def values_to_indices_time(vec,
ref=None,
less=None,
more=None,
reffmt=None,
lessfmt=None,
morefmt=None):
"""
Return min,max indices into a datetime vector.
The use of ref,less,more depends on the combination given.
If ref only min=max=index(ref)
If less only min=index(less), max=len(vec)-1
If more only min=0, max=index(more)
If ref and less min=index(ref-less), max=len(vec)-1
If ref and more min=0, max=index(ref+more)
If less and more min=index(less), max=index(more)
If ref,less,more min=index(ref-less), max=index(ref+more)
Format strings should be compatible with datetime.datetime.strptime.
"""
idx0 = 0
idx1 = len(vec) - 1
# Apply formats where required, raise exception on failure
ref = apply_dt_format(ref, reffmt)
less = apply_dt_format(less, lessfmt)
more = apply_dt_format(more, morefmt)
# Sanity check
if isinstance(ref, dt.timedelta):
print 'ref is type timedelta. Require an absolute value.'
return None
if isinstance(less, dt.timedelta) and ref is None:
print 'less is type timedelta. Require an absolute value when ref=None.'
return None
if isinstance(more, dt.timedelta) and ref is None:
print 'more is type timedelta. Require an absolute value when ref=None.'
return None
# Tests
if ref is not None and [less, more] == [None, None]:
idx0 = npr.index_of_nearest(vec, ref)
idx1 = idx0
if less is not None and ref is None:
idx0 = npr.index_of_nearest(vec, less)
if more is not None and ref is None:
idx1 = npr.index_of_nearest(vec, more)
if ref is not None and less is not None:
if not isinstance(less, dt.timedelta):
td0 = dt.datetime.strptime('00', '%S')
less = less - td0 # timedelta
idx0 = npr.index_of_nearest(vec, ref - less)
if ref is not None and more is not None:
if not isinstance(more, dt.timedelta):
td0 = dt.datetime.strptime('00', '%S')
more = more - td0 # timedelta
idx1 = npr.index_of_nearest(vec, ref + more)
if idx0 > idx1:
tmp = idx0
idx0 = idx1
idx1 = tmp
return idx0, idx1
def values_to_indices_time(vec,ref=None,less=None,more=None,
reffmt=None,lessfmt=None,morefmt=None):
"""
Return min,max indices into a datetime vector.
The use of ref,less,more depends on the combination given.
If ref only min=max=index(ref)
If less only min=index(less), max=len(vec)-1
If more only min=0, max=index(more)
If ref and less min=index(ref-less), max=len(vec)-1
If ref and more min=0, max=index(ref+more)
If less and more min=index(less), max=index(more)
If ref,less,more min=index(ref-less), max=index(ref+more)
Format strings should be compatible with datetime.datetime.strptime.
"""
idx0 = 0
idx1 = len(vec)-1
# Apply formats where required, raise exception on failure
ref = apply_dt_format(ref,reffmt)
less = apply_dt_format(less,lessfmt)
more = apply_dt_format(more,morefmt)
# Sanity check
if isinstance(ref,dt.timedelta):
print 'ref is type timedelta. Require an absolute value.'
return None
if isinstance(less,dt.timedelta) and ref is None:
print 'less is type timedelta. Require an absolute value when ref=None.'
return None
if isinstance(more,dt.timedelta) and ref is None:
print 'more is type timedelta. Require an absolute value when ref=None.'
return None
# Tests
if ref is not None and [less,more]==[None,None]:
idx0 = npr.index_of_nearest(vec,ref)
idx1 = idx0
if less is not None and ref is None:
idx0 = npr.index_of_nearest(vec,less)
if more is not None and ref is None:
idx1 = npr.index_of_nearest(vec,more)
if ref is not None and less is not None:
if not isinstance(less,dt.timedelta):
td0 = dt.datetime.strptime('00','%S')
less = less-td0 # timedelta
idx0 = npr.index_of_nearest(vec,ref-less)
if ref is not None and more is not None:
if not isinstance(more,dt.timedelta):
td0 = dt.datetime.strptime('00','%S')
more = more-td0 # timedelta
idx1 = npr.index_of_nearest(vec,ref+more)
if idx0 > idx1:
tmp = idx0
idx0 = idx1
idx1 = tmp
return idx0,idx1
def values_to_indices_spatial(vec,
ref=None,
less=None,
more=None,
lessunit=None,
moreunit=None):
"""
Return min,max indices into a datetime vector.
The use of ref,less,more depends on the combination given.
