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Matt Oehler committed Dec 20, 2024
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800 changes: 800 additions & 0 deletions Class_Notebooks/.ipynb_checkpoints/ClassNotebook1-checkpoint.ipynb

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(STAND TAHITI - STAND DARWIN) SEA LEVEL PRESS
ANOMALY

YEAR JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
1951 2.5 1.5 -0.2 -0.5 -1.1 0.3 -1.7 -0.4 -1.8 -1.6 -1.3 -1.2
1952 -1.5 -1.0 0.9 -0.4 1.2 1.2 0.8 0.1 -0.4 0.6 0.0 -2.0
1953 0.5 -0.8 -0.3 0.3 -2.8 0.2 -0.0 -2.0 -2.1 0.1 -0.5 -0.8
1954 1.1 -0.5 0.4 1.1 0.8 0.2 0.7 1.8 0.3 0.4 0.2 2.3
1955 -0.9 3.1 1.1 -0.2 1.7 2.2 2.6 2.4 2.2 2.5 2.0 1.6
1956 2.2 2.7 2.2 1.5 2.3 1.8 1.8 2.0 0.1 2.9 0.2 1.8
1957 1.0 -0.1 0.3 0.4 -1.1 0.3 0.4 -0.8 -1.5 0.1 -1.6 -0.5
1958 -3.1 -0.8 0.4 0.6 -0.8 0.5 0.7 1.5 -0.5 0.1 -0.7 -1.0
1959 -1.5 -2.3 2.1 0.7 0.8 -0.2 -0.4 -0.2 0.0 0.8 1.5 1.5
1960 0.2 0.2 1.7 1.3 0.9 0.2 0.8 1.3 1.1 0.2 0.9 1.3
1961 -0.4 1.5 -3.0 1.3 0.5 0.2 0.4 0.2 0.1 -0.5 0.9 2.5
1962 3.3 -0.5 0.2 0.3 1.8 1.2 0.1 1.0 0.7 1.6 0.5 0.3
1963 1.7 0.9 1.9 1.3 0.6 -0.8 -0.2 0.0 -1.0 -2.0 -1.4 -2.0
1964 -0.6 0.1 1.9 1.8 0.4 1.2 0.9 2.5 2.1 2.2 0.3 -0.5
1965 -0.7 0.7 1.2 -0.9 0.3 -0.9 -3.0 -1.1 -2.2 -1.5 -2.4 0.3
1966 -2.2 -0.4 -1.5 -0.3 -0.7 0.5 0.1 1.1 -0.4 -0.2 -0.0 -0.6
1967 2.8 2.8 2.0 -0.1 -0.0 1.1 0.3 1.2 0.8 0.1 -0.7 -0.9
1968 0.9 2.1 0.2 0.0 2.1 1.8 1.1 0.4 -0.4 -0.1 -0.6 0.3
1969 -2.4 -0.9 0.7 -0.6 -0.4 0.3 -0.8 -0.2 -1.6 -1.5 -0.1 0.7
1970 -1.9 -1.7 1.0 -0.1 0.6 1.6 -0.6 1.0 1.9 1.7 2.6 3.2
1971 0.6 3.3 3.8 2.8 1.4 0.7 0.4 2.5 2.3 2.8 0.9 0.4
1972 0.8 1.8 1.1 -0.2 -2.6 -0.9 -2.4 -0.8 -2.2 -1.5 -0.6 -2.1
1973 -0.5 -2.3 1.2 0.1 0.7 1.8 1.0 2.1 2.0 1.3 4.3 3.0
1974 4.0 3.4 4.0 1.6 1.6 0.7 1.9 1.3 1.8 1.5 -0.2 0.3
1975 -0.8 1.3 2.6 1.9 1.1 2.1 3.1 3.3 3.4 2.8 1.9 3.5
1976 2.3 2.8 2.9 0.5 0.6 0.4 -1.4 -1.3 -1.9 0.7 1.2 -0.6
1977 -0.7 2.0 -0.9 -0.7 -0.8 -1.5 -1.9 -1.3 -1.3 -1.7 -2.1 -1.7
