How to obtain/plot/analyze data 这个网站不错
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Submitted by Cathy.Smith@noaa.gov on Thu, 10/07/2010 - 14:48
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Data Extraction
NCDC NOMADS and NCMP: reanalysis (CFSR,NARR,R1,R2); NWP (NAM, GFS, RUC); GENS ensembles, SST
NOAA/ESRL Search and Plot. (R1,R2,20CR, NARR)
IRI (CFSR,20CR,R1,R2)
ECMWF ERA-40, ERA-Interim (Get netCDF or GRIB files from the daily or subdaily data)
Goddard Earth Science Model Data Information Sevices Center (MERRA)
-
NCAR, Highest-resolution files for all reanalyses, except MERRA. GRIB parameter field extraction using cURL, and some conversion to netCDF as noted.
- JRA-25: Data Access > Web File Listing > Create Your Own File List (e.g. anl_p), use cURL or wget (for files).
- JRA-55 - same as JRA-25
- ERA-Interim - same as JRA-25.
- CFSR - same as JRA-25 (also subset with net CDF format conversion)
- 20CR - same as JRA-25
- 20CRv2c
MERRA Data Subsetter (variable list and what file to look at for a particular variable)
openDAP servers: NOAA/ESRL (20CR,R1,R2,NARR), NCEP, MERRA2D, MERRA3D
OpenDAP: MERRA Gridded Innovations and Observations (GIO)
OpenGrADS.org: GrADS software with additional user functionality, including GUI for reanalyses including NCEP and MERRA
-
[
Earth System Grid Federation (CFSR, MERRA, 20CR, JRA-25, ERA-Interim)](https://earthsystemcog.org/projects/ana4mips/) Ana4MIPS: Easy access to netCDF reanalyses data of selected variables corresponding to the CMIP5 climate model output
GOAT: Geophysical Observations Analysis Tool for Matlab
Step-by-Step Guide to obtaining data files
Step by step descriptions of how to get the data at the reanalyses centers are available.
Post Processing Routines and Algorithms
Webtools to plot/analyze data by Function
Basic Maps
- IRI (CFSR,20CR,R1,R2)
- ESRL/PSD Search and Plot (20CR,R1,R2,NARR)
- MERRA: Uses Giovanni to produce maps or animations of some monthly fields. Can average over successive times.
- NOMADS (CFSR,NARR,R1,R2)
- ECMWF ERA-40, ERA-Interim (Plot maps)
- MERRA Atlas
- Web-based Reanalysis Intercomparison Tool for maps makes user-selected reanalysis fields for monthly data. It can also difference two reanalyses or selected observational datasets with user-selected climatologies.
- The Climate Reanalyzer makes user-selected reanalysis fields and differences for monthly data.
- MeteoCentre provides pre-generated synoptic maps of SLP, 1000-500 thickness, and 500 hPa height (20CR and R1).
- GOAT: Geophysical Observations Analysis Tool for Matlab
Other Basic Geographic Plots
- ESRL: Crossections
- Search and Plot
- Merra: Uses Giovanni to produce hovmollers of some monthly fields.
- KNMI.
- GOAT: Geophysical Observations Analysis Tool for Matlab
Hovmollers
- ESRL/PSD: Hovmollers (R1)
- IRI
- GOAT: Geophysical Observations Analysis Tool for Matlab
Advanced Plots
- ESRL/PSD: Can plot monthly, daily and sub-daily of crossections from composite plotting pages (R1). Anomalies are available.
- ESRL/PSD: Hovmollers of means, anomalies of daily data. Anomalies are available (R1).
- GOAT: Temporal and spatial subsettting is supported via a GUI or built in function. Built-in calculation of anomalies and climatology. Superimpose or show the difference between two fields. Display land-cover or topography.
Composite Maps (Average different, possibly non contiguous dates together)
- ESRL/PSD: Can plot composite maps and vertical crossectons from composite plotting pages on monthly, daily and sub-daily time scales for R1. Anomalies are available.
- ESRL/PSD: Can plot composite maps from plotting pages on monthly, daily and sub-daily timescales for 20CR. Anomalies are available. For monthly, plot composite maps of the 20CR ensemble spread (uncertainty).
- GCOS/WGSP: Can plot composite maps of sea level pressure from plotting pages on monthly timescales. Anomalies are available.
- WRIT maps: Can plot composite maps of a reanalysis or the difference of composites from two reanalyses.
- <l1 style="box-sizing: border-box;">GOAT: Can plot composites of non-contiguous dates. </l1>
Correlation Maps
- ESRL/PSD: From monthly NCEP/NCAR R1
- KNMI
- The Climate Reanalyzer (ERA-Interim, NCEP/NCAR R1, NCEP/DOE R2, 20CR, observational datasets: PRISM precipitation, ERSSTv3b)
Timeseries Plots
- NOMADS
- TDS
- NOAA/ESRL PSD: Plot simple timeseries of NCEP/NCAR R1 and 20thC Reanalysis monthly variables
- IRI
- Web-based Reanalysis Intercomparison Tool for timeseries (WRIT) makes user-selected reanalysis timeseries, scatter plots, cross-correlation functions, and probability density functions for monthly data. It can also difference two reanalyses or selected observational datasets.
- The Climate Reanalyzer makes user-selected reanalysis time series with land/ocean masking.
Timeseries Analysis
- KNMI: Plot, compute annual cycle, filter and other tools available for time series analysis. Provides many climate/ocean timeseries.
- ESRL/PSD: Correlate and do some other simple analysis on pregenerated or user supplied monthly timeseries
- ESRL/PSD: Extract daily timeseries from datasets. Can supply user criteria (e.g. top 10 temperatures in January for a point). R1,20CR
- ESRL/PSD: Extract monthly timeseries from datasets. R1,20CR
- IRI
- Web-based Reanalysis Intercomparison Tool for timeseries (WRIT) makes user-selected reanalysis timeseries, scatter plots, cross-correlation functions, and probability density functions for monthly data. It can also difference two reanalyses or selected observational datasets.
Google Earth
Miscellaneous
- ESRL/PSD Lead/Lag for Composites
- ESRL/PSD Lead/Lag for Correlations (maps)
- KNMI Smoothed fields, EOF, SVD and other analysis
- U. of Miami extreme event finder (20CR)
- WRIT Trajectory calculator (20CR, CFSR)
Applications that read/plot/analyze netCDF and/or grib data (non-web)
A complete list is Unidata
- NCL
- GrADS
- IDV
- Ferret
-
NCO netCDF Operators
Extract data from netCDF files, change attributes, combine files.... - CDO
- MATLAB
- IDL
- CDAT
- GOAT. A MATLAB based tool that integrates with NetCDF files and OPeNDAP sources.
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