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adding dshape parameter to CSV #476
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Original file line number | Diff line number | Diff line change |
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@@ -18,7 +18,7 @@ | |
import datashape | ||
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from datashape import discover, Record, Option | ||
from datashape.predicates import isrecord | ||
from datashape.predicates import isrecord, isdimension | ||
from datashape.dispatch import dispatch | ||
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from ..compatibility import unicode, PY2 | ||
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@@ -140,18 +140,25 @@ class CSV(object): | |
If the csv file has a header or not | ||
encoding : str (default utf-8) | ||
File encoding | ||
dshape: datashape or string representation | ||
used specified datashape | ||
kwargs : other... | ||
Various choices about dialect | ||
""" | ||
canonical_extension = 'csv' | ||
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def __init__(self, path, has_header=None, encoding='utf-8', | ||
sniff_nbytes=10000, **kwargs): | ||
sniff_nbytes=10000, dshape=None, **kwargs): | ||
self.path = path | ||
self._has_header = has_header | ||
self.encoding = encoding or 'utf-8' | ||
self._kwargs = kwargs | ||
self._sniff_nbytes = sniff_nbytes | ||
if dshape: | ||
if isinstance(dshape, (str, unicode)): | ||
dshape = datashape.dshape(dshape) | ||
dshape = None if isdimension(dshape.subshape[0][0]) else dshape | ||
self._dshape = dshape | ||
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def _sniff_dialect(self, path): | ||
kwargs = self._kwargs | ||
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@@ -330,6 +337,9 @@ def _(): | |
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@discover.register(CSV) | ||
def discover_csv(c, nrows=1000, **kwargs): | ||
if c._dshape: | ||
return c._dshape | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Perhaps we could add an |
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df = csv_to_dataframe(c, nrows=nrows, **kwargs) | ||
df = coerce_datetimes(df) | ||
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@@ -398,6 +398,13 @@ def test_discover_with_dotted_names(): | |
assert dshape == datashape.dshape('var * {"a.b": int64, "c.d": int64}') | ||
assert dshape.measure.names == [u'a.b', u'c.d'] | ||
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def test_discover_csv_with_fixed_dshape(): | ||
with filetext('name,val\nAlice,1\nBob,2') as fn: | ||
ds = datashape.dshape('var * {name: string, val: float64}') | ||
csv = CSV(fn, dshape=ds) | ||
ds1 = discover(csv) | ||
assert ds1 == ds | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. We should add a test that verifies that the passed-in datashape overrides the datashape when it isn't passed in. Perhaps a CSV file like:
And an overridden dshape like |
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try: | ||
unichr | ||
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@@ -202,8 +202,8 @@ def test_sql_to_csv(sql, csv): | |
csv = odo(sql, fn) | ||
assert odo(csv, list) == data | ||
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# explicitly test that we do NOT preserve the header here | ||
assert discover(csv).measure.names != discover(sql).measure.names | ||
# explicitly test that we do NOT preserve the header here ??? | ||
#assert discover(csv).measure.name != discover(sql).measure.name | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Is there a reason the header should NOT be preserved? Or was it just not preserved before because we kept rediscovering the datashape? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Why was this commented out? |
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def test_sql_select_to_csv(sql, csv): | ||
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Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
What is this logic for? Don't you want to test if
isrecord(dshape)
and raise an exception ifFalse
?If an invalid dshape is passed in we should raise an exception, not silently swallow it...