1978 -0.5 -4.4 -0.3 -0.5 2.2 1.1 0.9 0.7 0.1 -0.6 -0.0 -0.1
1979 -0.7 1.6 0.2 -0.2 0.8 1.1 2.2 -0.3 0.2 -0.2 -0.7 -1.2
1980 0.7 0.5 -0.7 -1.0 -0.0 -0.0 -0.1 0.6 -0.8 0.0 -0.6 -0.1
1981 0.6 -0.3 -2.1 -0.2 1.3 2.0 1.4 1.2 0.5 -0.6 0.3 0.8
1982 2.0 0.4 1.0 0.1 -0.6 -1.7 -2.5 -2.9 -2.9 -2.8 -4.3 -3.7
1983 -5.8 -6.0 -4.0 -1.5 1.0 0.1 -1.0 0.2 1.4 0.7 -0.2 0.0
1984 0.3 1.4 -0.4 0.6 0.3 -0.6 0.3 0.7 0.2 -0.5 0.4 -0.2
1985 -0.5 2.0 1.3 1.9 0.7 -0.6 -0.2 1.6 0.0 -0.6 -0.3 0.4
1986 1.6 -1.7 0.8 0.5 -0.4 1.6 0.5 -0.6 -0.8 1.1 -2.0 -2.4
1987 -1.1 -2.1 -2.1 -2.3 -2.1 -1.8 -2.2 -1.5 -1.7 -0.6 -0.0 -0.8
1988 -0.2 -0.6 1.1 0.2 1.5 0.1 1.7 2.5 3.0 2.3 2.8 2.0
1989 2.5 2.0 1.8 2.7 2.0 1.2 1.5 -0.5 0.8 1.3 -0.4 -0.9
1990 -0.1 -3.0 -0.7 0.3 2.0 0.5 0.9 -0.3 -1.2 0.4 -0.8 -0.4
1991 1.0 0.4 -1.1 -1.0 -1.7 -0.2 0.0 -0.7 -2.5 -1.7 -1.1 -2.9
1992 -4.7 -1.5 -3.3 -1.7 0.4 -1.0 -1.0 0.6 0.1 -2.3 -1.1 -0.9
1993 -1.5 -1.2 -0.8 -1.9 -0.6 -1.4 -1.3 -1.6 -1.2 -1.8 -0.1 0.3
1994 -0.2 0.4 -1.1 -2.1 -1.1 -0.7 -2.2 -2.0 -2.6 -1.9 -0.9 -2.0
1995 -0.7 -0.2 1.2 -1.1 -0.6 0.2 0.7 0.5 0.4 0.0 0.1 -0.8
1996 1.6 0.4 1.9 1.3 0.5 1.9 1.1 1.2 1.0 1.0 -0.1 1.5
1997 0.8 2.9 -0.7 -1.0 -2.2 -2.3 -1.2 -2.4 -2.4 -2.4 -2.0 -1.6
1998 -4.4 -3.4 -4.0 -2.4 0.4 1.6 2.0 1.9 1.7 1.8 1.7 2.3
1999 3.0 1.6 2.1 2.3 0.4 0.4 0.9 0.6 -0.1 1.6 1.7 2.4
2000 1.1 2.7 2.2 2.0 0.6 -0.3 -0.3 1.2 1.4 1.8 3.0 1.3
2001 1.6 2.8 1.5 0.3 -0.8 0.5 -0.3 -0.7 0.3 -0.1 1.1 -1.4
2002 0.7 1.8 -0.4 -0.1 -1.4 -0.4 -0.8 -1.6 -1.0 -0.6 -0.7 -1.8
2003 -0.3 -1.1 -0.5 -0.2 -0.5 -1.0 0.5 0.2 -0.2 0.0 -0.5 1.8
2004 -2.2 2.0 0.7 -1.5 1.7 -1.4 -0.8 -0.5 -0.6 -0.1 -1.1 -1.3
2005 0.6 -5.2 0.5 -1.0 -1.3 0.7 0.3 -0.6 0.6 2.0 -0.3 -0.0
2006 2.7 0.2 2.9 1.8 -0.8 -0.4 -1.0 -1.7 -1.0 -2.1 0.1 -0.5
2007 -1.3 -0.1 0.3 -0.2 -0.2 0.9 -0.5 0.7 0.3 1.2 1.4 2.7
2008 2.9 4.4 2.4 1.1 -0.1 1.0 0.5 1.7 2.0 2.1 2.2 2.4
2009 1.8 3.1 0.7 1.3 -0.2 0.2 0.4 -0.3 0.5 -2.0 -1.0 -1.2
2010 -1.8 -2.4 -1.1 2.0 1.5 0.6 3.0 3.0 3.7 2.9 2.1 4.8
2011 3.8 4.5 4.2 3.1 0.6 0.4 1.6 0.7 1.7 1.2 1.8 4.1
2012 1.8 0.8 1.2 -0.4 0.1 -0.7 -0.1 -0.3 0.4 0.5 0.4 -1.0
2013 -0.1 -0.4 2.5 0.4 1.3 2.0 1.3 0.3 0.5 -0.1 1.2 0.1
2014 2.4 0.1 -1.5 1.3 0.9 0.3 -0.3 -1.2 -1.2 -1.0 -1.5 -0.9
2015 -1.4 0.4 -1.2 -0.1 -1.2 -0.9 -1.9 -2.4 -2.7 -2.8 -0.8 -0.9
2016 -3.6 -3.2 -0.1 -2.0 0.7 1.1 0.7 1.2 2.0 -0.4 -0.2 0.5
2017 0.3 -0.1 1.5 -0.3 0.4 -0.7 1.3 0.9 1.0 1.5 1.5 -0.2
2018 1.8 -0.8 2.4 0.8 0.6 -0.2 0.4 -0.5 -1.5 0.6 -0.1 1.7
2019 -0.1 -2.3 -0.5 0.2 -0.7 -0.7 -0.6 -0.2 -1.9 -0.6 -1.4 -0.9
2020 0.3 -0.1 -0.2 0.3 0.7 -0.6 0.7 1.8 1.5 0.8 1.1 3.0
2021 3.2 2.5 0.6 0.6 0.8 0.7 2.3 1.0 1.3 1.2 1.6 2.5
2022 0.8 1.8 2.9 2.8 2.4 2.8 1.3 1.7 2.7 2.8 0.5 3.5
2023 2.3 2.3 0.3 0.4 -1.7 0.4 -0.4 -1.4 -2.1 -0.8 -1.3 -0.4
2024 0.8 -2.3 0.6 -0.3 0.8 0.1 -1.2 1.5-999.9-999.9-999.9-999.9
2025-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2026-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2027-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2028-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2029-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2030-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
(STAND TAHITI - STAND DARWIN) SEA LEVEL PRESS
STANDARDIZED DATA

YEAR JAN FEB MAR APR MAY JUN JUL AUG SEP OCT NOV DEC
1951 1.5 0.9 -0.1 -0.3 -0.7 0.2 -1.0 -0.2 -1.1 -1.0 -0.8 -0.7
1952 -0.9 -0.6 0.5 -0.2 0.8 0.7 0.5 0.1 -0.2 0.4 0.0 -1.2
1953 0.3 -0.5 -0.2 0.2 -1.7 0.1 -0.0 -1.2 -1.2 0.1 -0.3 -0.5
1954 0.7 -0.3 0.3 0.6 0.5 0.1 0.4 1.1 0.2 0.3 0.1 1.4
1955 -0.5 1.9 0.6 -0.1 1.0 1.3 1.6 1.5 1.3 1.5 1.2 1.0
1956 1.3 1.6 1.3 0.9 1.4 1.1 1.1 1.2 0.1 1.8 0.2 1.1
1957 0.6 -0.1 0.2 0.2 -0.7 0.2 0.2 -0.5 -0.9 0.0 -1.0 -0.3
1958 -1.9 -0.5 0.3 0.4 -0.5 0.3 0.4 0.9 -0.3 0.1 -0.4 -0.6
1959 -0.9 -1.4 1.3 0.4 0.5 -0.1 -0.3 -0.1 0.0 0.5 0.9 0.9
1960 0.1 0.1 1.0 0.8 0.5 0.1 0.5 0.8 0.7 0.1 0.5 0.8
1961 -0.3 0.9 -1.8 0.8 0.3 0.1 0.2 0.2 0.1 -0.3 0.5 1.5
1962 2.0 -0.3 0.1 0.2 1.1 0.7 0.1 0.6 0.4 1.0 0.3 0.2
1963 1.0 0.6 1.1 0.8 0.4 -0.5 -0.1 0.0 -0.6 -1.2 -0.8 -1.2
1964 -0.4 0.0 1.1 1.1 0.2 0.8 0.6 1.5 1.3 1.3 0.2 -0.3
1965 -0.4 0.4 0.8 -0.5 0.2 -0.6 -1.8 -0.7 -1.3 -0.9 -1.5 0.2
1966 -1.3 -0.2 -0.9 -0.2 -0.4 0.3 0.1 0.6 -0.2 -0.1 -0.0 -0.3
1967 1.7 1.7 1.2 -0.0 -0.0 0.6 0.2 0.7 0.5 0.1 -0.4 -0.6
1968 0.5 1.3 0.1 0.0 1.2 1.1 0.7 0.3 -0.3 -0.1 -0.3 0.2
1969 -1.5 -0.5 0.4 -0.4 -0.2 0.2 -0.5 -0.1 -1.0 -0.9 -0.1 0.4
1970 -1.1 -1.0 0.6 -0.1 0.4 1.0 -0.4 0.6 1.2 1.0 1.6 1.9
1971 0.4 2.0 2.3 1.7 0.9 0.4 0.2 1.5 1.4 1.7 0.5 0.3
1972 0.5 1.1 0.6 -0.1 -1.6 -0.5 -1.4 -0.5 -1.4 -0.9 -0.3 -1.3
1973 -0.3 -1.4 0.7 0.1 0.4 1.1 0.6 1.3 1.2 0.8 2.6 1.8
1974 2.4 2.1 2.4 0.9 1.0 0.4 1.1 0.8 1.1 0.9 -0.1 0.2
1975 -0.5 0.8 1.6 1.2 0.6 1.3 1.9 2.0 2.1 1.7 1.2 2.1
1976 1.4 1.7 1.7 0.3 0.4 0.3 -0.9 -0.8 -1.1 0.4 0.7 -0.3
1977 -0.4 1.2 -0.5 -0.4 -0.5 -0.9 -1.1 -0.8 -0.8 -1.0 -1.3 -1.1
1978 -0.3 -2.7 -0.2 -0.3 1.4 0.7 0.6 0.4 0.1 -0.4 -0.0 -0.1
1979 -0.4 1.0 0.1 -0.1 0.5 0.6 1.3 -0.2 0.1 -0.1 -0.4 -0.7
1980 0.4 0.3 -0.4 -0.6 -0.0 -0.0 -0.0 0.4 -0.5 0.0 -0.3 -0.1
1981 0.4 -0.2 -1.3 -0.1 0.8 1.2 0.8 0.7 0.3 -0.4 0.2 0.5
1982 1.2 0.3 0.6 0.1 -0.3 -1.0 -1.5 -1.7 -1.7 -1.7 -2.6 -2.2
1983 -3.5 -3.6 -2.4 -0.9 0.6 0.0 -0.6 0.1 0.9 0.4 -0.1 0.0
1984 0.2 0.9 -0.2 0.3 0.2 -0.3 0.2 0.4 0.1 -0.3 0.3 -0.1
1985 -0.3 1.2 0.8 1.2 0.4 -0.4 -0.1 1.0 0.0 -0.4 -0.2 0.2
1986 1.0 -1.0 0.5 0.3 -0.2 1.0 0.3 -0.4 -0.5 0.6 -1.2 -1.4
1987 -0.7 -1.2 -1.3 -1.4 -1.3 -1.1 -1.4 -0.9 -1.0 -0.4 -0.0 -0.5
1988 -0.1 -0.4 0.6 0.1 0.9 0.1 1.0 1.5 1.8 1.4 1.7 1.2
1989 1.5 1.2 1.1 1.6 1.2 0.7 0.9 -0.3 0.5 0.8 -0.2 -0.5
1990 -0.1 -1.8 -0.4 0.2 1.2 0.3 0.5 -0.2 -0.7 0.3 -0.5 -0.2
1991 0.6 0.3 -0.7 -0.6 -1.0 -0.1 0.0 -0.4 -1.5 -1.0 -0.7 -1.8
1992 -2.9 -0.9 -2.0 -1.0 0.3 -0.6 -0.6 0.4 0.1 -1.4 -0.7 -0.6
1993 -0.9 -0.7 -0.5 -1.2 -0.3 -0.8 -0.8 -0.9 -0.7 -1.1 -0.1 0.2
1994 -0.1 0.3 -0.7 -1.3 -0.7 -0.4 -1.3 -1.2 -1.6 -1.1 -0.6 -1.2
1995 -0.4 -0.1 0.8 -0.7 -0.4 0.1 0.4 0.3 0.3 0.0 0.0 -0.5
1996 1.0 0.3 1.1 0.8 0.3 1.2 0.7 0.7 0.6 0.6 -0.1 0.9
1997 0.5 1.7 -0.4 -0.6 -1.3 -1.4 -0.8 -1.4 -1.4 -1.5 -1.2 -1.0
1998 -2.7 -2.0 -2.4 -1.4 0.3 1.0 1.2 1.2 1.0 1.1 1.0 1.4
1999 1.8 1.0 1.3 1.4 0.2 0.3 0.5 0.4 -0.1 1.0 1.0 1.4
2000 0.7 1.7 1.3 1.2 0.4 -0.2 -0.2 0.7 0.9 1.1 1.8 0.8
2001 1.0 1.7 0.9 0.2 -0.5 0.3 -0.2 -0.4 0.2 -0.0 0.7 -0.8
2002 0.4 1.1 -0.2 -0.1 -0.8 -0.2 -0.5 -1.0 -0.6 -0.4 -0.5 -1.1
2003 -0.2 -0.7 -0.3 -0.1 -0.3 -0.6 0.3 0.1 -0.1 0.0 -0.3 1.1
2004 -1.3 1.2 0.4 -0.9 1.0 -0.8 -0.5 -0.3 -0.3 -0.1 -0.7 -0.8
2005 0.3 -3.1 0.3 -0.6 -0.8 0.4 0.2 -0.3 0.4 1.2 -0.2 -0.0
2006 1.7 0.1 1.8 1.1 -0.5 -0.2 -0.6 -1.0 -0.6 -1.3 0.1 -0.3
2007 -0.8 -0.1 0.2 -0.1 -0.1 0.5 -0.3 0.4 0.2 0.7 0.9 1.7
2008 1.8 2.6 1.4 0.7 -0.1 0.6 0.3 1.0 1.2 1.3 1.3 1.4
2009 1.1 1.9 0.4 0.8 -0.1 0.1 0.2 -0.2 0.3 -1.2 -0.6 -0.7
2010 -1.1 -1.5 -0.7 1.2 0.9 0.4 1.8 1.8 2.2 1.7 1.3 2.9
2011 2.3 2.7 2.5 1.9 0.4 0.2 1.0 0.4 1.0 0.8 1.1 2.5
2012 1.1 0.5 0.7 -0.3 0.0 -0.4 -0.0 -0.2 0.2 0.3 0.3 -0.6
2013 -0.1 -0.2 1.5 0.2 0.8 1.2 0.8 0.2 0.3 -0.1 0.7 0.1
2014 1.4 0.1 -0.9 0.8 0.5 0.2 -0.2 -0.7 -0.7 -0.6 -0.9 -0.6
2015 -0.8 0.2 -0.7 -0.0 -0.7 -0.6 -1.1 -1.4 -1.6 -1.7 -0.5 -0.6
2016 -2.2 -2.0 -0.1 -1.2 0.4 0.6 0.4 0.7 1.2 -0.3 -0.1 0.3
2017 0.2 -0.1 0.9 -0.2 0.3 -0.4 0.8 0.5 0.6 0.9 0.9 -0.1
2018 1.1 -0.5 1.5 0.5 0.4 -0.1 0.2 -0.3 -0.9 0.4 -0.1 1.0
2019 -0.0 -1.4 -0.3 0.1 -0.4 -0.5 -0.4 -0.1 -1.2 -0.4 -0.8 -0.6
2020 0.2 -0.1 -0.1 0.2 0.4 -0.4 0.4 1.1 0.9 0.5 0.7 1.8
2021 1.9 1.5 0.4 0.3 0.5 0.4 1.4 0.6 0.8 0.7 1.0 1.5
2022 0.5 1.1 1.8 1.7 1.4 1.7 0.8 1.0 1.6 1.7 0.3 2.1
2023 1.4 1.4 0.2 0.2 -1.0 0.3 -0.3 -0.8 -1.3 -0.5 -0.8 -0.2
2024 0.5 -1.4 0.4 -0.2 0.5 0.0 -0.7 0.9-999.9-999.9-999.9-999.9
2025-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2026-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2027-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2028-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2029-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
2030-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9-999.9
61 changes: 61 additions & 0 deletions Environments/.ipynb_checkpoints/aos573_f23-checkpoint.yml