If ref only min=max=index(ref)
If less only min=index(less), max=len(vec)-1
If more only min=0, max=index(more)
If ref and less min=index(ref-less), max=len(vec)-1
If ref and more min=0, max=index(ref+more)
If less and more min=index(less), max=index(more)
If ref,less,more min=index(ref-less), max=index(ref+more)
Units should be one of 'km', 'm'. Default is decimal degrees (same as vec).
"""
idx0 = 0
idx1 = len(vec) - 1
# Apply formats where required, raise exception on failure
# If ref is None then assume less and more are in vec units
if ref is not None:
less = apply_spatial_unit(less, lessunit)
more = apply_spatial_unit(more, moreunit)
# Sanity check
if ref is not None: ref = float(ref)
if less is not None: less = float(less)
if more is not None: more = float(more)
# Tests
if ref is not None and [less, more] == [None, None]:
idx0 = npr.index_of_nearest(vec, ref)
idx1 = idx0
if less is not None and ref is None:
idx0 = npr.index_of_nearest(vec, less)
if more is not None and ref is None:
idx1 = npr.index_of_nearest(vec, more)
if ref is not None and less is not None:
idx0 = npr.index_of_nearest(vec, ref - less)
if ref is not None and more is not None:
idx1 = npr.index_of_nearest(vec, ref + more)
if idx0 > idx1:
tmp = idx0
idx0 = idx1
idx1 = tmp
return idx0, idx1
def values_to_indices_spatial(vec,ref=None,less=None,more=None,
lessunit=None,moreunit=None):
"""
Return min,max indices into a datetime vector.
The use of ref,less,more depends on the combination given.
If ref only min=max=index(ref)
If less only min=index(less), max=len(vec)-1
If more only min=0, max=index(more)
If ref and less min=index(ref-less), max=len(vec)-1
If ref and more min=0, max=index(ref+more)
If less and more min=index(less), max=index(more)
If ref,less,more min=index(ref-less), max=index(ref+more)
Units should be one of 'km', 'm'. Default is decimal degrees (same as vec).
"""
idx0 = 0
idx1 = len(vec)-1
# Apply formats where required, raise exception on failure
# If ref is None then assume less and more are in vec units
if ref is not None:
less = apply_spatial_unit(less,lessunit)
more = apply_spatial_unit(more,moreunit)
# Sanity check
if ref is not None: ref = float(ref)
if less is not None: less = float(less)
if more is not None: more = float(more)
# Tests
if ref is not None and [less,more]==[None,None]:
idx0 = npr.index_of_nearest(vec,ref)
idx1 = idx0
if less is not None and ref is None:
idx0 = npr.index_of_nearest(vec,less)
if more is not None and ref is None:
idx1 = npr.index_of_nearest(vec,more)
if ref is not None and less is not None:
idx0 = npr.index_of_nearest(vec,ref-less)
if ref is not None and more is not None:
idx1 = npr.index_of_nearest(vec,ref+more)
if idx0 > idx1:
tmp = idx0
idx0 = idx1
idx1 = tmp
return idx0,idx1
def make_mask_old(tvec, yvec, xvec, roi):
"""
Return vectors of the size of tvec,yvec,xvec with Boolean values
for the elements that define the region of interest.
ROI, a dict, may include just about any combination of the following to
define the region of interest:
idx_ref_x, idx_ref_y, idx_ref_t
idx_less_x, idx_less_y, idx_less_t
idx_more_x, idx_more_y, idx_more_t
val_ref_x, val_ref_y, val_ref_t
val_less_x, val_less_y, val_less_t
val_more_x, val_more_y, val_more_t
unit_less_x, unit_less_y
unit_more_x, unit_more_y
fmt_ref_t, fmt_less_t, fmt_more_t
Where:
idx is an index into the respective vector.
val is a value in the respective vector.
unit relates to the more or less values, e.g. km instead of degrees
(possibly not fully implemented).
fmt relates to the val_*_t values for creating a datetime value.
Vals (and units) are converted to indices, so indices take preference.
If no roi parameters are given for a vector then all elements of the vector
are accepted into the roi.
If a ref is given then less and more are relative to ref, else less and
more are absolute.
