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2.7 MB Download
GISA_v01_1972_2019_50N_50E.tif
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2.4 MB Download
GISA_v01_1972_2019_50N_55E.tif
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2.4 MB Download
GISA_v01_1972_2019_50N_55W.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_5E.tif
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11.7 MB Download
GISA_v01_1972_2019_50N_5W.tif
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6.4 MB Download
GISA_v01_1972_2019_50N_60E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_60W.tif
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2.4 MB Download
GISA_v01_1972_2019_50N_65E.tif
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2.4 MB Download
GISA_v01_1972_2019_50N_65W.tif
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2.8 MB Download
GISA_v01_1972_2019_50N_70E.tif
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2.5 MB Download
GISA_v01_1972_2019_50N_70W.tif
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3.0 MB Download
GISA_v01_1972_2019_50N_75E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_75W.tif
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4.7 MB Download
GISA_v01_1972_2019_50N_80E.tif
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2.4 MB Download
GISA_v01_1972_2019_50N_80W.tif
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3.0 MB Download
GISA_v01_1972_2019_50N_85E.tif
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2.4 MB Download
GISA_v01_1972_2019_50N_85W.tif
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2.9 MB Download
GISA_v01_1972_2019_50N_90E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_90W.tif
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2.9 MB Download
GISA_v01_1972_2019_50N_95E.tif
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2.3 MB Download
GISA_v01_1972_2019_50N_95W.tif
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3.7 MB Download
GISA_v01_1972_2019_50S_155E.tif
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2.3 MB Download
GISA_v01_1972_2019_50S_165E.tif
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2.3 MB Download
GISA_v01_1972_2019_50S_65W.tif
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2.3 MB Download
GISA_v01_1972_2019_50S_70W.tif
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2.3 MB Download
GISA_v01_1972_2019_50S_75W.tif
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2.3 MB Download
GISA_v01_1972_2019_50S_80W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_0W.tif
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8.5 MB Download
GISA_v01_1972_2019_55N_100E.tif
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2.7 MB Download
GISA_v01_1972_2019_55N_100W.tif
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2.6 MB Download
GISA_v01_1972_2019_55N_105E.tif
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2.7 MB Download
GISA_v01_1972_2019_55N_105W.tif
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2.5 MB Download
GISA_v01_1972_2019_55N_10E.tif
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10.9 MB Download
GISA_v01_1972_2019_55N_10W.tif
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4.2 MB Download
GISA_v01_1972_2019_55N_110E.tif
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2.5 MB Download
GISA_v01_1972_2019_55N_110W.tif
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2.6 MB Download
GISA_v01_1972_2019_55N_115E.tif
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2.5 MB Download
GISA_v01_1972_2019_55N_115W.tif
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3.5 MB Download
GISA_v01_1972_2019_55N_120E.tif
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2.7 MB Download
GISA_v01_1972_2019_55N_120W.tif
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2.6 MB Download
GISA_v01_1972_2019_55N_125E.tif
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2.8 MB Download
GISA_v01_1972_2019_55N_125W.tif
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2.4 MB Download
GISA_v01_1972_2019_55N_130E.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_130W.tif
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2.4 MB Download
GISA_v01_1972_2019_55N_135E.tif
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2.4 MB Download
GISA_v01_1972_2019_55N_135W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_140E.tif
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2.4 MB Download
GISA_v01_1972_2019_55N_150E.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_155E.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_15E.tif
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9.1 MB Download
GISA_v01_1972_2019_55N_15W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_160E.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_160W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_165E.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_165W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_170E.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_170W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_175E.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_175W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_20E.tif
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6.7 MB Download
GISA_v01_1972_2019_55N_25E.tif
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4.8 MB Download
GISA_v01_1972_2019_55N_30E.tif
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4.7 MB Download
GISA_v01_1972_2019_55N_35E.tif
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5.1 MB Download
GISA_v01_1972_2019_55N_40E.tif
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3.4 MB Download
GISA_v01_1972_2019_55N_45E.tif
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3.9 MB Download
GISA_v01_1972_2019_55N_50E.tif
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3.1 MB Download
GISA_v01_1972_2019_55N_55E.tif
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3.4 MB Download
GISA_v01_1972_2019_55N_5E.tif
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13.3 MB Download
GISA_v01_1972_2019_55N_5W.tif
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9.5 MB Download
GISA_v01_1972_2019_55N_60E.tif
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2.8 MB Download
GISA_v01_1972_2019_55N_60W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_65E.tif
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2.7 MB Download
GISA_v01_1972_2019_55N_65W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_70E.tif
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2.9 MB Download
GISA_v01_1972_2019_55N_70W.tif
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2.4 MB Download
GISA_v01_1972_2019_55N_75E.tif
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2.7 MB Download
GISA_v01_1972_2019_55N_75W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_80E.tif
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2.9 MB Download
GISA_v01_1972_2019_55N_80W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_85E.tif
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2.9 MB Download
GISA_v01_1972_2019_55N_85W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_90E.tif
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2.5 MB Download
GISA_v01_1972_2019_55N_90W.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_95E.tif
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2.3 MB Download
GISA_v01_1972_2019_55N_95W.tif
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2.3 MB Download
GISA_v01_1972_2019_55S_155E.tif
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2.3 MB Download
GISA_v01_1972_2019_55S_65W.tif
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2.3 MB Download
GISA_v01_1972_2019_55S_70W.tif
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2.3 MB Download
GISA_v01_1972_2019_55S_75W.tif
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2.3 MB Download
GISA_v01_1972_2019_5N_100E.tif
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5.4 MB Download
GISA_v01_1972_2019_5N_105E.tif
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2.4 MB Download
GISA_v01_1972_2019_5N_10E.tif
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2.5 MB Download
GISA_v01_1972_2019_5N_10W.tif
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2.4 MB Download
GISA_v01_1972_2019_5N_110E.tif
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3.0 MB Download
GISA_v01_1972_2019_5N_115E.tif
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2.6 MB Download
GISA_v01_1972_2019_5N_120E.tif
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2.6 MB Download
GISA_v01_1972_2019_5N_125E.tif
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2.4 MB Download
GISA_v01_1972_2019_5N_130E.tif
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2.3 MB Download
GISA_v01_1972_2019_5N_15E.tif
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2.5 MB Download
GISA_v01_1972_2019_5N_20E.tif
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2.5 MB Download
GISA_v01_1972_2019_5N_25E.tif
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2.5 MB Download
GISA_v01_1972_2019_5N_30E.tif
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2.8 MB Download
GISA_v01_1972_2019_5N_35E.tif
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2.5 MB Download
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GISA_v01_1972_2019_60N_35E.tif
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GISA_v01_1972_2019_60N_45E.tif
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GISA_v01_1972_2019_60N_50E.tif
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GISA_v01_1972_2019_60N_55E.tif
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GISA_v01_1972_2019_60N_70E.tif
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GISA_v01_1972_2019_60N_70W.tif
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GISA_v01_1972_2019_60N_80E.tif
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GISA_v01_1972_2019_60N_80W.tif
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GISA_v01_1972_2019_65N_100W.tif
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GISA_v01_1972_2019_65N_105W.tif
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GISA_v01_1972_2019_65N_120W.tif
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GISA_v01_1972_2019_65N_125W.tif
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GISA_v01_1972_2019_65N_130E.tif
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GISA_v01_1972_2019_65N_130W.tif
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GISA_v01_1972_2019_65N_135E.tif
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GISA_v01_1972_2019_65N_135W.tif
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GISA_v01_1972_2019_65N_150W.tif
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GISA_v01_1972_2019_65N_155E.tif
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GISA_v01_1972_2019_65N_155W.tif
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GISA_v01_1972_2019_65N_15E.tif
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GISA_v01_1972_2019_65N_160E.tif
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GISA_v01_1972_2019_65N_30E.tif
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GISA_v01_1972_2019_65N_35E.tif
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GISA_v01_1972_2019_65N_40E.tif
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GISA_v01_1972_2019_65N_45E.tif
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GISA_v01_1972_2019_65N_50E.tif
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GISA_v01_1972_2019_65N_55E.tif
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GISA_v01_1972_2019_65N_5E.tif
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GISA_v01_1972_2019_65N_5W.tif
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GISA_v01_1972_2019_65N_60E.tif
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GISA_v01_1972_2019_65N_60W.tif
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GISA_v01_1972_2019_65N_65E.tif
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GISA_v01_1972_2019_65N_65W.tif
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GISA_v01_1972_2019_65N_70E.tif
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GISA_v01_1972_2019_65N_70W.tif
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GISA_v01_1972_2019_65N_75E.tif
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GISA_v01_1972_2019_65N_75W.tif
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GISA_v01_1972_2019_65N_80E.tif
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GISA_v01_1972_2019_65N_80W.tif
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GISA_v01_1972_2019_65N_85E.tif
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GISA_v01_1972_2019_65N_90E.tif
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GISA_v01_1972_2019_65N_90W.tif
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GISA_v01_1972_2019_65N_95E.tif
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GISA_v01_1972_2019_65N_95W.tif
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GISA_v01_1972_2019_70N_100E.tif
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GISA_v01_1972_2019_70N_100W.tif
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GISA_v01_1972_2019_70N_105E.tif
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GISA_v01_1972_2019_70N_105W.tif
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GISA_v01_1972_2019_70N_110E.tif
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GISA_v01_1972_2019_70N_110W.tif
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GISA_v01_1972_2019_70N_115E.tif
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GISA_v01_1972_2019_70N_115W.tif
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GISA_v01_1972_2019_70N_120E.tif
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GISA_v01_1972_2019_70N_120W.tif
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GISA_v01_1972_2019_70N_125E.tif