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name: aos573
channels:
- defaults
- conda-forge
- anaconda-fusion
dependencies:
- numpy
- zarr
- cartopy
- nc-time-axis
- xarray
- distributed
- pandas
- matplotlib
- h5netcdf
- ipykernel
- ipywidgets
- dask
- h5py
- scipy
- netcdf-fortran
- nodejs
- numcodecs
- python
- jupyterlab
- matplotlib-inline
- netcdf4
- python-graphviz
- metpy
- cfgrib
- xgcm
- xesmf
- siphon
- seaborn
- scikit-learn
- ipympl
- hvplot
- datashader
- plotly
- bokeh
- geoviews
- cmocean
- pytest
- pyresample
- nbdime
- gsw
- iris
- celluloid
- fsspec
- altair
- vega_datasets
- plotnine
- scikit-image
- aospy
- geopandas
- setuptools
- build
- hatchling
- twine
- pip
prefix: /Users/Hannah/anaconda3/envs/aos573
61 changes: 61 additions & 0 deletions Environments/aos573_f23.yml
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name: aos573
channels:
- defaults
- conda-forge
- anaconda-fusion
dependencies:
- numpy
- zarr
- cartopy
- nc-time-axis
- xarray
- distributed
- pandas
- matplotlib
- h5netcdf
- ipykernel
- ipywidgets
- dask
- h5py
- scipy
- netcdf-fortran
- nodejs
- numcodecs
- python
- jupyterlab
- matplotlib-inline
- netcdf4
- python-graphviz
- metpy
- cfgrib
- xgcm
- xesmf
- siphon
- seaborn
- scikit-learn
- ipympl
- hvplot
- datashader
- plotly
- bokeh
- geoviews
- cmocean
- pytest
- pyresample
- nbdime
- gsw
- iris
- celluloid
- fsspec
- altair
- vega_datasets
- plotnine
- scikit-image
- aospy
- geopandas
- setuptools
- build
- hatchling
- twine
- pip
prefix: /Users/Hannah/anaconda3/envs/aos573
19 changes: 19 additions & 0 deletions Environments/satpy_env.yml
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name: satpy_env
channels:
- conda-forge
- defaults
dependencies:
# Required by JupyterLab
- python=3.10
- nb_conda_kernels
- ipykernel
# User requested packages
- cartopy
- goes2go
- imageio
- imageio-ffmpeg
- matplotlib
- satpy
- xarray
- dask
- distributed
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