"""
# Convert vals (and units) to idxs
clean = {}
for dim in ['t', 'y', 'x']:
vec = eval(dim + 'vec')
for rel in ['ref', 'less', 'more']:
idx = '_'.join(['idx', rel, dim])
val = '_'.join(['val', rel, dim])
unit = '_'.join(['unit', rel, dim])
if dim == 't': fmt = '_'.join(['fmt', rel, dim])
if idx in roi:
#clean[idx] = max(0,roi[idx])
#clean[idx] = min(clean[idx],len(vec)-1)
if roi[idx] < 0: clean[idx] = 0
elif roi[idx] >= len(vec): clean[idx] = len(vec) - 1
else: clean[idx] = roi[idx]
elif val in roi:
# handle units
if dim == 't':
# use datetime
try:
roi[val] = dt.datetime.strptime(roi[val], roi[fmt])
except ValueError as e:
print 'could not parse datetime:', roi[val], ':', roi[
fmt]
return None
else:
if unit not in roi: roi[unit] = 'deg'
if re.search('deg', roi[unit]): pass
elif roi[unit] == 'km': roi[val] = roi[val] * 0.01
elif roi[unit] == 'm': roi[val] = roi[val] * 0.01 / 1000
else:
print 'unknown spatial unit:', roi[unit]
return None
# handle ref vs more,less
idxref = '_'.join(['idx', 'ref', dim])
valref = '_'.join(['val', 'ref', dim])
if (rel == 'ref') or (idxref not in clean):
# ref and absolute less,more
clean[idx] = npr.index_of_nearest(vec, roi[val])
else:
if valref not in roi:
roi[valref] = vec[idxref]
if dim == 't':
# use timedelta
td0 = dt.datetime.strptime('00', '%S')
tdelta = roi[val] - td0 # timedelta object
if rel == 'less': roi[val] = roi[valref] - tdelta
if rel == 'more': roi[val] = roi[valref] + tdelta
else:
if rel == 'less': roi[val] = roi[valref] - roi[val]
if rel == 'more': roi[val] = roi[valref] + roi[val]
clean[idx] = npr.index_of_nearest(vec, roi[val])
def make_mask_old(tvec,yvec,xvec,roi):
"""
Return vectors of the size of tvec,yvec,xvec with Boolean values
for the elements that define the region of interest.
ROI, a dict, may include just about any combination of the following to
define the region of interest:
idx_ref_x, idx_ref_y, idx_ref_t
idx_less_x, idx_less_y, idx_less_t
idx_more_x, idx_more_y, idx_more_t
val_ref_x, val_ref_y, val_ref_t
val_less_x, val_less_y, val_less_t
val_more_x, val_more_y, val_more_t
unit_less_x, unit_less_y
unit_more_x, unit_more_y
fmt_ref_t, fmt_less_t, fmt_more_t
Where:
idx is an index into the respective vector.
val is a value in the respective vector.
unit relates to the more or less values, e.g. km instead of degrees
(possibly not fully implemented).
fmt relates to the val_*_t values for creating a datetime value.
Vals (and units) are converted to indices, so indices take preference.
If no roi parameters are given for a vector then all elements of the vector
are accepted into the roi.
If a ref is given then less and more are relative to ref, else less and
more are absolute.
"""
# Convert vals (and units) to idxs
clean = {}
for dim in ['t','y','x']:
vec = eval(dim+'vec')
for rel in ['ref','less','more']:
idx = '_'.join(['idx',rel,dim])
val = '_'.join(['val',rel,dim])
unit = '_'.join(['unit',rel,dim])
if dim == 't': fmt = '_'.join(['fmt',rel,dim])
if idx in roi:
#clean[idx] = max(0,roi[idx])
#clean[idx] = min(clean[idx],len(vec)-1)
if roi[idx] < 0: clean[idx] = 0
elif roi[idx] >= len(vec): clean[idx] = len(vec)-1
else: clean[idx] = roi[idx]
elif val in roi:
# handle units
if dim == 't':
# use datetime
try:
roi[val] = dt.datetime.strptime(roi[val],roi[fmt])
except ValueError as e:
print 'could not parse datetime:',roi[val],':',roi[fmt]
return None
else:
if unit not in roi: roi[unit] = 'deg'
if re.search('deg',roi[unit]): pass
elif roi[unit] == 'km': roi[val] = roi[val]*0.01
elif roi[unit] == 'm': roi[val] = roi[val]*0.01/1000
else:
print 'unknown spatial unit:',roi[unit]
return None
# handle ref vs more,less
idxref = '_'.join(['idx','ref',dim])
valref = '_'.join(['val','ref',dim])
if (rel == 'ref') or (idxref not in clean):
# ref and absolute less,more
clean[idx] = npr.index_of_nearest(vec,roi[val])
else:
if valref not in roi:
roi[valref] = vec[idxref]
if dim == 't':
# use timedelta
td0 = dt.datetime.strptime('00','%S')
tdelta = roi[val]-td0 # timedelta object
if rel=='less': roi[val] = roi[valref]-tdelta
if rel=='more': roi[val] = roi[valref]+tdelta
else:
if rel=='less': roi[val] = roi[valref]-roi[val]
if rel=='more': roi[val] = roi[valref]+roi[val]
clean[idx] = npr.index_of_nearest(vec,roi[val])