def make_sparse(arr, kind='block', fill_value=nan):
"""
Convert ndarray to sparse format
Parameters
----------
arr : ndarray
kind : {'block', 'integer'}
fill_value : NaN or another value
Returns
-------
(sparse_values, index) : (ndarray, SparseIndex)
"""
arr = np.asarray(arr)
length = len(arr)
if np.isnan(fill_value):
mask = -np.isnan(arr)
else:
mask = arr != fill_value
indices = np.arange(length, dtype=np.int32)[mask]
if kind == 'block':
locs, lens = splib.get_blocks(indices)
index = BlockIndex(length, locs, lens)
elif kind == 'integer':
index = IntIndex(length, indices)
else: # pragma: no cover
raise ValueError('must be block or integer type')
sparsified_values = arr[mask]
return sparsified_values, index
def make_sparse(arr, kind='block', fill_value=nan):
"""
Convert ndarray to sparse format
Parameters
----------
arr : ndarray
kind : {'block', 'integer'}
fill_value : NaN or another value
Returns
-------
(sparse_values, index) : (ndarray, SparseIndex)
"""
arr = np.asarray(arr)
length = len(arr)
if np.isnan(fill_value):
mask = -np.isnan(arr)
else:
mask = arr != fill_value
indices = np.arange(length, dtype=np.int32)[mask]
if kind == 'block':
locs, lens = splib.get_blocks(indices)
index = BlockIndex(length, locs, lens)
elif kind == 'integer':
index = IntIndex(length, indices)
else: # pragma: no cover
raise ValueError('must be block or integer type')
sparsified_values = arr[mask]
return sparsified_values, index
def _make_index(length, indices, kind):
if kind == 'block' or isinstance(kind, BlockIndex):
locs, lens = splib.get_blocks(indices)
index = BlockIndex(length, locs, lens)
elif kind == 'integer' or isinstance(kind, IntIndex):
index = IntIndex(length, indices)
else: # pragma: no cover
raise ValueError('must be block or integer type')
return index
def _make_index(length, indices, kind):
if kind == 'block' or isinstance(kind, BlockIndex):
locs, lens = splib.get_blocks(indices)
index = BlockIndex(length, locs, lens)
elif kind == 'integer' or isinstance(kind, IntIndex):
index = IntIndex(length, indices)
else: # pragma: no cover
raise ValueError('must be block or integer type')
return index