pygmt.blockmedian
- pygmt.blockmedian(table=None, outfile=None, *, x=None, y=None, z=None, spacing=None, region=None, verbose=None, aspatial=None, coltypes=None, incols=None, outcols=None, registration=None, skiprows=None, wrap=None, **kwargs)[source]
Block average (x,y,z) data tables by median estimation.
Reads arbitrarily located (x,y,z) triples [or optionally weighted quadruples (x,y,z,w)] and writes to the output a median position and value for every non-empty block in a grid region defined by the
region
andspacing
parameters.Takes a matrix, xyz triplets, or a file name as input.
Must provide either
table
orx
,y
, andz
.Full option list at https://docs.generic-mapping-tools.org/latest/blockmedian.html
Aliases:
I = spacing
R = region
V = verbose
a = aspatial
f = coltypes
i = incols
o = outcols
r = registration
s = skiprows
w = wrap
- Parameters
table (str or numpy.ndarray or pandas.DataFrame or xarray.Dataset or geopandas.GeoDataFrame) – Pass in (x, y, z) or (longitude, latitude, elevation) values by providing a file name to an ASCII data table, a 2D
numpy.ndarray
, apandas.DataFrame
, anxarray.Dataset
made up of 1Dxarray.DataArray
data variables, or ageopandas.GeoDataFrame
containing the tabular data.x/y/z (1d arrays) – Arrays of x and y coordinates and values z of the data points.
spacing (str) –
xinc[+e|n][/yinc[+e|n]]. x_inc [and optionally y_inc] is the grid spacing.
Geographical (degrees) coordinates: Optionally, append an increment unit. Choose among m to indicate arc minutes or s to indicate arc seconds. If one of the units e, f, k, M, n or u is appended instead, the increment is assumed to be given in meter, foot, km, mile, nautical mile or US survey foot, respectively, and will be converted to the equivalent degrees longitude at the middle latitude of the region (the conversion depends on PROJ_ELLIPSOID). If y_inc is given but set to 0 it will be reset equal to x_inc; otherwise it will be converted to degrees latitude.
All coordinates: If +e is appended then the corresponding max x (east) or y (north) may be slightly adjusted to fit exactly the given increment [by default the increment may be adjusted slightly to fit the given domain]. Finally, instead of giving an increment you may specify the number of nodes desired by appending +n to the supplied integer argument; the increment is then recalculated from the number of nodes, the registration, and the domain. The resulting increment value depends on whether you have selected a gridline-registered or pixel-registered grid; see GMT File Formats for details.
Note: If
region=grdfile
is used then the grid spacing and the registration have already been initialized; usespacing
andregistration
to override these values.region (str or list) – Required if this is the first plot command. xmin/xmax/ymin/ymax[+r][+uunit]. Specify the region of interest.
outfile (str) – The file name for the output ASCII file.
Select verbosity level [Default is w], which modulates the messages written to stderr. Choose among 7 levels of verbosity:
q - Quiet, not even fatal error messages are produced
e - Error messages only
w - Warnings [Default]
t - Timings (report runtimes for time-intensive algorithms);
i - Informational messages (same as
verbose=True
)c - Compatibility warnings
d - Debugging messages
aspatial (bool or str) – [col=]name[,…]. Control how aspatial data are handled during input and output. Full documentation is at https://docs.generic-mapping-tools.org/latest/gmt.html#aspatial-full.
coltypes (str) – [i|o]colinfo. Specify data types of input and/or output columns (time or geographical data). Full documentation is at https://docs.generic-mapping-tools.org/latest/gmt.html#f-full.
incols (str or 1d array) –
Specify data columns for primary input in arbitrary order. Columns can be repeated and columns not listed will be skipped [Default reads all columns in order, starting with the first (i.e., column 0)].
For 1d array: specify individual columns in input order (e.g.,
incols=[1,0]
for the 2nd column followed by the 1st column).For
str
: specify individual columns or column ranges in the format start[:inc]:stop, where inc defaults to 1 if not specified, with columns and/or column ranges separated by commas (e.g.,incols="0:2,4+l"
to input the first three columns followed by the log-transformed 5th column). To read from a given column until the end of the record, leave off stop when specifying the column range. To read trailing text, add the column t. Append the word number to t to ingest only a single word from the trailing text. Instead of specifying columns, useincols="n"
to simply read numerical input and skip trailing text. Optionally, append one of the following modifiers to any column or column range to transform the input columns:+l to take the log10 of the input values.
+d to divide the input values by the factor divisor [Default is 1].
+s to multiple the input values by the factor scale [Default is 1].
+o to add the given offset to the input values [Default is 0].
outcols (str or 1d array) –
cols[,…][,t[word]]. Specify data columns for primary output in arbitrary order. Columns can be repeated and columns not listed will be skipped [Default writes all columns in order, starting with the first (i.e., column 0)].
For 1d array: specify individual columns in output order (e.g.,
outcols=[1,0]
for the 2nd column followed by the 1st column).For
str
: specify individual columns or column ranges in the format start[:inc]:stop, where inc defaults to 1 if not specified, with columns and/or column ranges separated by commas (e.g.,outcols="0:2,4"
to output the first three columns followed by the 5th column). To write from a given column until the end of the record, leave off stop when specifying the column range. To write trailing text, add the column t. Append the word number to t to write only a single word from the trailing text. Instead of specifying columns, useoutcols="n"
to simply read numerical input and skip trailing text. Note: ifincols
is also used then the columns given tooutcols
correspond to the order after theincols
selection has taken place.
registration (str) – g|p. Force gridline (g) or pixel (p) node registration. [Default is g(ridline)].
[cols][+a][+r]. Suppress output for records whose z-value equals NaN [Default outputs all records]. Optionally, supply a comma-separated list of all columns or column ranges to consider for this NaN test [Default only considers the third data column (i.e., cols = 2)]. Column ranges must be given in the format start[:inc]:stop, where inc defaults to 1 if not specified. The following modifiers are supported:
+r to reverse the suppression, i.e., only output the records whose z-value equals NaN.
+a to suppress the output of the record if just one or more of the columns equal NaN [Default skips record only if values in all specified cols equal NaN].
wrap (str) –
y|a|w|d|h|m|s|cperiod[/phase][+ccol]. Convert the input x-coordinate to a cyclical coordinate, or a different column if selected via +ccol. The following cyclical coordinate transformations are supported:
y - yearly cycle (normalized)
a - annual cycle (monthly)
w - weekly cycle (day)
d - daily cycle (hour)
h - hourly cycle (minute)
m - minute cycle (second)
s - second cycle (second)
c - custom cycle (normalized)
Full documentation is at https://docs.generic-mapping-tools.org/latest/gmt.html#w-full.
- Returns
output (pandas.DataFrame or None) – Return type depends on whether the
outfile
parameter is set:pandas.DataFrame
table with (x, y, z) columns ifoutfile
is not set.None if
outfile
is set (filtered output will be stored in file set byoutfile
).