From debasish.hazra5 at gmail.com Fri Jul 17 20:26:54 2026 From: debasish.hazra5 at gmail.com (Debasish Hazra) Date: Fri, 17 Jul 2026 22:26:54 -0400 Subject: [ncl-talk] Station obs overlay on map Message-ID: Hi, I am trying to do a plot with station data in netcdf overlay on model output following this example here : https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl But getting subscript range error. Attached is the ncl code and netcdf station data used for this. Any help on this is greatly appreciated. Thanks Debasish -------------- next part -------------- An HTML attachment was scrubbed... URL: -------------- next part -------------- A non-text attachment was scrubbed... Name: HrlyPM25_2026071618.nc Type: application/octet-stream Size: 250556 bytes Desc: not available URL: -------------- next part -------------- A non-text attachment was scrubbed... Name: Test_read.ncl Type: application/octet-stream Size: 4298 bytes Desc: not available URL: From debasish.hazra5 at gmail.com Mon Jul 20 08:05:06 2026 From: debasish.hazra5 at gmail.com (Debasish Hazra) Date: Mon, 20 Jul 2026 10:05:06 -0400 Subject: [ncl-talk] Station obs overlay on map In-Reply-To: References: Message-ID: Thanks Karin for your reply. The file is big to attach, here is the link of actual file : https://nomads.ncep.noaa.gov/pub/data/nccf/com/gens/prod/gefs.20260718/00/chem/pgrb2ap25/ I am getting error in this line : lat_new(i,0:npts_range-1) = obs_lat(indexes) error says : fatal:Subscript out of range, error in subscript #0 fatal:["Execute.c":8637]:Execute: Error occurred at or near line 68 in file Test_read.ncl On Mon, Jul 20, 2026 at 3:17?AM Karin Meier-Fleischer < meier-fleischer at dkrz.de> wrote: > Hi Debasish, > > the file gefs.chem.t00z.a2d_0p25.f018.grib2 is missing. > > Can you provide more Information about the error. > > Regards, Karin > > Am 18.07.26 um 04:26 schrieb Debasish Hazra via ncl-talk: > > Hi, > > I am trying to do a plot with station data in netcdf overlay on model > > output following this example here > > :https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl > > But getting subscript range error. Attached is the ncl code and netcdf > > station data used for this. Any help on this is greatly appreciated. > > > > Thanks > > Debasish > > > > _______________________________________________ > > ncl-talk mailing list > > ncl-talk at mailman.ucar.edu > > List instructions, subscriber options, unsubscribe: > > https://mailman.ucar.edu/mailman/listinfo/ncl-talk > > -------------- next part -------------- An HTML attachment was scrubbed... URL: From debasish.hazra5 at gmail.com Mon Jul 20 08:06:39 2026 From: debasish.hazra5 at gmail.com (Debasish Hazra) Date: Mon, 20 Jul 2026 10:06:39 -0400 Subject: [ncl-talk] Station obs overlay on map In-Reply-To: References: Message-ID: Grib2 input is big to attach, here is the link of actual file (take any day or forecast hours) : https://nomads.ncep.noaa.gov/pub/data/nccf/com/gens/prod/gefs.20260718/00/chem/pgrb2ap25/ I am getting error in this line : lat_new(i,0:npts_range-1) = obs_lat(indexes) error says : fatal:Subscript out of range, error in subscript #0 fatal:["Execute.c":8637]:Execute: Error occurred at or near line 68 in file Test_read.ncl Thanks, Debasish On Fri, Jul 17, 2026 at 10:26?PM Debasish Hazra wrote: > Hi, > I am trying to do a plot with station data in netcdf overlay on model > output following this example here : > https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl > But getting subscript range error. Attached is the ncl code and netcdf > station data used for this. Any help on this is greatly appreciated. > > Thanks > Debasish > -------------- next part -------------- An HTML attachment was scrubbed... URL: From dave.allured at noaa.gov Mon Jul 20 10:50:42 2026 From: dave.allured at noaa.gov (Dave Allured - NOAA Affiliate) Date: Mon, 20 Jul 2026 10:50:42 -0600 Subject: [ncl-talk] Station obs overlay on map In-Reply-To: References: Message-ID: Debasish, please check your subscripting. Immediately before the line that gets the error, add printVarSummary for lat_new, obs_lat, and "indexes". Also include: printMinMax (indexes, 0) print ("num missing = " + num (ismissing (indexes))) print (i) print (npts_range) Show us all of this output immediately preceding the error, including the error message itself. Do not show repeated outputs, only the last set of debug print messages before the error occurs. On Mon, Jul 20, 2026 at 8:05?AM Debasish Hazra via ncl-talk < ncl-talk at mailman.ucar.edu> wrote: > Thanks Karin for your reply. The file is big to attach, here is the link > of actual file : > https://nomads.ncep.noaa.gov/pub/data/nccf/com/gens/prod/gefs.20260718/00/chem/pgrb2ap25/ > I am getting error in this line : lat_new(i,0:npts_range-1) = > obs_lat(indexes) > error says : fatal:Subscript out of range, error in subscript #0 > fatal:["Execute.c":8637]:Execute: Error occurred at or near line 68 in > file Test_read.ncl > > On Mon, Jul 20, 2026 at 3:17?AM Karin Meier-Fleischer < > meier-fleischer at dkrz.de> wrote: > >> Hi Debasish, >> >> the file gefs.chem.t00z.a2d_0p25.f018.grib2 is missing. >> >> Can you provide more Information about the error. >> >> Regards, Karin >> >> Am 18.07.26 um 04:26 schrieb Debasish Hazra via ncl-talk: >> > Hi, >> > I am trying to do a plot with station data in netcdf overlay on model >> > output following this example here >> > :https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl >> > But getting subscript range error. Attached is the ncl code and netcdf >> > station data used for this. Any help on this is greatly appreciated. >> > >> > Thanks >> > Debasish > > -------------- next part -------------- An HTML attachment was scrubbed... URL: From debasish.hazra5 at gmail.com Mon Jul 20 11:19:56 2026 From: debasish.hazra5 at gmail.com (Debasish Hazra) Date: Mon, 20 Jul 2026 13:19:56 -0400 Subject: [ncl-talk] Station obs overlay on map In-Reply-To: References: Message-ID: Thanks Dave, attached the revised ncl code with print statements you have suggested along with print output and error in text message. On Mon, Jul 20, 2026 at 12:51?PM Dave Allured - NOAA Affiliate < dave.allured at noaa.gov> wrote: > Debasish, please check your subscripting. Immediately before the line > that gets the error, add printVarSummary for lat_new, obs_lat, and > "indexes". Also include: > > printMinMax (indexes, 0) > print ("num missing = " + num (ismissing (indexes))) > print (i) > print (npts_range) > > Show us all of this output immediately preceding the error, including the > error message itself. Do not show repeated outputs, only the last set of > debug print messages before the error occurs. > > > On Mon, Jul 20, 2026 at 8:05?AM Debasish Hazra via ncl-talk < > ncl-talk at mailman.ucar.edu> wrote: > >> Thanks Karin for your reply. The file is big to attach, here is the link >> of actual file : >> https://nomads.ncep.noaa.gov/pub/data/nccf/com/gens/prod/gefs.20260718/00/chem/pgrb2ap25/ >> I am getting error in this line : lat_new(i,0:npts_range-1) = >> obs_lat(indexes) >> error says : fatal:Subscript out of range, error in subscript #0 >> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 68 in >> file Test_read.ncl >> >> On Mon, Jul 20, 2026 at 3:17?AM Karin Meier-Fleischer < >> meier-fleischer at dkrz.de> wrote: >> >>> Hi Debasish, >>> >>> the file gefs.chem.t00z.a2d_0p25.f018.grib2 is missing. >>> >>> Can you provide more Information about the error. >>> >>> Regards, Karin >>> >>> Am 18.07.26 um 04:26 schrieb Debasish Hazra via ncl-talk: >>> > Hi, >>> > I am trying to do a plot with station data in netcdf overlay on model >>> > output following this example here >>> > :https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl >>> > But getting subscript range error. Attached is the ncl code and netcdf >>> > station data used for this. Any help on this is greatly appreciated. >>> > >>> > Thanks >>> > Debasish >> >> -------------- next part -------------- An HTML attachment was scrubbed... URL: -------------- next part -------------- Copyright (C) 1995-2019 - All Rights Reserved University Corporation for Atmospheric Research NCAR Command Language Version 6.6.2 The use of this software is governed by a License Agreement. See http://www.ncl.ucar.edu/ for more details. Variable: gsd1 Type: float Total Size: 4152960 bytes 1038240 values Number of Dimensions: 2 Dimensions and sizes: [lat_0 | 721] x [lon_0 | 1440] Coordinates: lat_0: [90..-90] lon_0: [ 0..359.75] Number Of Attributes: 16 center : US National Weather Service - NCEP (WMC) production_status : Operational products long_name : Aerosol optical thickness units : Numeric _FillValue : 1e+20 grid_type : Latitude/longitude parameter_discipline_and_category : Meteorological products, Atmospheric chemical constituents parameter_template_discipline_category_number : ( 48, 0, 20, 102 ) level_type : Entire Atmosphere level : 0 forecast_time : 18 forecast_time_units : hours initial_time : 07/16/2026 (00:00) aerosol_wavelength : >= 5.45e-07 and <= 5.65e-07 aerosol_size : < 2e-05 aerosol_type : Total Aerosol Variable: gsd1 Type: float Total Size: 4152960 bytes 1038240 values Number of Dimensions: 2 Dimensions and sizes: [lat_0 | 721] x [lon_0 | 1440] Coordinates: lat_0: [-90..90] lon_0: [ 0..359.75] Number Of Attributes: 16 center : US National Weather Service - NCEP (WMC) production_status : Operational products long_name : Aerosol optical thickness units : Numeric _FillValue : 1e+20 grid_type : Latitude/longitude parameter_discipline_and_category : Meteorological products, Atmospheric chemical constituents parameter_template_discipline_category_number : ( 48, 0, 20, 102 ) level_type : Entire Atmosphere level : 0 forecast_time : 18 forecast_time_units : hours initial_time : 07/16/2026 (00:00) aerosol_wavelength : >= 5.45e-07 and <= 5.65e-07 aerosol_size : < 2e-05 aerosol_type : Total Aerosol Variable: obs_lat Type: float Total Size: 8248 bytes 2062 values Number of Dimensions: 1 Dimensions and sizes: [nhdr | 2062] Coordinates: Number Of Attributes: 3 long_name : latitude _FillValue : -9999 units : degrees_north Variable: obs_lon Type: float Total Size: 8248 bytes 2062 values Number of Dimensions: 1 Dimensions and sizes: [nhdr | 2062] Coordinates: Number Of Attributes: 3 long_name : longitude _FillValue : -9999 units : degrees_east Variable: pm25_data Type: float Total Size: 15928 bytes 3982 values Number of Dimensions: 1 Dimensions and sizes: [nobs | 3982] Coordinates: Number Of Attributes: 2 long_name : observation value _FillValue : -9999 Variable: num_distinct_markers Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) min=0 max=3981 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 0 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 3465 Variable: lat_new Type: float Total Size: 191136 bytes 47784 values Number of Dimensions: 2 Dimensions and sizes: [12] x [3982] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: obs_lat Type: float Total Size: 8248 bytes 2062 values Number of Dimensions: 1 Dimensions and sizes: [nhdr | 2062] Coordinates: Number Of Attributes: 3 long_name : latitude _FillValue : -9999 units : degrees_north Variable: indexes Type: integer Total Size: 13860 bytes 3465 values Number of Dimensions: 1 Dimensions and sizes: [3465] Coordinates: fatal:Subscript out of range, error in subscript #0 fatal:["Execute.c":8637]:Execute: Error occurred at or near line 73 in file Test_read.ncl -------------- next part -------------- A non-text attachment was scrubbed... Name: Test_read.ncl Type: application/octet-stream Size: 4514 bytes Desc: not available URL: From dave.allured at noaa.gov Mon Jul 20 12:43:02 2026 From: dave.allured at noaa.gov (Dave Allured - NOAA Affiliate) Date: Mon, 20 Jul 2026 12:43:02 -0600 Subject: [ncl-talk] Station obs overlay on map In-Reply-To: References: Message-ID: Debasish, the problem starts with the Airnow input file. It has obs_lat and obs_lon on dimension nhdr, but pm25_data is on dimension nobs. These are two different sizes. From the Airnow file, can you determine how to line up the coordinates for each of the 3982 obs values? My guess is that there is some kind of cross referencing in the Airnow file, such as site ID arrays. On Mon, Jul 20, 2026 at 11:20?AM Debasish Hazra wrote: > Thanks Dave, attached the revised ncl code with print statements you have > suggested along with print output and error in text message. > > On Mon, Jul 20, 2026 at 12:51?PM Dave Allured - NOAA Affiliate < > dave.allured at noaa.gov> wrote: > >> Debasish, please check your subscripting. Immediately before the line >> that gets the error, add printVarSummary for lat_new, obs_lat, and >> "indexes". Also include: >> >> printMinMax (indexes, 0) >> print ("num missing = " + num (ismissing (indexes))) >> print (i) >> print (npts_range) >> >> Show us all of this output immediately preceding the error, including the >> error message itself. Do not show repeated outputs, only the last set of >> debug print messages before the error occurs. >> >> >> On Mon, Jul 20, 2026 at 8:05?AM Debasish Hazra via ncl-talk < >> ncl-talk at mailman.ucar.edu> wrote: >> >>> Thanks Karin for your reply. The file is big to attach, here is the link >>> of actual file : >>> https://nomads.ncep.noaa.gov/pub/data/nccf/com/gens/prod/gefs.20260718/00/chem/pgrb2ap25/ >>> I am getting error in this line : lat_new(i,0:npts_range-1) = >>> obs_lat(indexes) >>> error says : fatal:Subscript out of range, error in subscript #0 >>> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 68 in >>> file Test_read.ncl >>> >>> On Mon, Jul 20, 2026 at 3:17?AM Karin Meier-Fleischer < >>> meier-fleischer at dkrz.de> wrote: >>> >>>> Hi Debasish, >>>> >>>> the file gefs.chem.t00z.a2d_0p25.f018.grib2 is missing. >>>> >>>> Can you provide more Information about the error. >>>> >>>> Regards, Karin >>>> >>>> Am 18.07.26 um 04:26 schrieb Debasish Hazra via ncl-talk: >>>> > Hi, >>>> > I am trying to do a plot with station data in netcdf overlay on model >>>> > output following this example here >>>> > :https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl >>>> > But getting subscript range error. Attached is the ncl code and >>>> netcdf >>>> > station data used for this. Any help on this is greatly appreciated. >>>> > >>>> > Thanks >>>> > Debasish >>> >>> -------------- next part -------------- An HTML attachment was scrubbed... URL: From debasish.hazra5 at gmail.com Mon Jul 20 21:07:17 2026 From: debasish.hazra5 at gmail.com (Debasish Hazra) Date: Mon, 20 Jul 2026 23:07:17 -0400 Subject: [ncl-talk] rot lat_lon to regular lat_lon Message-ID: Hi, I have a file which is in rotate lat_lon grid with the following attributes, but lat and lon are not 2 dimensional. How to plot this data and also how to convert it into regular lat lon ? file global attributes: cen_lat : 50 cen_lon : -118 dlat : 0.1169081 dlon : 0.1169081 dtp : 180 fhzero : 1 grid : rotated_latlon grid_id : 1 lat1 : -28.5 lat2 : 28.5 lon1 : -45.25 lon2 : 45.25 dimensions: time = 1 grid_yt = 488 grid_xt = 775 variables: float aod ( time, grid_yt, grid_xt ) _FillValue : 9.99e+20 cell_methods : time: point long_name : total aerosol optical depth at 550 nm missing_value : 9.99e+20 output_file : phy units : numerical double grid_xt ( grid_xt ) cartesian_axis : X long_name : rotated T-cell longiitude units : degrees double grid_yt ( grid_yt ) cartesian_axis : Y long_name : rotated T-cell latiitude units : degrees double time ( time ) calendar : JULIAN calendar_type : JULIAN cartesian_axis : T long_name : time units : hours since 2026-07-14 06:00:00 Appreciate your help on this. Thanks, Debasish -------------- next part -------------- An HTML attachment was scrubbed... URL: From dave.allured at noaa.gov Mon Jul 20 22:16:23 2026 From: dave.allured at noaa.gov (Dave Allured - NOAA Affiliate) Date: Mon, 20 Jul 2026 22:16:23 -0600 Subject: [ncl-talk] rot lat_lon to regular lat_lon In-Reply-To: References: Message-ID: If the coordinate variables are 1-D, then this file is probably already converted into a regular lat/lon grid. The region to plot is the min and max of the coordinate variables. The global attributes are historical and may apply to the source file before the conversion was done. Just plot this as a normal regional data file with 1-D lat/lon coordinates. On Mon, Jul 20, 2026 at 9:07?PM Debasish Hazra via ncl-talk < ncl-talk at mailman.ucar.edu> wrote: > Hi, > I have a file which is in rotate lat_lon grid with the following > attributes, but lat and lon are not 2 dimensional. How to plot this data > and also how to convert it into regular lat lon ? > > file global attributes: > cen_lat : 50 > cen_lon : -118 > dlat : 0.1169081 > dlon : 0.1169081 > dtp : 180 > fhzero : 1 > grid : rotated_latlon > grid_id : 1 > lat1 : -28.5 > lat2 : 28.5 > lon1 : -45.25 > lon2 : 45.25 > dimensions: > time = 1 > grid_yt = 488 > grid_xt = 775 > variables: > float aod ( time, grid_yt, grid_xt ) > _FillValue : 9.99e+20 > cell_methods : time: point > long_name : total aerosol optical depth at 550 nm > missing_value : 9.99e+20 > output_file : phy > units : numerical > > double grid_xt ( grid_xt ) > cartesian_axis : X > long_name : rotated T-cell longiitude > units : degrees > > double grid_yt ( grid_yt ) > cartesian_axis : Y > long_name : rotated T-cell latiitude > units : degrees > > double time ( time ) > calendar : JULIAN > calendar_type : JULIAN > cartesian_axis : T > long_name : time > units : hours since 2026-07-14 06:00:00 > > Appreciate your help on this. > Thanks, > Debasish > -------------- next part -------------- An HTML attachment was scrubbed... URL: From debasish.hazra5 at gmail.com Fri Jul 24 22:29:10 2026 From: debasish.hazra5 at gmail.com (Debasish Hazra) Date: Sat, 25 Jul 2026 00:29:10 -0400 Subject: [ncl-talk] Station obs overlay on map In-Reply-To: References: Message-ID: Thanks Dave. Made some inroads related to the input file. As there can be multiple variables stored for each station, that is why the number of observations is larger. obs_var is the list of possible variables and obs_vid is for the index of the obs_var for each observation value. There is also the obs_hid, which lists the index of the header variables, including lat/lon/etc for each observation. Attached is an input file, with ncl program with more print statements to show obs_var, obs_vid and an output txt file that shows print statements output. So in this case, based on obs_vars, trying to read pm25 (2nd variable in obs_vars), with corresponding obs_vids and obs_val and then group them in selected bins to overlay on map. Any help on this is appreciated Thanks, Debasish On Mon, Jul 20, 2026 at 2:43?PM Dave Allured - NOAA Affiliate < dave.allured at noaa.gov> wrote: > Debasish, the problem starts with the Airnow input file. It has obs_lat > and obs_lon on dimension nhdr, but pm25_data is on dimension nobs. These > are two different sizes. From the Airnow file, can you determine how to > line up the coordinates for each of the 3982 obs values? My guess is that > there is some kind of cross referencing in the Airnow file, such as site ID > arrays. > > > On Mon, Jul 20, 2026 at 11:20?AM Debasish Hazra > wrote: > >> Thanks Dave, attached the revised ncl code with print statements you have >> suggested along with print output and error in text message. >> >> On Mon, Jul 20, 2026 at 12:51?PM Dave Allured - NOAA Affiliate < >> dave.allured at noaa.gov> wrote: >> >>> Debasish, please check your subscripting. Immediately before the line >>> that gets the error, add printVarSummary for lat_new, obs_lat, and >>> "indexes". Also include: >>> >>> printMinMax (indexes, 0) >>> print ("num missing = " + num (ismissing (indexes))) >>> print (i) >>> print (npts_range) >>> >>> Show us all of this output immediately preceding the error, including >>> the error message itself. Do not show repeated outputs, only the last set >>> of debug print messages before the error occurs. >>> >>> >>> On Mon, Jul 20, 2026 at 8:05?AM Debasish Hazra via ncl-talk < >>> ncl-talk at mailman.ucar.edu> wrote: >>> >>>> Thanks Karin for your reply. The file is big to attach, here is the >>>> link of actual file : >>>> https://nomads.ncep.noaa.gov/pub/data/nccf/com/gens/prod/gefs.20260718/00/chem/pgrb2ap25/ >>>> I am getting error in this line : lat_new(i,0:npts_range-1) = >>>> obs_lat(indexes) >>>> error says : fatal:Subscript out of range, error in subscript #0 >>>> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 68 in >>>> file Test_read.ncl >>>> >>>> On Mon, Jul 20, 2026 at 3:17?AM Karin Meier-Fleischer < >>>> meier-fleischer at dkrz.de> wrote: >>>> >>>>> Hi Debasish, >>>>> >>>>> the file gefs.chem.t00z.a2d_0p25.f018.grib2 is missing. >>>>> >>>>> Can you provide more Information about the error. >>>>> >>>>> Regards, Karin >>>>> >>>>> Am 18.07.26 um 04:26 schrieb Debasish Hazra via ncl-talk: >>>>> > Hi, >>>>> > I am trying to do a plot with station data in netcdf overlay on >>>>> model >>>>> > output following this example here >>>>> > :https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl >>>>> > But getting subscript range error. Attached is the ncl code and >>>>> netcdf >>>>> > station data used for this. Any help on this is greatly appreciated. >>>>> > >>>>> > Thanks >>>>> > Debasish >>>> >>>> -------------- next part -------------- An HTML attachment was scrubbed... URL: -------------- next part -------------- Copyright (C) 1995-2019 - All Rights Reserved University Corporation for Atmospheric Research NCAR Command Language Version 6.6.2 The use of this software is governed by a License Agreement. See http://www.ncl.ucar.edu/ for more details. Variable: gsd1 Type: float Total Size: 4152960 bytes 1038240 values Number of Dimensions: 2 Dimensions and sizes: [lat_0 | 721] x [lon_0 | 1440] Coordinates: lat_0: [90..-90] lon_0: [ 0..359.75] Number Of Attributes: 16 center : US National Weather Service - NCEP (WMC) production_status : Operational products long_name : Aerosol optical thickness units : Numeric _FillValue : 1e+20 grid_type : Latitude/longitude parameter_discipline_and_category : Meteorological products, Atmospheric chemical constituents parameter_template_discipline_category_number : ( 48, 0, 20, 102 ) level_type : Entire Atmosphere level : 0 forecast_time : 18 forecast_time_units : hours initial_time : 07/22/2026 (00:00) aerosol_wavelength : >= 5.45e-07 and <= 5.65e-07 aerosol_size : < 2e-05 aerosol_type : Total Aerosol Variable: gsd1 Type: float Total Size: 4152960 bytes 1038240 values Number of Dimensions: 2 Dimensions and sizes: [lat_0 | 721] x [lon_0 | 1440] Coordinates: lat_0: [-90..90] lon_0: [ 0..359.75] Number Of Attributes: 16 center : US National Weather Service - NCEP (WMC) production_status : Operational products long_name : Aerosol optical thickness units : Numeric _FillValue : 1e+20 grid_type : Latitude/longitude parameter_discipline_and_category : Meteorological products, Atmospheric chemical constituents parameter_template_discipline_category_number : ( 48, 0, 20, 102 ) level_type : Entire Atmosphere level : 0 forecast_time : 18 forecast_time_units : hours initial_time : 07/22/2026 (00:00) aerosol_wavelength : >= 5.45e-07 and <= 5.65e-07 aerosol_size : < 2e-05 aerosol_type : Total Aerosol Variable: obs_lat Type: float Total Size: 8272 bytes 2068 values Number of Dimensions: 1 Dimensions and sizes: [nhdr | 2068] Coordinates: Number Of Attributes: 3 long_name : latitude _FillValue : -9999 units : degrees_north Variable: obs_lon Type: float Total Size: 8272 bytes 2068 values Number of Dimensions: 1 Dimensions and sizes: [nhdr | 2068] Coordinates: Number Of Attributes: 3 long_name : longitude _FillValue : -9999 units : degrees_east Variable: obs_vars Type: character Total Size: 240 bytes 240 values Number of Dimensions: 2 Dimensions and sizes: [obs_var_num | 6] x [mxstr2 | 40] Coordinates: Number Of Attributes: 1 long_name : variable names Variable: obs_vars Type: character Total Size: 240 bytes 240 values Number of Dimensions: 2 Dimensions and sizes: [obs_var_num | 6] x [mxstr2 | 40] Coordinates: Number Of Attributes: 1 long_name : variable names (0,0) O (0,1) Z (0,2) O (0,3) N (0,4) E (0,5) 0x00 (0,6) 0x00 (0,7) 0x00 (0,8) 0x00 (0,9) 0x00 (0,10) 0x00 (0,11) 0x00 (0,12) 0x00 (0,13) 0x00 (0,14) 0x00 (0,15) 0x00 (0,16) 0x00 (0,17) 0x00 (0,18) 0x00 (0,19) 0x00 (0,20) 0x00 (0,21) 0x00 (0,22) 0x00 (0,23) 0x00 (0,24) 0x00 (0,25) 0x00 (0,26) 0x00 (0,27) 0x00 (0,28) 0x00 (0,29) 0x00 (0,30) 0x00 (0,31) 0x00 (0,32) 0x00 (0,33) 0x00 (0,34) 0x00 (0,35) 0x00 (0,36) 0x00 (0,37) 0x00 (0,38) 0x00 (0,39) 0x00 (1,0) P (1,1) M (1,2) 2 (1,3) 5 (1,4) 0x00 (1,5) 0x00 (1,6) 0x00 (1,7) 0x00 (1,8) 0x00 (1,9) 0x00 (1,10) 0x00 (1,11) 0x00 (1,12) 0x00 (1,13) 0x00 (1,14) 0x00 (1,15) 0x00 (1,16) 0x00 (1,17) 0x00 (1,18) 0x00 (1,19) 0x00 (1,20) 0x00 (1,21) 0x00 (1,22) 0x00 (1,23) 0x00 (1,24) 0x00 (1,25) 0x00 (1,26) 0x00 (1,27) 0x00 (1,28) 0x00 (1,29) 0x00 (1,30) 0x00 (1,31) 0x00 (1,32) 0x00 (1,33) 0x00 (1,34) 0x00 (1,35) 0x00 (1,36) 0x00 (1,37) 0x00 (1,38) 0x00 (1,39) 0x00 (2,0) S (2,1) O (2,2) 2 (2,3) 0x00 (2,4) 0x00 (2,5) 0x00 (2,6) 0x00 (2,7) 0x00 (2,8) 0x00 (2,9) 0x00 (2,10) 0x00 (2,11) 0x00 (2,12) 0x00 (2,13) 0x00 (2,14) 0x00 (2,15) 0x00 (2,16) 0x00 (2,17) 0x00 (2,18) 0x00 (2,19) 0x00 (2,20) 0x00 (2,21) 0x00 (2,22) 0x00 (2,23) 0x00 (2,24) 0x00 (2,25) 0x00 (2,26) 0x00 (2,27) 0x00 (2,28) 0x00 (2,29) 0x00 (2,30) 0x00 (2,31) 0x00 (2,32) 0x00 (2,33) 0x00 (2,34) 0x00 (2,35) 0x00 (2,36) 0x00 (2,37) 0x00 (2,38) 0x00 (2,39) 0x00 (3,0) N (3,1) O (3,2) 2 (3,3) 0x00 (3,4) 0x00 (3,5) 0x00 (3,6) 0x00 (3,7) 0x00 (3,8) 0x00 (3,9) 0x00 (3,10) 0x00 (3,11) 0x00 (3,12) 0x00 (3,13) 0x00 (3,14) 0x00 (3,15) 0x00 (3,16) 0x00 (3,17) 0x00 (3,18) 0x00 (3,19) 0x00 (3,20) 0x00 (3,21) 0x00 (3,22) 0x00 (3,23) 0x00 (3,24) 0x00 (3,25) 0x00 (3,26) 0x00 (3,27) 0x00 (3,28) 0x00 (3,29) 0x00 (3,30) 0x00 (3,31) 0x00 (3,32) 0x00 (3,33) 0x00 (3,34) 0x00 (3,35) 0x00 (3,36) 0x00 (3,37) 0x00 (3,38) 0x00 (3,39) 0x00 (4,0) C (4,1) O (4,2) 0x00 (4,3) 0x00 (4,4) 0x00 (4,5) 0x00 (4,6) 0x00 (4,7) 0x00 (4,8) 0x00 (4,9) 0x00 (4,10) 0x00 (4,11) 0x00 (4,12) 0x00 (4,13) 0x00 (4,14) 0x00 (4,15) 0x00 (4,16) 0x00 (4,17) 0x00 (4,18) 0x00 (4,19) 0x00 (4,20) 0x00 (4,21) 0x00 (4,22) 0x00 (4,23) 0x00 (4,24) 0x00 (4,25) 0x00 (4,26) 0x00 (4,27) 0x00 (4,28) 0x00 (4,29) 0x00 (4,30) 0x00 (4,31) 0x00 (4,32) 0x00 (4,33) 0x00 (4,34) 0x00 (4,35) 0x00 (4,36) 0x00 (4,37) 0x00 (4,38) 0x00 (4,39) 0x00 (5,0) P (5,1) M (5,2) 1 (5,3) 0 (5,4) 0x00 (5,5) 0x00 (5,6) 0x00 (5,7) 0x00 (5,8) 0x00 (5,9) 0x00 (5,10) 0x00 (5,11) 0x00 (5,12) 0x00 (5,13) 0x00 (5,14) 0x00 (5,15) 0x00 (5,16) 0x00 (5,17) 0x00 (5,18) 0x00 (5,19) 0x00 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(3930) 0 (3931) 1 (3932) 3 (3933) 2 (3934) 0 (3935) 1 (3936) 3 (3937) 1 (3938) 1 (3939) 3 (3940) 2 (3941) 0 (3942) 1 (3943) 1 (3944) 1 (3945) 1 (3946) 0 (3947) 1 (3948) 0 (3949) 1 Variable: obs_hids Type: integer Total Size: 15800 bytes 3950 values Number of Dimensions: 1 Dimensions and sizes: [nobs | 3950] Coordinates: Number Of Attributes: 2 long_name : index of matching header data _FillValue : -9999 Variable: obs_hids Type: integer Total Size: 15800 bytes 3950 values Number of Dimensions: 1 Dimensions and sizes: [nobs | 3950] Coordinates: Number Of Attributes: 2 long_name : index of matching header data _FillValue : -9999 (0) 0 (1) 1 (2) 1 (3) 1 (4) 2 (5) 2 (6) 3 (7) 3 (8) 3 (9) 4 (10) 4 (11) 4 (12) 5 (13) 5 (14) 5 (15) 5 (16) 6 (17) 6 (18) 6 (19) 6 (20) 7 (21) 7 (22) 7 (23) 7 (24) 7 (25) 8 (26) 9 (27) 9 (28) 10 (29) 10 (30) 10 (31) 10 (32) 11 (33) 11 (34) 11 (35) 12 (36) 12 (37) 13 (38) 13 (39) 14 (40) 14 (41) 15 (42) 15 (43) 16 (44) 16 (45) 17 (46) 17 (47) 18 (48) 18 (49) 19 (50) 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556 (1254) 557 (1255) 557 (1256) 558 (1257) 559 (1258) 559 (1259) 560 (1260) 560 (1261) 560 (1262) 561 (1263) 561 (1264) 561 (1265) 561 (1266) 561 (1267) 561 (1268) 562 (1269) 562 (1270) 562 (1271) 562 (1272) 562 (1273) 563 (1274) 563 (1275) 563 (1276) 564 (1277) 565 (1278) 566 (1279) 566 (1280) 566 (1281) 566 (1282) 567 (1283) 567 (1284) 568 (1285) 568 (1286) 568 (1287) 568 (1288) 569 (1289) 570 (1290) 571 (1291) 571 (1292) 571 (1293) 572 (1294) 572 (1295) 572 (1296) 573 (1297) 573 (1298) 574 (1299) 574 (1300) 574 (1301) 575 (1302) 575 (1303) 575 (1304) 575 (1305) 576 (1306) 576 (1307) 576 (1308) 577 (1309) 577 (1310) 577 (1311) 578 (1312) 578 (1313) 578 (1314) 579 (1315) 579 (1316) 579 (1317) 580 (1318) 580 (1319) 580 (1320) 581 (1321) 581 (1322) 581 (1323) 582 (1324) 582 (1325) 582 (1326) 583 (1327) 583 (1328) 583 (1329) 584 (1330) 584 (1331) 585 (1332) 585 (1333) 586 (1334) 586 (1335) 587 (1336) 587 (1337) 587 (1338) 588 (1339) 588 (1340) 588 (1341) 589 (1342) 590 (1343) 591 (1344) 591 (1345) 591 (1346) 591 (1347) 591 (1348) 591 (1349) 592 (1350) 593 (1351) 593 (1352) 594 (1353) 595 (1354) 596 (1355) 596 (1356) 596 (1357) 597 (1358) 597 (1359) 597 (1360) 598 (1361) 598 (1362) 598 (1363) 599 (1364) 599 (1365) 599 (1366) 600 (1367) 600 (1368) 601 (1369) 601 (1370) 602 (1371) 602 (1372) 603 (1373) 603 (1374) 604 (1375) 605 (1376) 606 (1377) 607 (1378) 608 (1379) 608 (1380) 609 (1381) 609 (1382) 610 (1383) 610 (1384) 611 (1385) 611 (1386) 612 (1387) 612 (1388) 613 (1389) 614 (1390) 614 (1391) 614 (1392) 614 (1393) 615 (1394) 615 (1395) 616 (1396) 617 (1397) 618 (1398) 618 (1399) 619 (1400) 620 (1401) 620 (1402) 620 (1403) 621 (1404) 622 (1405) 623 (1406) 624 (1407) 625 (1408) 626 (1409) 627 (1410) 628 (1411) 629 (1412) 630 (1413) 631 (1414) 632 (1415) 633 (1416) 634 (1417) 635 (1418) 636 (1419) 637 (1420) 638 (1421) 639 (1422) 639 (1423) 640 (1424) 641 (1425) 642 (1426) 643 (1427) 644 (1428) 645 (1429) 646 (1430) 646 (1431) 646 (1432) 647 (1433) 647 (1434) 648 (1435) 648 (1436) 649 (1437) 650 (1438) 651 (1439) 651 (1440) 652 (1441) 653 (1442) 654 (1443) 655 (1444) 656 (1445) 656 (1446) 657 (1447) 657 (1448) 657 (1449) 658 (1450) 659 (1451) 660 (1452) 661 (1453) 662 (1454) 663 (1455) 663 (1456) 664 (1457) 664 (1458) 665 (1459) 666 (1460) 667 (1461) 667 (1462) 668 (1463) 668 (1464) 669 (1465) 669 (1466) 670 (1467) 671 (1468) 671 (1469) 672 (1470) 672 (1471) 673 (1472) 674 (1473) 675 (1474) 676 (1475) 676 (1476) 677 (1477) 677 (1478) 678 (1479) 678 (1480) 679 (1481) 680 (1482) 681 (1483) 682 (1484) 682 (1485) 683 (1486) 684 (1487) 685 (1488) 686 (1489) 687 (1490) 688 (1491) 689 (1492) 690 (1493) 691 (1494) 692 (1495) 692 (1496) 693 (1497) 693 (1498) 694 (1499) 695 (1500) 696 (1501) 697 (1502) 698 (1503) 698 (1504) 699 (1505) 700 (1506) 700 (1507) 700 (1508) 700 (1509) 701 (1510) 702 (1511) 703 (1512) 704 (1513) 705 (1514) 705 (1515) 706 (1516) 707 (1517) 708 (1518) 708 (1519) 708 (1520) 708 (1521) 708 (1522) 709 (1523) 710 (1524) 710 (1525) 710 (1526) 711 (1527) 712 (1528) 713 (1529) 714 (1530) 714 (1531) 715 (1532) 716 (1533) 717 (1534) 718 (1535) 718 (1536) 719 (1537) 720 (1538) 721 (1539) 722 (1540) 723 (1541) 723 (1542) 723 (1543) 723 (1544) 724 (1545) 725 (1546) 725 (1547) 725 (1548) 726 (1549) 727 (1550) 728 (1551) 729 (1552) 730 (1553) 731 (1554) 732 (1555) 732 (1556) 733 (1557) 734 (1558) 735 (1559) 736 (1560) 737 (1561) 737 (1562) 738 (1563) 738 (1564) 739 (1565) 739 (1566) 740 (1567) 741 (1568) 741 (1569) 742 (1570) 742 (1571) 743 (1572) 744 (1573) 745 (1574) 745 (1575) 745 (1576) 745 (1577) 745 (1578) 746 (1579) 747 (1580) 747 (1581) 747 (1582) 747 (1583) 748 (1584) 748 (1585) 748 (1586) 749 (1587) 750 (1588) 750 (1589) 750 (1590) 750 (1591) 750 (1592) 751 (1593) 751 (1594) 751 (1595) 752 (1596) 753 (1597) 753 (1598) 753 (1599) 754 (1600) 754 (1601) 755 (1602) 755 (1603) 755 (1604) 755 (1605) 756 (1606) 756 (1607) 756 (1608) 757 (1609) 757 (1610) 757 (1611) 757 (1612) 757 (1613) 758 (1614) 758 (1615) 759 (1616) 759 (1617) 760 (1618) 761 (1619) 761 (1620) 762 (1621) 762 (1622) 763 (1623) 764 (1624) 764 (1625) 765 (1626) 766 (1627) 767 (1628) 767 (1629) 767 (1630) 767 (1631) 768 (1632) 768 (1633) 768 (1634) 768 (1635) 768 (1636) 768 (1637) 769 (1638) 769 (1639) 769 (1640) 769 (1641) 770 (1642) 770 (1643) 770 (1644) 771 (1645) 771 (1646) 772 (1647) 773 (1648) 774 (1649) 775 (1650) 776 (1651) 776 (1652) 777 (1653) 777 (1654) 778 (1655) 779 (1656) 779 (1657) 780 (1658) 781 (1659) 781 (1660) 782 (1661) 782 (1662) 783 (1663) 784 (1664) 785 (1665) 785 (1666) 786 (1667) 786 (1668) 787 (1669) 788 (1670) 788 (1671) 788 (1672) 788 (1673) 789 (1674) 790 (1675) 790 (1676) 791 (1677) 792 (1678) 792 (1679) 792 (1680) 793 (1681) 793 (1682) 794 (1683) 794 (1684) 795 (1685) 795 (1686) 795 (1687) 796 (1688) 796 (1689) 797 (1690) 797 (1691) 798 (1692) 798 (1693) 799 (1694) 800 (1695) 800 (1696) 801 (1697) 802 (1698) 803 (1699) 804 (1700) 805 (1701) 805 (1702) 806 (1703) 806 (1704) 807 (1705) 808 (1706) 808 (1707) 809 (1708) 809 (1709) 810 (1710) 811 (1711) 812 (1712) 812 (1713) 812 (1714) 812 (1715) 812 (1716) 813 (1717) 814 (1718) 814 (1719) 814 (1720) 815 (1721) 815 (1722) 816 (1723) 817 (1724) 818 (1725) 819 (1726) 819 (1727) 820 (1728) 820 (1729) 820 (1730) 821 (1731) 822 (1732) 823 (1733) 823 (1734) 824 (1735) 825 (1736) 825 (1737) 826 (1738) 827 (1739) 828 (1740) 828 (1741) 828 (1742) 828 (1743) 829 (1744) 829 (1745) 830 (1746) 831 (1747) 831 (1748) 832 (1749) 833 (1750) 833 (1751) 833 (1752) 833 (1753) 833 (1754) 834 (1755) 835 (1756) 836 (1757) 836 (1758) 837 (1759) 838 (1760) 839 (1761) 839 (1762) 839 (1763) 840 (1764) 841 (1765) 842 (1766) 842 (1767) 842 (1768) 843 (1769) 843 (1770) 844 (1771) 844 (1772) 844 (1773) 845 (1774) 845 (1775) 845 (1776) 846 (1777) 847 (1778) 847 (1779) 848 (1780) 848 (1781) 849 (1782) 849 (1783) 849 (1784) 850 (1785) 850 (1786) 850 (1787) 850 (1788) 850 (1789) 850 (1790) 851 (1791) 851 (1792) 851 (1793) 852 (1794) 853 (1795) 853 (1796) 853 (1797) 853 (1798) 853 (1799) 854 (1800) 854 (1801) 854 (1802) 855 (1803) 855 (1804) 855 (1805) 856 (1806) 857 (1807) 858 (1808) 859 (1809) 860 (1810) 861 (1811) 862 (1812) 863 (1813) 863 (1814) 863 (1815) 863 (1816) 863 (1817) 864 (1818) 864 (1819) 865 (1820) 865 (1821) 865 (1822) 865 (1823) 865 (1824) 865 (1825) 866 (1826) 867 (1827) 867 (1828) 868 (1829) 868 (1830) 869 (1831) 870 (1832) 870 (1833) 871 (1834) 872 (1835) 872 (1836) 872 (1837) 873 (1838) 874 (1839) 874 (1840) 875 (1841) 875 (1842) 875 (1843) 876 (1844) 877 (1845) 877 (1846) 878 (1847) 879 (1848) 879 (1849) 880 (1850) 881 (1851) 881 (1852) 881 (1853) 881 (1854) 881 (1855) 882 (1856) 882 (1857) 882 (1858) 882 (1859) 883 (1860) 883 (1861) 883 (1862) 884 (1863) 884 (1864) 885 (1865) 885 (1866) 885 (1867) 886 (1868) 886 (1869) 887 (1870) 887 (1871) 887 (1872) 887 (1873) 888 (1874) 888 (1875) 888 (1876) 888 (1877) 889 (1878) 889 (1879) 890 (1880) 891 (1881) 892 (1882) 892 (1883) 892 (1884) 892 (1885) 892 (1886) 892 (1887) 893 (1888) 894 (1889) 895 (1890) 895 (1891) 896 (1892) 897 (1893) 898 (1894) 898 (1895) 899 (1896) 900 (1897) 900 (1898) 900 (1899) 901 (1900) 902 (1901) 902 (1902) 903 (1903) 903 (1904) 904 (1905) 904 (1906) 905 (1907) 905 (1908) 905 (1909) 905 (1910) 906 (1911) 907 (1912) 908 (1913) 908 (1914) 909 (1915) 909 (1916) 909 (1917) 910 (1918) 911 (1919) 911 (1920) 912 (1921) 913 (1922) 914 (1923) 915 (1924) 915 (1925) 916 (1926) 916 (1927) 917 (1928) 918 (1929) 918 (1930) 919 (1931) 919 (1932) 920 (1933) 921 (1934) 921 (1935) 922 (1936) 922 (1937) 923 (1938) 923 (1939) 924 (1940) 925 (1941) 925 (1942) 926 (1943) 926 (1944) 927 (1945) 927 (1946) 927 (1947) 927 (1948) 927 (1949) 928 (1950) 928 (1951) 929 (1952) 929 (1953) 929 (1954) 929 (1955) 930 (1956) 931 (1957) 932 (1958) 933 (1959) 934 (1960) 934 (1961) 935 (1962) 936 (1963) 936 (1964) 937 (1965) 937 (1966) 938 (1967) 938 (1968) 939 (1969) 940 (1970) 941 (1971) 941 (1972) 941 (1973) 942 (1974) 943 (1975) 944 (1976) 945 (1977) 945 (1978) 945 (1979) 945 (1980) 946 (1981) 947 (1982) 947 (1983) 947 (1984) 947 (1985) 948 (1986) 949 (1987) 950 (1988) 950 (1989) 950 (1990) 950 (1991) 951 (1992) 952 (1993) 952 (1994) 953 (1995) 954 (1996) 955 (1997) 956 (1998) 957 (1999) 957 (2000) 958 (2001) 959 (2002) 960 (2003) 960 (2004) 960 (2005) 960 (2006) 960 (2007) 960 (2008) 961 (2009) 961 (2010) 962 (2011) 963 (2012) 964 (2013) 964 (2014) 964 (2015) 965 (2016) 966 (2017) 966 (2018) 967 (2019) 968 (2020) 968 (2021) 968 (2022) 969 (2023) 969 (2024) 970 (2025) 971 (2026) 971 (2027) 972 (2028) 972 (2029) 972 (2030) 973 (2031) 974 (2032) 975 (2033) 976 (2034) 976 (2035) 977 (2036) 977 (2037) 978 (2038) 979 (2039) 979 (2040) 980 (2041) 981 (2042) 981 (2043) 981 (2044) 981 (2045) 981 (2046) 982 (2047) 982 (2048) 983 (2049) 984 (2050) 985 (2051) 986 (2052) 987 (2053) 988 (2054) 988 (2055) 988 (2056) 989 (2057) 989 (2058) 989 (2059) 990 (2060) 990 (2061) 990 (2062) 991 (2063) 991 (2064) 991 (2065) 992 (2066) 992 (2067) 992 (2068) 993 (2069) 993 (2070) 993 (2071) 993 (2072) 994 (2073) 994 (2074) 994 (2075) 995 (2076) 995 (2077) 995 (2078) 996 (2079) 996 (2080) 996 (2081) 996 (2082) 996 (2083) 996 (2084) 997 (2085) 997 (2086) 997 (2087) 997 (2088) 998 (2089) 998 (2090) 998 (2091) 999 (2092) 999 (2093) 999 (2094) 1000 (2095) 1000 (2096) 1001 (2097) 1002 (2098) 1002 (2099) 1002 (2100) 1002 (2101) 1003 (2102) 1004 (2103) 1005 (2104) 1006 (2105) 1007 (2106) 1008 (2107) 1009 (2108) 1010 (2109) 1010 (2110) 1010 (2111) 1011 (2112) 1011 (2113) 1011 (2114) 1012 (2115) 1012 (2116) 1012 (2117) 1013 (2118) 1014 (2119) 1015 (2120) 1015 (2121) 1016 (2122) 1016 (2123) 1017 (2124) 1018 (2125) 1019 (2126) 1019 (2127) 1020 (2128) 1021 (2129) 1022 (2130) 1022 (2131) 1022 (2132) 1022 (2133) 1022 (2134) 1023 (2135) 1024 (2136) 1025 (2137) 1025 (2138) 1025 (2139) 1025 (2140) 1026 (2141) 1027 (2142) 1027 (2143) 1027 (2144) 1027 (2145) 1027 (2146) 1027 (2147) 1028 (2148) 1028 (2149) 1028 (2150) 1029 (2151) 1030 (2152) 1030 (2153) 1030 (2154) 1031 (2155) 1031 (2156) 1031 (2157) 1031 (2158) 1031 (2159) 1032 (2160) 1033 (2161) 1033 (2162) 1033 (2163) 1034 (2164) 1034 (2165) 1035 (2166) 1035 (2167) 1036 (2168) 1036 (2169) 1036 (2170) 1037 (2171) 1038 (2172) 1038 (2173) 1039 (2174) 1039 (2175) 1040 (2176) 1041 (2177) 1041 (2178) 1042 (2179) 1043 (2180) 1043 (2181) 1043 (2182) 1044 (2183) 1045 (2184) 1046 (2185) 1046 (2186) 1046 (2187) 1046 (2188) 1047 (2189) 1048 (2190) 1048 (2191) 1048 (2192) 1048 (2193) 1049 (2194) 1049 (2195) 1049 (2196) 1049 (2197) 1049 (2198) 1049 (2199) 1050 (2200) 1050 (2201) 1051 (2202) 1051 (2203) 1051 (2204) 1051 (2205) 1051 (2206) 1052 (2207) 1052 (2208) 1052 (2209) 1053 (2210) 1053 (2211) 1054 (2212) 1055 (2213) 1055 (2214) 1056 (2215) 1057 (2216) 1057 (2217) 1058 (2218) 1058 (2219) 1058 (2220) 1058 (2221) 1059 (2222) 1059 (2223) 1059 (2224) 1060 (2225) 1061 (2226) 1062 (2227) 1063 (2228) 1063 (2229) 1064 (2230) 1064 (2231) 1064 (2232) 1065 (2233) 1066 (2234) 1067 (2235) 1068 (2236) 1068 (2237) 1069 (2238) 1069 (2239) 1070 (2240) 1070 (2241) 1071 (2242) 1071 (2243) 1072 (2244) 1072 (2245) 1073 (2246) 1074 (2247) 1075 (2248) 1076 (2249) 1077 (2250) 1077 (2251) 1078 (2252) 1079 (2253) 1080 (2254) 1081 (2255) 1082 (2256) 1083 (2257) 1084 (2258) 1084 (2259) 1085 (2260) 1086 (2261) 1087 (2262) 1088 (2263) 1089 (2264) 1090 (2265) 1090 (2266) 1091 (2267) 1092 (2268) 1092 (2269) 1093 (2270) 1094 (2271) 1095 (2272) 1095 (2273) 1096 (2274) 1097 (2275) 1098 (2276) 1099 (2277) 1100 (2278) 1100 (2279) 1101 (2280) 1102 (2281) 1103 (2282) 1103 (2283) 1104 (2284) 1105 (2285) 1105 (2286) 1106 (2287) 1107 (2288) 1108 (2289) 1108 (2290) 1109 (2291) 1110 (2292) 1111 (2293) 1111 (2294) 1112 (2295) 1113 (2296) 1114 (2297) 1115 (2298) 1116 (2299) 1116 (2300) 1117 (2301) 1117 (2302) 1118 (2303) 1119 (2304) 1120 (2305) 1121 (2306) 1121 (2307) 1122 (2308) 1122 (2309) 1123 (2310) 1124 (2311) 1124 (2312) 1124 (2313) 1125 (2314) 1125 (2315) 1125 (2316) 1126 (2317) 1126 (2318) 1127 (2319) 1127 (2320) 1127 (2321) 1127 (2322) 1127 (2323) 1128 (2324) 1128 (2325) 1129 (2326) 1130 (2327) 1131 (2328) 1132 (2329) 1132 (2330) 1132 (2331) 1133 (2332) 1134 (2333) 1135 (2334) 1136 (2335) 1136 (2336) 1137 (2337) 1138 (2338) 1139 (2339) 1139 (2340) 1140 (2341) 1140 (2342) 1140 (2343) 1140 (2344) 1140 (2345) 1140 (2346) 1141 (2347) 1141 (2348) 1141 (2349) 1142 (2350) 1143 (2351) 1144 (2352) 1145 (2353) 1146 (2354) 1146 (2355) 1146 (2356) 1147 (2357) 1147 (2358) 1148 (2359) 1148 (2360) 1149 (2361) 1150 (2362) 1150 (2363) 1150 (2364) 1151 (2365) 1151 (2366) 1152 (2367) 1153 (2368) 1153 (2369) 1153 (2370) 1153 (2371) 1153 (2372) 1153 (2373) 1154 (2374) 1154 (2375) 1154 (2376) 1155 (2377) 1156 (2378) 1156 (2379) 1156 (2380) 1157 (2381) 1157 (2382) 1157 (2383) 1157 (2384) 1158 (2385) 1158 (2386) 1158 (2387) 1158 (2388) 1158 (2389) 1159 (2390) 1159 (2391) 1159 (2392) 1159 (2393) 1160 (2394) 1160 (2395) 1160 (2396) 1160 (2397) 1160 (2398) 1161 (2399) 1161 (2400) 1161 (2401) 1161 (2402) 1161 (2403) 1162 (2404) 1162 (2405) 1162 (2406) 1162 (2407) 1163 (2408) 1163 (2409) 1163 (2410) 1163 (2411) 1163 (2412) 1164 (2413) 1164 (2414) 1164 (2415) 1165 (2416) 1166 (2417) 1167 (2418) 1168 (2419) 1169 (2420) 1170 (2421) 1171 (2422) 1172 (2423) 1173 (2424) 1174 (2425) 1175 (2426) 1176 (2427) 1176 (2428) 1177 (2429) 1177 (2430) 1177 (2431) 1178 (2432) 1178 (2433) 1179 (2434) 1179 (2435) 1179 (2436) 1179 (2437) 1179 (2438) 1180 (2439) 1181 (2440) 1181 (2441) 1181 (2442) 1182 (2443) 1183 (2444) 1184 (2445) 1184 (2446) 1185 (2447) 1185 (2448) 1186 (2449) 1186 (2450) 1186 (2451) 1187 (2452) 1187 (2453) 1187 (2454) 1188 (2455) 1189 (2456) 1190 (2457) 1191 (2458) 1191 (2459) 1192 (2460) 1192 (2461) 1192 (2462) 1193 (2463) 1193 (2464) 1193 (2465) 1193 (2466) 1193 (2467) 1193 (2468) 1194 (2469) 1194 (2470) 1195 (2471) 1195 (2472) 1195 (2473) 1195 (2474) 1196 (2475) 1197 (2476) 1198 (2477) 1198 (2478) 1198 (2479) 1199 (2480) 1200 (2481) 1200 (2482) 1200 (2483) 1201 (2484) 1202 (2485) 1203 (2486) 1204 (2487) 1204 (2488) 1204 (2489) 1205 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(3818) 2005 (3819) 2005 (3820) 2005 (3821) 2006 (3822) 2006 (3823) 2006 (3824) 2006 (3825) 2006 (3826) 2006 (3827) 2007 (3828) 2007 (3829) 2008 (3830) 2009 (3831) 2010 (3832) 2011 (3833) 2012 (3834) 2013 (3835) 2014 (3836) 2014 (3837) 2015 (3838) 2015 (3839) 2016 (3840) 2017 (3841) 2017 (3842) 2018 (3843) 2019 (3844) 2019 (3845) 2020 (3846) 2021 (3847) 2021 (3848) 2022 (3849) 2022 (3850) 2022 (3851) 2023 (3852) 2023 (3853) 2023 (3854) 2024 (3855) 2024 (3856) 2024 (3857) 2025 (3858) 2025 (3859) 2025 (3860) 2026 (3861) 2026 (3862) 2026 (3863) 2027 (3864) 2027 (3865) 2027 (3866) 2028 (3867) 2028 (3868) 2028 (3869) 2029 (3870) 2029 (3871) 2030 (3872) 2030 (3873) 2030 (3874) 2030 (3875) 2031 (3876) 2031 (3877) 2031 (3878) 2032 (3879) 2032 (3880) 2032 (3881) 2032 (3882) 2033 (3883) 2033 (3884) 2033 (3885) 2033 (3886) 2034 (3887) 2034 (3888) 2035 (3889) 2036 (3890) 2037 (3891) 2037 (3892) 2037 (3893) 2037 (3894) 2037 (3895) 2038 (3896) 2038 (3897) 2038 (3898) 2039 (3899) 2039 (3900) 2039 (3901) 2040 (3902) 2041 (3903) 2041 (3904) 2042 (3905) 2042 (3906) 2043 (3907) 2043 (3908) 2044 (3909) 2044 (3910) 2045 (3911) 2045 (3912) 2045 (3913) 2045 (3914) 2046 (3915) 2046 (3916) 2047 (3917) 2048 (3918) 2048 (3919) 2049 (3920) 2049 (3921) 2050 (3922) 2050 (3923) 2051 (3924) 2051 (3925) 2052 (3926) 2053 (3927) 2054 (3928) 2054 (3929) 2055 (3930) 2056 (3931) 2056 (3932) 2056 (3933) 2056 (3934) 2057 (3935) 2057 (3936) 2057 (3937) 2058 (3938) 2059 (3939) 2060 (3940) 2060 (3941) 2061 (3942) 2061 (3943) 2062 (3944) 2063 (3945) 2064 (3946) 2065 (3947) 2066 (3948) 2067 (3949) 2067 Variable: obs_lat Type: float Total Size: 8272 bytes 2068 values Number of Dimensions: 1 Dimensions and sizes: [nhdr | 2068] Coordinates: Number Of Attributes: 3 long_name : latitude _FillValue : -9999 units : degrees_north Variable: obs_lon Type: float Total Size: 8272 bytes 2068 values Number of Dimensions: 1 Dimensions and sizes: [nhdr | 2068] Coordinates: Number Of Attributes: 3 long_name : longitude _FillValue : -9999 units : degrees_east Variable: pm25_data Type: float Total Size: 15800 bytes 3950 values Number of Dimensions: 1 Dimensions and sizes: [nobs | 3950] Coordinates: Number Of