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https://github.com/pydata/xarray/issues/521#issuecomment-474587423 https://api.github.com/repos/pydata/xarray/issues/521 474587423 MDEyOklzc3VlQ29tbWVudDQ3NDU4NzQyMw== 20947797 2019-03-19T21:15:10Z 2019-03-19T21:15:10Z NONE
Of course, here is the `ds.info()` output: xarray.Dataset { dimensions: bnds = 2 ; d2 = 2 ; nlat = 2400 ; nlon = 3600 ; time = 1 ; z_t = 42 ; z_t_150m = 12 ; z_w = 42 ; z_w_bot = 42 ; z_w_top = 42 ; variables: float64 time_bound(time, d2) ; time_bound:long_name = boundaries for time-averaging interval ; time_bound:units = days since 0000-01-01 00:00:00 ; float64 time(time) ; time:long_name = time ; time:units = days since 0-1-1 00:00:00 ; time:bounds = time_bnds ; time:calendar = 365_day ; time:standard_name = time ; time:axis = T ; float32 z_t(z_t) ; z_t:long_name = depth from surface to midpoint of layer ; z_t:units = centimeters ; z_t:positive = down ; z_t:valid_min = 500.62200927734375 ; z_t:valid_max = 587499.875 ; z_t:axis = Z ; float32 z_t_150m(z_t_150m) ; z_t_150m:long_name = depth from surface to midpoint of layer ; z_t_150m:units = centimeters ; z_t_150m:positive = down ; z_t_150m:valid_min = 500.62200927734375 ; z_t_150m:valid_max = 14895.82421875 ; float32 z_w(z_w) ; z_w:long_name = depth from surface to top of layer ; z_w:units = centimeters ; z_w:positive = down ; z_w:valid_min = 0.0 ; z_w:valid_max = 574999.875 ; float32 z_w_top(z_w_top) ; z_w_top:long_name = depth from surface to top of layer ; z_w_top:units = centimeters ; z_w_top:positive = down ; z_w_top:valid_min = 0.0 ; z_w_top:valid_max = 574999.875 ; float32 z_w_bot(z_w_bot) ; z_w_bot:long_name = depth from surface to bottom of layer ; z_w_bot:units = centimeters ; z_w_bot:positive = down ; z_w_bot:valid_min = 1001.2440185546875 ; z_w_bot:valid_max = 599999.875 ; float32 dz(z_t) ; dz:long_name = thickness of layer k ; dz:units = centimeters ; float32 dzw(z_w) ; dzw:long_name = midpoint of k to midpoint of k+1 ; dzw:units = centimeters ; float64 ULONG(nlat, nlon) ; ULONG:long_name = array of u-grid longitudes ; ULONG:units = degrees_east ; ULONG:standard_name = longitude ; ULONG:_CoordinateAxisType = Lon ; float64 ULAT(nlat, nlon) ; ULAT:long_name = array of u-grid latitudes ; ULAT:units = degrees_north ; ULAT:standard_name = latitude ; ULAT:_CoordinateAxisType = Lat ; float64 TLONG(nlat, nlon) ; TLONG:long_name = array of t-grid longitudes ; TLONG:units = degrees_east ; TLONG:standard_name = longitude ; TLONG:_CoordinateAxisType = Lon ; float64 TLAT(nlat, nlon) ; TLAT:long_name = array of t-grid latitudes ; TLAT:units = degrees_north ; TLAT:standard_name = latitude ; TLAT:_CoordinateAxisType = Lat ; float64 KMT(nlat, nlon) ; KMT:long_name = k Index of Deepest Grid Cell on T Grid ; float64 KMU(nlat, nlon) ; KMU:long_name = k Index of Deepest Grid Cell on U Grid ; float64 REGION_MASK(nlat, nlon) ; REGION_MASK:long_name = basin index number (signed integers) ; float64 UAREA(nlat, nlon) ; UAREA:long_name = area of U cells ; UAREA:units = centimeter^2 ; float64 TAREA(nlat, nlon) ; TAREA:long_name = area of T cells ; TAREA:units = centimeter^2 ; float64 HU(nlat, nlon) ; HU:long_name = ocean depth at U points ; HU:units = centimeter ; float64 HT(nlat, nlon) ; HT:long_name = ocean depth at T points ; HT:units = centimeter ; float64 DXU(nlat, nlon) ; DXU:long_name = x-spacing centered at U points ; DXU:units = centimeters ; float64 DYU(nlat, nlon) ; DYU:long_name = y-spacing centered at U points ; DYU:units = centimeters ; float64 DXT(nlat, nlon) ; DXT:long_name = x-spacing centered at T points ; DXT:units = centimeters ; float64 DYT(nlat, nlon) ; DYT:long_name = y-spacing centered at T points ; DYT:units = centimeters ; float64 HTN(nlat, nlon) ; HTN:long_name = cell widths on North sides of T cell ; HTN:units = centimeters ; float64 HTE(nlat, nlon) ; HTE:long_name = cell widths on East sides of T cell ; HTE:units = centimeters ; float64 HUS(nlat, nlon) ; HUS:long_name = cell widths on South sides of U cell ; HUS:units = centimeters ; float64 HUW(nlat, nlon) ; HUW:long_name = cell widths on West sides of U cell ; HUW:units = centimeters ; float64 ANGLE(nlat, nlon) ; ANGLE:long_name = angle grid makes with latitude line ; ANGLE:units = radians ; float64 ANGLET(nlat, nlon) ; ANGLET:long_name = angle grid makes with latitude line on T grid ; ANGLET:units = radians ; float64 days_in_norm_year() ; days_in_norm_year:long_name = Calendar Length ; days_in_norm_year:units = days ; float64 grav() ; grav:long_name = Acceleration Due to Gravity ; grav:units = centimeter/s^2 ; float64 omega() ; omega:long_name = Earths Angular Velocity ; omega:units = 1/second ; float64 radius() ; radius:long_name = Earths Radius ; radius:units = centimeters ; float64 cp_sw() ; cp_sw:long_name = Specific Heat of Sea Water ; cp_sw:units = erg/g/K ; float64 sound() ; sound:long_name = Speed of Sound ; sound:units = centimeter/s ; float64 vonkar() ; vonkar:long_name = von Karman Constant ; float64 cp_air() ; cp_air:long_name = Heat Capacity of Air ; cp_air:units = joule/kg/degK ; float64 rho_air() ; rho_air:long_name = Ambient Air Density ; rho_air:units = kg/m^3 ; float64 rho_sw() ; rho_sw:long_name = Density of Sea Water ; rho_sw:units = gram/centimeter^3 ; float64 rho_fw() ; rho_fw:long_name = Density of Fresh Water ; rho_fw:units = gram/centimeter^3 ; float64 stefan_boltzmann() ; stefan_boltzmann:long_name = Stefan-Boltzmann Constant ; stefan_boltzmann:units = watt/m^2/degK^4 ; float64 latent_heat_vapor() ; latent_heat_vapor:long_name = Latent Heat of Vaporization ; latent_heat_vapor:units = J/kg ; float64 latent_heat_fusion() ; latent_heat_fusion:long_name = Latent Heat of Fusion ; latent_heat_fusion:units = erg/g ; float64 ocn_ref_salinity() ; ocn_ref_salinity:long_name = Ocean Reference Salinity ; ocn_ref_salinity:units = g/kg ; float64 sea_ice_salinity() ; sea_ice_salinity:long_name = Salinity of Sea Ice ; sea_ice_salinity:units = g/kg ; float64 T0_Kelvin() ; T0_Kelvin:long_name = Zero Point for Celsius ; T0_Kelvin:units = degK ; float64 salt_to_ppt() ; salt_to_ppt:long_name = Convert Salt in gram/gram to g/kg ; float64 ppt_to_salt() ; ppt_to_salt:long_name = Convert Salt in g/kg to gram/gram ; float64 mass_to_Sv() ; mass_to_Sv:long_name = Convert Mass Flux to Sverdrups ; float64 heat_to_PW() ; heat_to_PW:long_name = Convert Heat Flux to Petawatts ; float64 salt_to_Svppt() ; salt_to_Svppt:long_name = Convert Salt Flux to Sverdrups*g/kg ; float64 salt_to_mmday() ; salt_to_mmday:long_name = Convert Salt to Water (millimeters/day) ; float64 momentum_factor() ; momentum_factor:long_name = Convert Windstress to Velocity Flux ; float64 hflux_factor() ; hflux_factor:long_name = Convert Heat and Solar Flux to Temperature Flux ; float64 fwflux_factor() ; fwflux_factor:long_name = Convert Net Fresh Water Flux to Salt Flux (in model units) ; float64 salinity_factor() ; float64 sflux_factor() ; sflux_factor:long_name = Convert Salt Flux to Salt Flux (in model units) ; float64 nsurface_t() ; nsurface_t:long_name = Number of Ocean T Points at Surface ; float64 nsurface_u() ; nsurface_u:long_name = Number of Ocean U Points at Surface ; float32 KE(time, z_t, nlat, nlon) ; KE:long_name = Horizontal Kinetic Energy ; KE:units = centimeter^2/s^2 ; KE:grid_loc = 3221 ; KE:cell_methods = time: mean ; float32 TEMP(time, z_t, nlat, nlon) ; TEMP:long_name = Potential Temperature ; TEMP:units = degC ; TEMP:grid_loc = 3111 ; TEMP:cell_methods = time: mean ; float32 SALT(time, z_t, nlat, nlon) ; SALT:long_name = Salinity ; SALT:units = gram/kilogram ; SALT:grid_loc = 3111 ; SALT:cell_methods = time: mean ; float32 SSH2(time, nlat, nlon) ; SSH2:long_name = SSH**2 ; SSH2:units = cm^2 ; SSH2:grid_loc = 2110 ; SSH2:cell_methods = time: mean ; float32 SHF(time, nlat, nlon) ; SHF:long_name = Total Surface Heat Flux, Including SW ; SHF:units = watt/m^2 ; SHF:grid_loc = 2110 ; SHF:cell_methods = time: mean ; float32 SFWF(time, nlat, nlon) ; SFWF:long_name = Virtual Salt Flux in FW Flux formulation ; SFWF:units = kg/m^2/s ; SFWF:grid_loc = 2110 ; SFWF:cell_methods = time: mean ; float32 EVAP_F(time, nlat, nlon) ; EVAP_F:long_name = Evaporation Flux from Coupler ; EVAP_F:units = kg/m^2/s ; EVAP_F:grid_loc = 2110 ; EVAP_F:cell_methods = time: mean ; float32 PREC_F(time, nlat, nlon) ; PREC_F:long_name = Precipitation Flux from Cpl (rain+snow) ; PREC_F:units = kg/m^2/s ; PREC_F:grid_loc = 2110 ; PREC_F:cell_methods = time: mean ; float32 SNOW_F(time, nlat, nlon) ; SNOW_F:long_name = Snow Flux from Coupler ; SNOW_F:units = kg/m^2/s ; SNOW_F:grid_loc = 2110 ; SNOW_F:cell_methods = time: mean ; float32 MELT_F(time, nlat, nlon) ; MELT_F:long_name = Melt Flux from Coupler ; MELT_F:units = kg/m^2/s ; MELT_F:grid_loc = 2110 ; MELT_F:cell_methods = time: mean ; float32 ROFF_F(time, nlat, nlon) ; ROFF_F:long_name = Runoff Flux from Coupler ; ROFF_F:units = kg/m^2/s ; ROFF_F:grid_loc = 2110 ; ROFF_F:cell_methods = time: mean ; float32 SALT_F(time, nlat, nlon) ; SALT_F:long_name = Salt Flux from Coupler (kg of salt/m^2/s) ; SALT_F:units = kg/m^2/s ; SALT_F:grid_loc = 2110 ; SALT_F:cell_methods = time: mean ; float32 SENH_F(time, nlat, nlon) ; SENH_F:long_name = Sensible Heat Flux from Coupler ; SENH_F:units = watt/m^2 ; SENH_F:grid_loc = 2110 ; SENH_F:cell_methods = time: mean ; float32 LWUP_F(time, nlat, nlon) ; LWUP_F:long_name = Longwave Heat Flux (up) from Coupler ; LWUP_F:units = watt/m^2 ; LWUP_F:grid_loc = 2110 ; LWUP_F:cell_methods = time: mean ; float32 LWDN_F(time, nlat, nlon) ; LWDN_F:long_name = Longwave Heat Flux (dn) from Coupler ; LWDN_F:units = watt/m^2 ; LWDN_F:grid_loc = 2110 ; LWDN_F:cell_methods = time: mean ; float32 MELTH_F(time, nlat, nlon) ; MELTH_F:long_name = Melt Heat Flux from Coupler ; MELTH_F:units = watt/m^2 ; MELTH_F:grid_loc = 2110 ; MELTH_F:cell_methods = time: mean ; float32 IAGE(time, z_t, nlat, nlon) ; IAGE:long_name = Ideal Age ; IAGE:units = years ; IAGE:grid_loc = 3111 ; IAGE:cell_methods = time: mean ; float32 WVEL(time, z_w_top, nlat, nlon) ; WVEL:long_name = Vertical Velocity ; WVEL:units = centimeter/s ; WVEL:grid_loc = 3112 ; WVEL:cell_methods = time: mean ; float32 UET(time, z_t, nlat, nlon) ; UET:long_name = Flux of Heat in grid-x direction ; UET:units = degC/s ; UET:grid_loc = 3211 ; UET:cell_methods = time: mean ; float32 VNT(time, z_t, nlat, nlon) ; VNT:long_name = Flux of Heat in grid-y direction ; VNT:units = degC/s ; VNT:grid_loc = 3121 ; VNT:cell_methods = time: mean ; float32 UES(time, z_t, nlat, nlon) ; UES:long_name = Salt Flux in grid-x direction ; UES:units = gram/kilogram/s ; UES:grid_loc = 3211 ; UES:cell_methods = time: mean ; float32 VNS(time, z_t, nlat, nlon) ; VNS:long_name = Salt Flux in grid-y direction ; VNS:units = gram/kilogram/s ; VNS:grid_loc = 3121 ; VNS:cell_methods = time: mean ; float32 PD(time, z_t, nlat, nlon) ; PD:long_name = Potential Density Ref to Surface ; PD:units = gram/centimeter^3 ; PD:grid_loc = 3111 ; PD:cell_methods = time: mean ; float32 HMXL(time, nlat, nlon) ; HMXL:long_name = Mixed-Layer Depth ; HMXL:units = centimeter ; HMXL:grid_loc = 2110 ; HMXL:cell_methods = time: mean ; float32 XMXL(time, nlat, nlon) ; XMXL:long_name = Maximum Mixed-Layer Depth ; XMXL:units = centimeter ; XMXL:grid_loc = 2110 ; XMXL:cell_methods = time: maximum ; float32 TMXL(time, nlat, nlon) ; TMXL:long_name = Minimum Mixed-Layer Depth ; TMXL:units = centimeter ; TMXL:grid_loc = 2110 ; TMXL:cell_methods = time: minimum ; float32 HBLT(time, nlat, nlon) ; HBLT:long_name = Boundary-Layer Depth ; HBLT:units = centimeter ; HBLT:grid_loc = 2110 ; HBLT:cell_methods = time: mean ; float32 XBLT(time, nlat, nlon) ; XBLT:long_name = Maximum Boundary-Layer Depth ; XBLT:units = centimeter ; XBLT:grid_loc = 2110 ; XBLT:cell_methods = time: maximum ; float32 TBLT(time, nlat, nlon) ; TBLT:long_name = Minimum Boundary-Layer Depth ; TBLT:units = centimeter ; TBLT:grid_loc = 2110 ; TBLT:cell_methods = time: minimum ; float64 SSH(time, nlat, nlon) ; SSH:long_name = Sea Surface Height ; SSH:units = centimeter ; SSH:grid_loc = 2110 ; SSH:cell_methods = time: mean ; float64 time_bnds(time, bnds) ; float64 TAUX(time, nlat, nlon) ; TAUX:long_name = Windstress in grid-x direction ; TAUX:units = dyne/centimeter^2 ; TAUX:grid_loc = 2220 ; TAUX:cell_methods = time: mean ; float64 TAUY(time, nlat, nlon) ; TAUY:long_name = Windstress in grid-y direction ; TAUY:units = dyne/centimeter^2 ; TAUY:grid_loc = 2220 ; TAUY:cell_methods = time: mean ; float64 UVEL(time, z_t, nlat, nlon) ; UVEL:long_name = Velocity in grid-x direction ; UVEL:units = centimeter/s ; UVEL:grid_loc = 3221 ; UVEL:cell_methods = time: mean ; float64 VVEL(time, z_t, nlat, nlon) ; VVEL:long_name = Velocity in grid-y direction ; VVEL:units = centimeter/s ; VVEL:grid_loc = 3221 ; VVEL:cell_methods = time: mean ; // global attributes: :title = spinup_pd_maxcores_f05_t12 ; :history = Thu Sep 14 23:06:30 2017: ncks -A /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Ugrid_vars_0200-01.nc /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/spinup_pd_maxcores_f05_t12.pop.h.0200-01.nc Thu Sep 14 