Beispiel #1
0
    def getShakeMapParams(self,config,shakefile,geodict):
        #get the shakemap params the user wants
        smparams = config.get('SHAKEMAP','variables').split(',')

        #load the shakemap
        intset = set(SM_TERMS).intersection(smparams)
        if not len(intset):
            print 'The allowed ShakeMap variables are: "%s". Your config file has "%s".' % (str(SM_TERMS),str(smparams))
            sys.exit(1)
        shakedict = {}
        shakemap = None
        if 'PGA' in smparams:
            shakemap = ShakeGrid(shakefile,variable='PGA')
            shakemap.interpolateToGrid(geodict)
            tmpgrid = gmt.GMTGrid()
            tmpgrid.loadFromGrid(shakemap)
            shakedict['PGA'] = tmpgrid
        if 'PGV' in smparams:
            shakemap = ShakeGrid(shakefile,variable='PGV')
            shakemap.interpolateToGrid(geodict)
            tmpgrid = gmt.GMTGrid()
            tmpgrid.loadFromGrid(shakemap)
            shakedict['PGV'] = tmpgrid
        if 'MMI' in smparams:
            shakemap = ShakeGrid(shakefile,variable='MMI')
            shakemap.interpolateToGrid(geodict)
            tmpgrid = gmt.GMTGrid()
            tmpgrid.loadFromGrid(shakemap)
            shakedict['MMI'] = tmpgrid
        if 'MW' in smparams:
            if shakemap is None:
                shakemap = ShakeGrid(shakefile,variable='MMI')
            attdict = shakemap.getAttributes()
            shakedict['MW'] = attdict['event']['magnitude']

        return (shakedict)
Beispiel #2
0
def main(args):
    #read in global config file
    configfile = os.path.join(os.path.expanduser('~'),'.lsprocess','lsprocess.cfg')
    hasconfig = os.path.isfile(configfile)
    if not hasconfig:
        print()
        print('No config file "%s" found.' % configfile)
        print()
        sys.exit(1)
    global_grids,outfolder = readConfig(configfile) #returns a dictionary just like global_config above
    
    
    #read in event specific grid file
    try:
        covdict,predictors,ename = parseEvent(args.eventfile)
    except Exception as msg:
        print('There is something wrong with your event file.  See errors below.')
        print(msg)
        sys.exit(1)
    
    #construct output folder from global/event configs
    outfolder = os.path.join(outfolder,ename)
    if not os.path.isdir(outfolder):
        os.mkdir(outfolder)
    
    #look for bounding box and resolution in event config file, or get from shakemap
    bbox = None
    shakemap = ShakeGrid(predictors['shakemap'][0],'MMI')
    if 'bbox' in covdict:
        bbox = covdict['bbox']
    else:
        #bbox = shakemap.getRange()
        #default to the bounding box of the coverage data
        with fiona.open(covdict['filename']) as src:
            tbbox = src.bounds
            bbox = (tbbox[0],tbbox[2],tbbox[1],tbbox[3])
            
    if 'resolution' in covdict:
        resolution = covdict['resolution']
    else:
        resolution = shakemap.getGeoDict()['xdim']
    
    #get input coverage projection from event config OR from .prj file
    #projstr = covdict['projstr']
    
    #get format of coverage, check against list of supported fiona formats, read in data
    #we'll do other support later
    
    #if necessary, project coverage into lat/lon
    #skip projection for now as well

    #determine what the grid shape and (potentially) new bbox is given bbox and resolution
    nrows,ncols,bbox = getShape(bbox,resolution)
    #if the coverage dataset is larger than the ShakeMap, we need to make sure our output grid
    #is contained by the shakemap for interpolation purposes.
    shakebounds = shakemap.getRange()
    shakexdim,shakeydim = (shakemap.geodict['xdim'],shakemap.geodict['ydim'])
    xmin = max(bbox[0],shakebounds[0]+shakexdim*2)
    xmax = min(bbox[1],shakebounds[1]-shakexdim*2)
    ymin = max(bbox[2],shakebounds[2]+shakeydim*2)
    ymax = min(bbox[3],shakebounds[3]-shakeydim*2)
    geodict = {'xdim':resolution,'ydim':resolution,
               'xmin':xmin,'xmax':xmax,
               'ymin':ymin,'ymax':ymax,
               'nrows':nrows,'ncols':ncols}
    