Attributes: 2 long_name : observation value _FillValue : -9999 Variable: pm25_data Type: float Total Size: 15800 bytes 3950 values Number of Dimensions: 1 Dimensions and sizes: [nobs | 3950] Coordinates: Number Of Attributes: 2 long_name : observation value _FillValue : -9999 (0) 29 (1) 34 (2) 4.7 (3) 0.3 (4) 3 (5) -0.3 (6) 27 (7) 3.6 (8) 0 (9) 5.6 (10) 2.1 (11) 0.3 (12) 35 (13) 4 (14) -0.2 (15) -0.1 (16) 15 (17) 2.7 (18) 1.8 (19) 0 (20) 18 (21) 2.8 (22) 0.4 (23) 0.1 (24) -0.4 (25) 36 (26) 40 (27) 0.8 (28) 31 (29) 2.5 (30) 0 (31) 0.1 (32) 30 (33) 1.1 (34) 0.3 (35) 21 (36) 1.5 (37) 25 (38) 2 (39) 21 (40) 2.2 (41) 22 (42) 1.5 (43) 23 (44) 1.2 (45) 33 (46) 9.9 (47) 30 (48) 7.6 (49) 33 (50) 8.3 (51) 27 (52) 3.7 (53) 27 (54) 2.5 (55) 27 (56) 4.1 (57) 19 (58) 3.7 (59) 26 (60) 2.3 (61) 17 (62) 3 (63) 16 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29 (1340) 10.8 (1341) 29 (1342) 37 (1343) 26 (1344) 29 (1345) 10.4 (1346) 0.6 (1347) 0.1 (1348) 0 (1349) 2.5 (1350) 30 (1351) 11.8 (1352) 30 (1353) 8.3 (1354) 34 (1355) 14.2 (1356) 0.2 (1357) 13.6 (1358) 9.8 (1359) 0.4 (1360) 45 (1361) 23 (1362) 10.2 (1363) 32 (1364) 25 (1365) 9.4 (1366) 26 (1367) 9.7 (1368) 23 (1369) 11.6 (1370) 41 (1371) 15.5 (1372) 44 (1373) 16.8 (1374) 29 (1375) 27 (1376) 25 (1377) 25 (1378) 2 (1379) 0 (1380) 9 (1381) 2 (1382) 11 (1383) 3 (1384) 11 (1385) 9 (1386) 2 (1387) 0 (1388) 0 (1389) 9 (1390) 3 (1391) 0.4 (1392) 0 (1393) 20 (1394) 3 (1395) 2 (1396) 3 (1397) 71 (1398) 90 (1399) 4.4 (1400) 41 (1401) 19 (1402) 12 (1403) 37 (1404) 18.6 (1405) 18.9 (1406) 15 (1407) 16 (1408) 16.6 (1409) 23.3 (1410) 23.3 (1411) 20.7 (1412) 46 (1413) 1.6 (1414) 20.9 (1415) 27.8 (1416) 32 (1417) 16.9 (1418) 20.6 (1419) 9 (1420) 36 (1421) 33 (1422) 17 (1423) 19 (1424) 21.3 (1425) 52.1 (1426) 41 (1427) 36 (1428) 4.2 (1429) 34 (1430) 0.1 (1431) 0 (1432) 35 (1433) 3.8 (1434) 7 (1435) 3.4 (1436) 38 (1437) 3.8 (1438) 33 (1439) 4.5 (1440) 35 (1441) 39 (1442) 3.8 (1443) 32 (1444) 36 (1445) 3.2 (1446) 37 (1447) 7 (1448) 3.4 (1449) 3.6 (1450) 35 (1451) 4.5 (1452) 40 (1453) 33 (1454) 35 (1455) 6.9 (1456) 36 (1457) 9 (1458) 40 (1459) 34 (1460) 41 (1461) 3.4 (1462) 34 (1463) 4.4 (1464) 33 (1465) 6 (1466) 32 (1467) 17 (1468) 8.8 (1469) 38 (1470) 9.1 (1471) 32 (1472) 4.5 (1473) 31 (1474) 34 (1475) 6.9 (1476) 35 (1477) 3.8 (1478) 39 (1479) 8.8 (1480) 6.7 (1481) 36 (1482) 3.3 (1483) 41 (1484) 3.4 (1485) 37 (1486) 39 (1487) 39 (1488) 4 (1489) 37 (1490) 43 (1491) 36 (1492) 33 (1493) 36 (1494) 39 (1495) 3.6 (1496) 37 (1497) 5 (1498) 34 (1499) 8.6 (1500) 37 (1501) 3.2 (1502) 37 (1503) 1.1 (1504) 37 (1505) 33 (1506) 9 (1507) -0.9 (1508) 0 (1509) 4.9 (1510) 0.6 (1511) 36 (1512) 35 (1513) 35 (1514) 2.9 (1515) 38 (1516) 39 (1517) 38 (1518) 11 (1519) 3.6 (1520) -0.4 (1521) 0 (1522) 4 (1523) 29 (1524) 4.8 (1525) 8.1 (1526) 6 (1527) 32 (1528) 35 (1529) 36 (1530) 3.2 (1531) 36 (1532) 36 (1533) 39 (1534) 39 (1535) 3.5 (1536) 39 (1537) 37 (1538) 4.6 (1539) 35 (1540) 34 (1541) 17 (1542) 7.4 (1543) -0.1 (1544) 0.4 (1545) 33 (1546) 1.7 (1547) 0 (1548) 39 (1549) 32 (1550) -0.9 (1551) 3.3 (1552) 4 (1553) 32 (1554) 2.9 (1555) 0 (1556) 35 (1557) 33 (1558) 4.1 (1559) 31 (1560) 4 (1561) 0 (1562) 30 (1563) 14 (1564) 1 (1565) 0.5 (1566) 0.1 (1567) 35 (1568) 5 (1569) 39 (1570) 7 (1571) 35 (1572) 33 (1573) 35 (1574) 3.7 (1575) 0.9 (1576) 0.1 (1577) 0 (1578) 14 (1579) 31 (1580) 13 (1581) 0.8 (1582) 0 (1583) 51 (1584) 34 (1585) 16.9 (1586) 38 (1587) 46 (1588) 56 (1589) 20.9 (1590) 1.8 (1591) 1.1 (1592) 48 (1593) 62 (1594) 22.1 (1595) 47 (1596) 39 (1597) 36 (1598) 16 (1599) 55 (1600) 13.4 (1601) 48 (1602) 49 (1603) 18.8 (1604) 0.6 (1605) 42 (1606) 15 (1607) 1 (1608) 42 (1609) 34 (1610) 14.2 (1611) 1.9 (1612) 1 (1613) 32 (1614) 9.7 (1615) 36 (1616) 5.8 (1617) 41 (1618) 39 (1619) 3.5 (1620) 33 (1621) 6 (1622) 43 (1623) 37 (1624) 6 (1625) 29 (1626) 31 (1627) 38 (1628) 14 (1629) 6.3 (1630) 0.2 (1631) 34 (1632) 12 (1633) 5.2 (1634) 3.6 (1635) 0.2 (1636) 0.7 (1637) 11 (1638) 5.5 (1639) 1.4 (1640) 0.1 (1641) 39 (1642) 13 (1643) 5.8 (1644) 41 (1645) 6.8 (1646) 45 (1647) 40 (1648) 37 (1649) 9.9 (1650) 42 (1651) 9.2 (1652) 44 (1653) 14.3 (1654) 41 (1655) 43 (1656) 12.4 (1657) 37 (1658) 29 (1659) 2.1 (1660) 34 (1661) 20.7 (1662) 38 (1663) 42 (1664) 16.2 (1665) 1.7 (1666) 39 (1667) 15.8 (1668) 35 (1669) 30 (1670) 16 (1671) 3.8 (1672) 2 (1673) 0 (1674) 33 (1675) 1.1 (1676) 35 (1677) 31 (1678) 6.1 (1679) 0.7 (1680) 31 (1681) 10.2 (1682) 32 (1683) 3.9 (1684) 32 (1685) 5.5 (1686) 0.7 (1687) 12 (1688) 9.9 (1689) 5.5 (1690) 1.7 (1691) 29 (1692) 9.1 (1693) 33 (1694) 6.2 (1695) 1.4 (1696) 31 (1697) 30 (1698) 30 (1699) 28 (1700) 32 (1701) 1.5 (1702) 15 (1703) 9 (1704) 40 (1705) 9 (1706) 3.8 (1707) 9 (1708) 3.1 (1709) 41 (1710) 41 (1711) 36 (1712) 13 (1713) 5.7 (1714) 0.1 (1715) 0 (1716) 45 (1717) 12 (1718) 7.3 (1719) 0.1 (1720) 19 (1721) 10.3 (1722) 33 (1723) 38 (1724) 8.8 (1725) 50 (1726) 8 (1727) 52 (1728) 2.7 (1729) 0.1 (1730) 44 (1731) 49 (1732) 50 (1733) 4 (1734) 35 (1735) 40 (1736) 6 (1737) 40 (1738) 48 (1739) 34 (1740) 9 (1741) 2.5 (1742) 0.5 (1743) 46 (1744) 10 (1745) 50 (1746) 6 (1747) 0.2 (1748) 10 (1749) 52 (1750) 7 (1751) 2.1 (1752) 0.1 (1753) 0.6 (1754) 57 (1755) 54 (1756) 48 (1757) 6 (1758) 43 (1759) 4.7 (1760) 46 (1761) 7.9 (1762) 0.5 (1763) 43 (1764) 32 (1765) 51 (1766) 8.1 (1767) 1.6 (1768) 36 (1769) 5.1 (1770) 36 (1771) 4.8 (1772) 1 (1773) 5.9 (1774) 2 (1775) 0 (1776) 36 (1777) 47 (1778) 1 (1779) 53 (1780) 10.3 (1781) 9.4 (1782) 4 (1783) 1 (1784) 46 (1785) 16 (1786) 8.8 (1787) 6 (1788) 0.2 (1789) 0.3 (1790) 8.7 (1791) 7 (1792) 0.4 (1793) 33 (1794) 15 (1795) 7.5 (1796) 3 (1797) 0.3 (1798) 0.2 (1799) 45 (1800) 15 (1801) 8.5 (1802) 34 (1803) 2 (1804) 0.7 (1805) 6 (1806) 32 (1807) 34 (1808) 39 (1809) 37 (1810) 35 (1811) 36 (1812) 33 (1813) 27 (1814) 5.4 (1815) 1.7 (1816) 0.2 (1817) 42 (1818) 4.7 (1819) 36 (1820) 51 (1821) 6.4 (1822) 3 (1823) 0.2 (1824) 0.2 (1825) 36 (1826) 36 (1827) 3.8 (1828) 37 (1829) 3.7 (1830) 37 (1831) 34 (1832) 4.1 (1833) 31 (1834) 36 (1835) 2.9 (1836) 0.4 (1837) 30 (1838) 38 (1839) 3.8 (1840) 36 (1841) 10 (1842) 4.1 (1843) 3.5 (1844) 28 (1845) 3.6 (1846) 36 (1847) 38 (1848) 4.5 (1849) 37 (1850) 37 (1851) 8 (1852) 3.7 (1853) 0.1 (1854) 0 (1855) 12 (1856) 4.3 (1857) 4.1 (1858) 1.2 (1859) 41 (1860) 3.5 (1861) 1.2 (1862) 15 (1863) 4.2 (1864) 4 (1865) 6.6 (1866) 0 (1867) 3.9 (1868) 0 (1869) 4.5 (1870) 7.6 (1871) 0 (1872) -0.1 (1873) 4.4 (1874) 4 (1875) 0 (1876) 0.2 (1877) 4 (1878) -0.6 (1879) 35 (1880) 35 (1881) 38 (1882) 8 (1883) 3.4 (1884) 1 (1885) 0 (1886) 0.5 (1887) 5.1 (1888) 4 (1889) 35 (1890) 3 (1891) 3.3 (1892) 4.5 (1893) 38 (1894) 3 (1895) 4.2 (1896) 4 (1897) 5.2 (1898) 0.3 (1899) 38 (1900) 61 (1901) 5.7 (1902) 14 (1903) 4.3 (1904) 0.3 (1905) 1 (1906) 28 (1907) 4.3 (1908) 14.3 (1909) 0.3 (1910) 4.2 (1911) 11 (1912) 34 (1913) 3.6 (1914) 35 (1915) 16 (1916) 4.6 (1917) 32 (1918) 33 (1919) 3.4 (1920) -2 (1921) 3.9 (1922) 35 (1923) 7 (1924) 3 (1925) 36 (1926) 3.2 (1927) 3.4 (1928) 38 (1929) 4.2 (1930) 32 (1931) 3.5 (1932) 34 (1933) 34 (1934) 3 (1935) 33 (1936) 8.5 (1937) 44 (1938) 12.8 (1939) 4.6 (1940) 33 (1941) 3 (1942) 32 (1943) 4.4 (1944) 37 (1945) 15 (1946) 4.8 (1947) 0.2 (1948) 0.2 (1949) 35 (1950) 6 (1951) 38 (1952) 4.2 (1953) 3.1 (1954) 0.3 (1955) 43 (1956) 29 (1957) 39 (1958) 44 (1959) 51 (1960) 10.9 (1961) 46 (1962) 51 (1963) 9.4 (1964) 42 (1965) 15.7 (1966) 41 (1967) 1.1 (1968) 38 (1969) 38 (1970) 46 (1971) 34 (1972) 10.8 (1973) 42 (1974) 1.8 (1975) 34 (1976) 36 (1977) 14.3 (1978) 5 (1979) 1 (1980) 45 (1981) 44 (1982) 14 (1983) 19 (1984) 1.5 (1985) 0.6 (1986) 41 (1987) 40 (1988) 22 (1989) 0.5 (1990) 1.3 (1991) 38 (1992) 37 (1993) 2 (1994) 35 (1995) 52 (1996) 41 (1997) 34 (1998) 0.9 (1999) 0.3 (2000) 4.6 (2001) 4 (2002) 39 (2003) 24 (2004) 4.1 (2005) 3.8 (2006) 0.2 (2007) 0 (2008) 64 (2009) 9.4 (2010) 0.2 (2011) 20.7 (2012) 31 (2013) 28 (2014) 11.2 (2015) 33 (2016) 24 (2017) 31.8 (2018) 23 (2019) 5 (2020) 1.9 (2021) 0.2 (2022) 69 (2023) 7.2 (2024) 11.1 (2025) 29 (2026) 17.7 (2027) 50 (2028) 28 (2029) 14 (2030) 17.8 (2031) 13 (2032) 23.3 (2033) 39 (2034) 18.2 (2035) 40 (2036) 15.8 (2037) 4 (2038) 36 (2039) 16.9 (2040) 25 (2041) 36 (2042) 22 (2043) 8 (2044) 0.2 (2045) 0.2 (2046) 32 (2047) 0.1 (2048) 0.4 (2049) 31 (2050) 15 (2051) 9 (2052) 53 (2053) 52 (2054) 16 (2055) 5 (2056) 58 (2057) 35 (2058) 6.3 (2059) 60 (2060) 38 (2061) 6.5 (2062) 68 (2063) 35 (2064) 7.1 (2065) 71 (2066) 33 (2067) 7.3 (2068) 64 (2069) 104 (2070) 8.7 (2071) 10.3 (2072) 56 (2073) 33 (2074) 5.1 (2075) 52 (2076) 24 (2077) 4.6 (2078) 55 (2079) 24 (2080) 5 (2081) 1.1 (2082) 0 (2083) 0 (2084) 26 (2085) 5.8 (2086) 1.6 (2087) 0.1 (2088) 48 (2089) 19 (2090) 3.9 (2091) 51 (2092) 18 (2093) 4 (2094) 16.6 (2095) 0.2 (2096) 11.8 (2097) 63 (2098) 26 (2099) 5.3 (2100) 1.4 (2101) 56 (2102) 48 (2103) 39 (2104) 32 (2105) 21 (2106) 30 (2107) 31 (2108) 52 (2109) 16 (2110) 7 (2111) 59 (2112) 25 (2113) 9 (2114) 50 (2115) 12 (2116) 6 (2117) 57 (2118) 55 (2119) 43 (2120) 4 (2121) 31 (2122) 5 (2123) 0 (2124) 42 (2125) 38 (2126) 6.1 (2127) 38 (2128) 37 (2129) 33 (2130) 10 (2131) 6.8 (2132) 0.2 (2133) 0 (2134) 0.1 (2135) 36 (2136) 39 (2137) 11 (2138) 5.7 (2139) 0.7 (2140) 39 (2141) 36 (2142) 11 (2143) 5 (2144) 0.6 (2145) 0.2 (2146) 1.2 (2147) 52 (2148) 9.3 (2149) 0 (2150) 44 (2151) 6.7 (2152) 6 (2153) 0.2 (2154) 48 (2155) 5.5 (2156) 1 (2157) 0.1 (2158) 1 (2159) 48 (2160) 54 (2161) 7.9 (2162) 2 (2163) 47 (2164) 8 (2165) 46 (2166) 5 (2167) 5 (2168) 0.3 (2169) 1 (2170) 6.5 (2171) 48 (2172) 7.9 (2173) 53 (2174) 16.9 (2175) 54 (2176) 47 (2177) 1 (2178) 48 (2179) 48 (2180) 1 (2181) 1 (2182) 58 (2183) 41 (2184) 5.4 (2185) 9 (2186) 0.2 (2187) 0 (2188) 9.6 (2189) 43 (2190) 4.2 (2191) 0 (2192) 0 (2193) 60 (2194) 18 (2195) 4.6 (2196) 3 (2197) 0.1 (2198) 0.4 (2199) 31 (2200) 5.9 (2201) 47 (2202) 19 (2203) 3.5 (2204) 2 (2205) 0.2 (2206) 62 (2207) 17 (2208) 4 (2209) 20 (2210) 5.3 (2211) 56 (2212) 14 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20.5 (3938) 24.1 (3939) 4 (3940) 0 (3941) 45 (3942) 50.3 (3943) 44.7 (3944) 16 (3945) 12 (3946) 32 (3947) 13 (3948) 33 (3949) 31.8 fatal:Variable (data_pm) is undefined fatal:["Execute.c":8637]:Execute: Error occurred at or near line 54 in file Test_read.ncl -------------- next part -------------- A non-text attachment was scrubbed... Name: Test_read.ncl Type: application/octet-stream Size: 4780 bytes Desc: not available URL: -------------- next part -------------- A non-text attachment was scrubbed... Name: HrlyPM25_2026072218.nc Type: application/octet-stream Size: 250172 bytes Desc: not available URL: From dave.allured at noaa.gov Wed Jul 29 08:24:34 2026 From: dave.allured at noaa.gov (Dave Allured - NOAA Affiliate) Date: Wed, 29 Jul 2026 08:24:34 -0600 Subject: [ncl-talk] Station obs overlay on map In-Reply-To: References: Message-ID: Debasish, you have this at the start of your program: obs_lat = z->hdr_lat ; indexed by nhdr obs_lon = z->hdr_lon ; indexed by nhdr obs_hid = z->obs_hid ; indexed by nobs However, the first two lines are not right. You need obs coordinates indexed by the obs index, not the header index. As you already said, "obs_hid" cross-references the obs index to the header index. NCL will conveniently cross-reference the coordinates by using vector subscripting. hdr_lat = z->hdr_lat hdr_lon = z->hdr_lon obs_hid = z->obs_hid obs_lat = (/ hdr_lat(obs_hid(:)) /) ; now indexed by nobs obs_lon = (/ hdr_lon(obs_hid(:)) /) ; now indexed by nobs After this, use only the new obs_lat and obs_lon for station coordinates in the rest of the program. The only other obs variables that you should need for plotting are obs_vid to select only the PM2.5 values, and obs_val for the actual data values. On Fri, Jul 24, 2026 at 10:29?PM Debasish Hazra wrote: > Thanks Dave. Made some inroads related to the input file. As there can be > multiple variables stored for each station, that is why the number of > observations is larger. obs_var is the list of possible variables and > obs_vid is for the index of the obs_var for each observation value. There > is also the obs_hid, which lists the index of the header variables, > including lat/lon/etc for each observation. Attached is an input file, with > ncl program with more print statements to show obs_var, obs_vid and an > output txt file that shows print statements output. > So in this case, based on obs_vars, trying to read pm25 (2nd variable in > obs_vars), with corresponding obs_vids and obs_val and then group them in > selected bins to overlay on map. Any help on this is appreciated > Thanks, > Debasish > > On Mon, Jul 20, 2026 at 2:43?PM Dave Allured - NOAA Affiliate < > dave.allured at noaa.gov> wrote: > >> Debasish, the problem starts with the Airnow input file. It has obs_lat >> and obs_lon on dimension nhdr, but pm25_data is on dimension nobs. These >> are two different sizes. From the Airnow file, can you determine how to >> line up the coordinates for each of the 3982 obs values? My guess is that >> there is some kind of cross referencing in the Airnow file, such as site ID >> arrays. >> >> >> On Mon, Jul 20, 2026 at 11:20?AM Debasish Hazra < >> debasish.hazra5 at gmail.com> wrote: >> >>> Thanks Dave, attached the revised ncl code with print statements you >>> have suggested along with print output and error in text message. >>> >>> On Mon, Jul 20, 2026 at 12:51?PM Dave Allured - NOAA Affiliate < >>> dave.allured at noaa.gov> wrote: >>> >>>> Debasish, please check your subscripting. Immediately before the line >>>> that gets the error, add printVarSummary for lat_new, obs_lat, and >>>> "indexes". Also include: >>>> >>>> printMinMax (indexes, 0) >>>> print ("num missing = " + num (ismissing (indexes))) >>>> print (i) >>>> print (npts_range) >>>> >>>> Show us all of this output immediately preceding the error, including >>>> the error message itself. Do not show repeated outputs, only the last set >>>> of debug print messages before the error occurs. >>>> >>>> >>>> On Mon, Jul 20, 2026 at 8:05?AM Debasish Hazra via ncl-talk < >>>> ncl-talk at mailman.ucar.edu> wrote: >>>> >>>>> Thanks Karin for your reply. The file is big to attach, here is the >>>>> link of actual file : >>>>> https://nomads.ncep.noaa.gov/pub/data/nccf/com/gens/prod/gefs.20260718/00/chem/pgrb2ap25/ >>>>> I am getting error in this line : lat_new(i,0:npts_range-1) = >>>>> obs_lat(indexes) >>>>> error says : fatal:Subscript out of range, error in subscript #0 >>>>> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 68 in >>>>> file Test_read.ncl >>>>> >>>>> On Mon, Jul 20, 2026 at 3:17?AM Karin Meier-Fleischer < >>>>> meier-fleischer at dkrz.de> wrote: >>>>> >>>>>> Hi Debasish, >>>>>> >>>>>> the file gefs.chem.t00z.a2d_0p25.f018.grib2 is missing. >>>>>> >>>>>> Can you provide more Information about the error. >>>>>> >>>>>> Regards, Karin >>>>>> >>>>>> Am 18.07.26 um 04:26 schrieb Debasish Hazra via ncl-talk: >>>>>> > Hi, >>>>>> > I am trying to do a plot with station data in netcdf overlay on >>>>>> model >>>>>> > output following this example here >>>>>> > :https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl >>>>>> > But getting subscript range error. Attached is the ncl code and >>>>>> netcdf >>>>>> > station data used for this. Any help on this is greatly appreciated. >>>>>> > >>>>>> > Thanks >>>>>> > Debasish >>>>> >>>>> -------------- next part -------------- An HTML attachment was scrubbed... URL: From debasish.hazra5 at gmail.com Thu Jul 30 22:01:34 2026 From: debasish.hazra5 at gmail.com (Debasish Hazra) Date: Fri, 31 Jul 2026 00:01:34 -0400 Subject: [ncl-talk] Station obs overlay on map In-Reply-To: References: Message-ID: Thanks Dave for your suggestions. I included them and was able to generate the figure. Only thing is that I would like to do an the station plot overlay over model forecast and I am not sure how to do that. I am reading in model data, but it does not overlay on the figure. Any suggestions is appreciated. Attached is revised code, output txt and generated figure. Thanks, Debasish On Wed, Jul 29, 2026 at 10:25?AM Dave Allured - NOAA Affiliate < dave.allured at noaa.gov> wrote: > Debasish, you have this at the start of your program: > > obs_lat = z->hdr_lat ; indexed by nhdr > obs_lon = z->hdr_lon ; indexed by nhdr > obs_hid = z->obs_hid ; indexed by nobs > > However, the first two lines are not right. You need obs coordinates > indexed by the obs index, not the header index. As you already said, > "obs_hid" cross-references the obs index to the header index. NCL will > conveniently cross-reference the coordinates by using vector subscripting. > > hdr_lat = z->hdr_lat > hdr_lon = z->hdr_lon > obs_hid = z->obs_hid > > obs_lat = (/ hdr_lat(obs_hid(:)) /) ; now indexed by nobs > obs_lon = (/ hdr_lon(obs_hid(:)) /) ; now indexed by nobs > > After this, use only the new obs_lat and obs_lon for station coordinates > in the rest of the program. The only other obs variables that you should > need for plotting are obs_vid to select only the PM2.5 values, and obs_val > for the actual data values. > > > On Fri, Jul 24, 2026 at 10:29?PM Debasish Hazra > wrote: > >> Thanks Dave. Made some inroads related to the input file. As there can be >> multiple variables stored for each station, that is why the number of >> observations is larger. obs_var is the list of possible variables and >> obs_vid is for the index of the obs_var for each observation value. There >> is also the obs_hid, which lists the index of the header variables, >> including lat/lon/etc for each observation. Attached is an input file, with >> ncl program with more print statements to show obs_var, obs_vid and an >> output txt file that shows print statements output. >> So in this case, based on obs_vars, trying to read pm25 (2nd variable in >> obs_vars), with corresponding obs_vids and obs_val and then group them in >> selected bins to overlay on map. Any help on this is appreciated >> Thanks, >> Debasish >> >> On Mon, Jul 20, 2026 at 2:43?PM Dave Allured - NOAA Affiliate < >> dave.allured at noaa.gov> wrote: >> >>> Debasish, the problem starts with the Airnow input file. It has >>> obs_lat and obs_lon on dimension nhdr, but pm25_data is on dimension nobs. >>> These are two different sizes. From the Airnow file, can you determine how >>> to line up the coordinates for each of the 3982 obs values? My guess is >>> that there is some kind of cross referencing in the Airnow file, such as >>> site ID arrays. >>> >>> >>> On Mon, Jul 20, 2026 at 11:20?AM Debasish Hazra < >>> debasish.hazra5 at gmail.com> wrote: >>> >>>> Thanks Dave, attached the revised ncl code with print statements you >>>> have suggested along with print output and error in text message. >>>> >>>> On Mon, Jul 20, 2026 at 12:51?PM Dave Allured - NOAA Affiliate < >>>> dave.allured at noaa.gov> wrote: >>>> >>>>> Debasish, please check your subscripting. Immediately before the line >>>>> that gets the error, add printVarSummary for lat_new, obs_lat, and >>>>> "indexes". Also include: >>>>> >>>>> printMinMax (indexes, 0) >>>>> print ("num missing = " + num (ismissing (indexes))) >>>>> print (i) >>>>> print (npts_range) >>>>> >>>>> Show us all of this output immediately preceding the error, including >>>>> the error message itself. Do not show repeated outputs, only the last set >>>>> of debug print messages before the error occurs. >>>>> >>>>> >>>>> On Mon, Jul 20, 2026 at 8:05?AM Debasish Hazra via ncl-talk < >>>>> ncl-talk at mailman.ucar.edu> wrote: >>>>> >>>>>> Thanks Karin for your reply. The file is big to attach, here is the >>>>>> link of actual file : >>>>>> https://nomads.ncep.noaa.gov/pub/data/nccf/com/gens/prod/gefs.20260718/00/chem/pgrb2ap25/ >>>>>> I am getting error in this line : lat_new(i,0:npts_range-1) = >>>>>> obs_lat(indexes) >>>>>> error says : fatal:Subscript out of range, error in subscript #0 >>>>>> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 68 >>>>>> in file Test_read.ncl >>>>>> >>>>>> On Mon, Jul 20, 2026 at 3:17?AM Karin Meier-Fleischer < >>>>>> meier-fleischer at dkrz.de> wrote: >>>>>> >>>>>>> Hi Debasish, >>>>>>> >>>>>>> the file gefs.chem.t00z.a2d_0p25.f018.grib2 is missing. >>>>>>> >>>>>>> Can you provide more Information about the error. >>>>>>> >>>>>>> Regards, Karin >>>>>>> >>>>>>> Am 18.07.26 um 04:26 schrieb Debasish Hazra via ncl-talk: >>>>>>> > Hi, >>>>>>> > I am trying to do a plot with station data in netcdf overlay on >>>>>>> model >>>>>>> > output following this example here >>>>>>> > :https://www.ncl.ucar.edu/Applications/Scripts/polyg_8.ncl >>>>>>> > But getting subscript range error. Attached is the ncl code and >>>>>>> netcdf >>>>>>> > station data used for this. Any help on this is greatly >>>>>>> appreciated. >>>>>>> > >>>>>>> > Thanks >>>>>>> > Debasish >>>>>> >>>>>> -------------- next part -------------- An HTML attachment was scrubbed... URL: -------------- next part -------------- Copyright (C) 1995-2019 - All Rights Reserved University Corporation for Atmospheric Research NCAR Command Language Version 6.6.2 The use of this software is governed by a License Agreement. See http://www.ncl.ucar.edu/ for more details. Variable: gsd1 Type: float Total Size: 4152960 bytes 1038240 values Number of Dimensions: 2 Dimensions and sizes: [lat_0 | 721] x [lon_0 | 1440] Coordinates: lat_0: [90..-90] lon_0: [ 0..359.75] Number Of Attributes: 16 center : US National Weather Service - NCEP (WMC) production_status : Operational products long_name : Aerosol optical thickness units : Numeric _FillValue : 1e+20 grid_type : Latitude/longitude parameter_discipline_and_category : Meteorological products, Atmospheric chemical constituents parameter_template_discipline_category_number : ( 48, 0, 20, 102 ) level_type : Entire Atmosphere level : 0 forecast_time : 18 forecast_time_units : hours initial_time : 07/28/2026 (00:00) aerosol_wavelength : >= 5.45e-07 and <= 5.65e-07 aerosol_size : < 2e-05 aerosol_type : Total Aerosol Variable: gsd1 Type: float Total Size: 4152960 bytes 1038240 values Number of Dimensions: 2 Dimensions and sizes: [lat_0 | 721] x [lon_0 | 1440] Coordinates: lat_0: [-90..90] lon_0: [ 0..359.75] Number Of Attributes: 16 center : US National Weather Service - NCEP (WMC) production_status : Operational products long_name : Aerosol optical thickness units : Numeric _FillValue : 1e+20 grid_type : Latitude/longitude parameter_discipline_and_category : Meteorological products, Atmospheric chemical constituents parameter_template_discipline_category_number : ( 48, 0, 20, 102 ) level_type : Entire Atmosphere level : 0 forecast_time : 18 forecast_time_units : hours initial_time : 07/28/2026 (00:00) aerosol_wavelength : >= 5.45e-07 and <= 5.65e-07 aerosol_size : < 2e-05 aerosol_type : Total Aerosol Variable: obsv_lat Type: float Total Size: 5240 bytes 1310 values Number of Dimensions: 1 Dimensions and sizes: [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: obsv_lon Type: float Total Size: 5240 bytes 1310 values Number of Dimensions: 1 Dimensions and sizes: [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: pm25_data Type: float Total Size: 15772 bytes 3943 values Number of Dimensions: 1 Dimensions and sizes: [nobs | 3943] Coordinates: Number Of Attributes: 2 long_name : observation value _FillValue : -9999 Variable: data_pm Type: float Total Size: 5240 bytes 1310 values Number of Dimensions: 1 Dimensions and sizes: [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: num_distinct_markers Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) min=0 max=1309 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 0 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 1301 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 5204 bytes 1301 values Number of Dimensions: 1 Dimensions and sizes: [1301] Coordinates: (0) min=9 max=1309 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 1 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 696 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 2784 bytes 696 values Number of Dimensions: 1 Dimensions and sizes: [696] Coordinates: (0) min=11 max=1306 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 2 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 266 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 1064 bytes 266 values Number of Dimensions: 1 Dimensions and sizes: [266] Coordinates: (0) min=71 max=1307 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 3 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 29 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 116 bytes 29 values Number of Dimensions: 1 Dimensions and sizes: [29] Coordinates: (0) min=95 max=1305 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 4 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 21 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 84 bytes 21 values Number of Dimensions: 1 Dimensions and sizes: [21] Coordinates: (0) min=677 max=1115 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 5 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 3 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 12 bytes 3 values Number of Dimensions: 1 Dimensions and sizes: [3] Coordinates: (0) min=81 max=734 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 6 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 4 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 16 bytes 4 values Number of Dimensions: 1 Dimensions and sizes: [4] Coordinates: (0) min=378 max=378 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 7 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 1 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) min=759 max=1168 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 8 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 3 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 12 bytes 3 values Number of Dimensions: 1 Dimensions and sizes: [3] Coordinates: (0) min=758 max=758 (0) num missing = 0 Variable: i Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 11 Variable: npts_range Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: (0) 1 Variable: lat_new Type: float Total Size: 62880 bytes 15720 values Number of Dimensions: 2 Dimensions and sizes: [12] x [1310] Coordinates: Number Of Attributes: 1 _FillValue : -9999 Variable: indexes Type: integer Total Size: 4 bytes 1 values Number of Dimensions: 1 Dimensions and sizes: [1] Coordinates: -------------- next part -------------- A non-text attachment was scrubbed... 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