23:01:57 2017: ncrename -d x_2,nlon -d y_2,nlat /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Ugrid_vars_0200-01.nc Thu Sep 14 23:00:39 2017: ncks -v TAUX,TAUY,UVEL,VVEL /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/daily_to_monthly_fields_spinup_pd_maxcores_f05_t12.pop.h.0200-01.nc /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Ugrid_vars_0200-01.nc Thu Sep 14 21:45:58 2017: cdo -b F64 -timmean /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/daily/spinup_pd_maxcores_f05_t12.pop.h.nday1.0200-01-01.nc /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/daily_to_monthly_fields_spinup_pd_maxcores_f05_t12.pop.h.0200-01.nc none ; :Conventions = CF-1.0; http://www.cgd.ucar.edu/cms/eaton/netcdf/CF-current.htm ; :contents = Diagnostic and Prognostic Variables ; :source = CCSM POP2, the CCSM Ocean Component ; :revision = $Id: tavg.F90 34115 2012-01-25 22:35:19Z njn01 $ ; :calendar = All years have exactly 365 days. ; :start_time = This dataset was created on 2017-04-15 at 12:52:48.4 ; :cell_methods = cell_methods = time: mean ==> the variable values are averaged over the time interval between the previous time coordinate and the current one. cell_methods absent ==> the variable values are at the time given by the current time coordinate. ; :nsteps_total = 25052952 ; :tavg_sum = 86399.99999999974 ; :CDI = Climate Data Interface version 1.7.0 (http://mpimet.mpg.de/cdi) ; :CDO = Climate Data Operators version 1.7.0 (http://mpimet.mpg.de/cdo) ; :NCO = "4.6.0" ; :history_of_appended_files = Thu Sep 14 23:06:30 2017: Appended file /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Ugrid_vars_0200-01.nc had following "history" attribute: Thu Sep 14 23:01:57 2017: ncrename -d x_2,nlon -d y_2,nlat /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Ugrid_vars_0200-01.nc Thu Sep 14 23:00:39 2017: ncks -v TAUX,TAUY,UVEL,VVEL /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/daily_to_monthly_fields_spinup_pd_maxcores_f05_t12.pop.h.0200-01.nc /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Ugrid_vars_0200-01.nc Thu Sep 14 21:45:58 2017: cdo -b F64 -timmean /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/daily/spinup_pd_maxcores_f05_t12.pop.h.nday1.0200-01-01.nc /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/daily_to_monthly_fields_spinup_pd_maxcores_f05_t12.pop.h.0200-01.nc none Thu Sep 14 23:03:20 2017: Appended file /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Tgrid_vars_0200-01.nc had following "history" attribute: Thu Sep 14 23:01:57 2017: ncrename -d x,nlon -d y,nlat /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Tgrid_vars_0200-01.nc Thu Sep 14 23:00:38 2017: ncks -v SSH /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/daily_to_monthly_fields_spinup_pd_maxcores_f05_t12.pop.h.0200-01.nc /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/needed_Tgrid_vars_0200-01.nc Thu Sep 14 21:45:58 2017: cdo -b F64 -timmean /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/daily/spinup_pd_maxcores_f05_t12.pop.h.nday1.0200-01-01.nc /projects/0/prace_imau/prace_2013081679/cesm1_0_4/spinup_pd_maxcores_f05_t12/OUTPUT/ocn/hist/monthly/NEW/daily_to_monthly_fields_spinup_pd_maxcores_f05_t12.pop.h.0200-01.nc none ; 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