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GISA_v01_1972_2019_70N_125W.tif
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GISA_v01_1972_2019_70N_130E.tif
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GISA_v01_1972_2019_70N_130W.tif
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GISA_v01_1972_2019_70N_135E.tif
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GISA_v01_1972_2019_70N_135W.tif
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GISA_v01_1972_2019_70N_140E.tif
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GISA_v01_1972_2019_70N_140W.tif
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GISA_v01_1972_2019_70N_145E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_145W.tif
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GISA_v01_1972_2019_70N_150E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_150W.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_155E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_155W.tif
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GISA_v01_1972_2019_70N_15E.tif
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GISA_v01_1972_2019_70N_160E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_160W.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_165E.tif
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GISA_v01_1972_2019_70N_165W.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_170E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_170W.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_175E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_175W.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_180W.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_20E.tif
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2.5 MB Download
GISA_v01_1972_2019_70N_25E.tif
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2.4 MB Download
GISA_v01_1972_2019_70N_30E.tif
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2.6 MB Download
GISA_v01_1972_2019_70N_35E.tif
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2.4 MB Download
GISA_v01_1972_2019_70N_40E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_45E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_50E.tif
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GISA_v01_1972_2019_70N_55E.tif
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GISA_v01_1972_2019_70N_60E.tif
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GISA_v01_1972_2019_70N_65E.tif
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GISA_v01_1972_2019_70N_65W.tif
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GISA_v01_1972_2019_70N_70E.tif
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GISA_v01_1972_2019_70N_70W.tif
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GISA_v01_1972_2019_70N_75E.tif
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GISA_v01_1972_2019_70N_75W.tif
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GISA_v01_1972_2019_70N_80E.tif
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GISA_v01_1972_2019_70N_80W.tif
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GISA_v01_1972_2019_70N_85E.tif
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GISA_v01_1972_2019_70N_85W.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_90E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_90W.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_95E.tif
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2.3 MB Download
GISA_v01_1972_2019_70N_95W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_100E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_100W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_105E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_105W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_110E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_110W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_115E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_115W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_120E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_120W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_125E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_125W.tif
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GISA_v01_1972_2019_75N_130E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_130W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_135E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_135W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_140E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_140W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_145E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_145W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_150E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_150W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_155E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_155W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_15E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_160E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_160W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_165E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_165W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_170E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_175E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_180W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_20E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_25E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_30E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_35E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_40E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_45E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_50E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_55E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_60E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_65E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_70E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_70W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_75E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_75W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_80E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_80W.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_85E.tif
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2.3 MB Download
GISA_v01_1972_2019_75N_85W.tif
md5:19f2d8d4a669e6b7605210b4ba6eb343
2.3 MB Download
GISA_v01_1972_2019_75N_90E.tif
md5:fcf60d9879761bf1621ad5873b6ba958
2.3 MB Download
GISA_v01_1972_2019_75N_90W.tif
md5:33d30dc9e8f1c41d62e55efe94c18bb5
2.3 MB Download
GISA_v01_1972_2019_75N_95E.tif
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GISA_v01_1972_2019_75N_95W.tif
md5:5e5cfe175a04361d2ba68c40c23d86f7
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README.txt
md5:3ab4beade1f2927aaec15a8da7c70538
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