    #rasterize projected coverage defined bounding box and resolution
    shpfile = covdict['filename']
    print('Creating coverage grid...')
    covgrid = makeCoverageGrid(shpfile,geodict)
    outgridfile = os.path.join(outfolder,'coverage.grd')
    print('Saving coverage to %s...' % outgridfile)
    covgrid.save(outgridfile)

    #make a grid of lat,lon values
    row = np.arange(0,nrows)
    col = np.arange(0,ncols)
    rows = repmat(row,ncols,1).T
    cols = repmat(col,nrows,1)
    lat,lon = covgrid.getLatLon(rows,cols)

    #create a list of arrays that we'll dump out to a text file when done
    vardict = {}
    vardict['coverage'] = covgrid.griddata.flatten()
    vardict['lat'] = lat.flatten()
    vardict['lon'] = lon.flatten()
        
    #subset shakemap and global grids using defined bounding box and resolution
    shakefile = predictors['shakemap'][0]
    variables = predictors['shakemap'][1]
    for var in variables:
        shakemap = ShakeGrid(shakefile,var.upper())
        shakemap.interpolateToGrid(geodict)
        gmtshake = GMTGrid()
        gmtshake.geodict = shakemap.geodict
        gmtshake.griddata = shakemap.griddata
        outshakefile = os.path.join(outfolder,'%s.grd' % var)
        print('Saving %s to %s...' % (var,outshakefile))
        gmtshake.save(outshakefile)
        vardict[var] = gmtshake.griddata.flatten()
        
    #write netcdf versions of coverage, shakemap, and global grids to output folder
    for gridname,gridfile in global_grids.items():
        if not os.path.isfile(gridfile):
            pass
        try:
            grid = sampleGrid(gridfile,geodict)
        except Exception as e:
            print('There was an error while sampling the "%s" grid "%s". - "%s"' % (gridname,gridfile,str(e)))
            
        outgridfile = os.path.join(outfolder,gridname+'.grd')
        print('Saving %s to %s...' % (gridname,outgridfile))
        grid.save(outgridfile)
        vardict[gridname] = grid.griddata.flatten()
        
    #create text file with columns of data for all predictor variables
    firstcols = ['lat','lon','coverage']
    outmat = np.zeros((nrows*ncols,len(vardict)))
    for i in range(0,len(firstcols)):
        col = firstcols[i]
        outmat[:,i] = vardict[col]
    colidx = i+1
    colnames = []
    for col,column in vardict.items():
        if col in firstcols:
            continue
        outmat[:,colidx] = vardict[col]
        colnames.append(col)
        colidx += 1

    colnames = firstcols + colnames
    m,n = outmat.shape
    datfile = os.path.join(outfolder,'%s.dat' % ename)
    print('Saving all variables to data file %s...' % datfile)
    f = open(datfile,'wt')
    f.write(','.join(colnames)+'\n')
    for i in range(0,m):
        line = ','.join('%.4f' % col for col in outmat[i,:])
        f.write(line+'\n')
    f.close()
Beispiel #3
0
    rows = repmat(row,ncols,1).T
    cols = repmat(col,nrows,1)
    lat,lon = covgrid.getLatLon(rows,cols)

    #create a list of arrays that we'll dump out to a text file when done
    vardict = {}
    vardict['coverage'] = covgrid.griddata.flatten()
    vardict['lat'] = lat.flatten()
    vardict['lon'] = lon.flatten()
        
    #subset shakemap and global grids using defined bounding box and resolution
    shakefile = predictors['shakemap'][0]
    variables = predictors['shakemap'][1]
    for var in variables:
        shakemap = ShakeGrid(shakefile,var.upper())
        shakemap.interpolateToGrid(geodict)
        gmtshake = GMTGrid()
        gmtshake.geodict = shakemap.geodict
        gmtshake.griddata = shakemap.griddata
        outshakefile = os.path.join(outfolder,'%s.grd' % var)
        print 'Saving %s to %s...' % (var,outshakefile)
        gmtshake.save(outshakefile)
        vardict[var] = gmtshake.griddata.flatten()
        
    #write netcdf versions of coverage, shakemap, and global grids to output folder
    for gridname,gridfile in global_grids.iteritems():
        if not os.path.isfile(gridfile):
            pass
        try:
            grid = sampleGrid(gridfile,geodict)
        except Exception,e: