diff --git a/doc/source/whatsnew/v0.21.0.txt b/doc/source/whatsnew/v0.21.0.txt
index 85685ed7b430d..4f55c6388c728 100644
--- a/doc/source/whatsnew/v0.21.0.txt
+++ b/doc/source/whatsnew/v0.21.0.txt
@@ -127,6 +127,7 @@ Other Enhancements
- Integration with `Apache Parquet `__, including a new top-level :func:`read_parquet` and :func:`DataFrame.to_parquet` method, see :ref:`here `.
- :func:`DataFrame.add_prefix` and :func:`DataFrame.add_suffix` now accept strings containing the '%' character. (:issue:`17151`)
- `read_*` methods can now infer compression from non-string paths, such as ``pathlib.Path`` objects (:issue:`17206`).
+- :func:`pd.read_sas()` now recognizes much more of the most frequently used date (datetime) formats in SAS7BDAT files (:issue:`15871`).
.. _whatsnew_0210.api_breaking:
diff --git a/pandas/io/sas/sas7bdat.py b/pandas/io/sas/sas7bdat.py
index 20b0cf85e95b7..2b3a91e2062b1 100644
--- a/pandas/io/sas/sas7bdat.py
+++ b/pandas/io/sas/sas7bdat.py
@@ -44,8 +44,8 @@ class SAS7BDATReader(BaseIterator):
index : column identifier, defaults to None
Column to use as index.
convert_dates : boolean, defaults to True
- Attempt to convert dates to Pandas datetime values. Note all
- SAS date formats are supported.
+ Attempt to convert dates to Pandas datetime values. Note that
+ some rarely used SAS date formats may be unsupported.
blank_missing : boolean, defaults to True
Convert empty strings to missing values (SAS uses blanks to
indicate missing character variables).
@@ -655,9 +655,15 @@ def _chunk_to_dataframe(self):
rslt[name] = self._byte_chunk[jb, :].view(
dtype=self.byte_order + 'd')
rslt[name] = np.asarray(rslt[name], dtype=np.float64)
- if self.convert_dates and (self.column_formats[j] == "MMDDYY"):
- epoch = pd.datetime(1960, 1, 1)
- rslt[name] = epoch + pd.to_timedelta(rslt[name], unit='d')
+ if self.convert_dates:
+ unit = None
+ if self.column_formats[j] in const.sas_date_formats:
+ unit = 'd'
+ elif self.column_formats[j] in const.sas_datetime_formats:
+ unit = 's'
+ if unit:
+ rslt[name] = pd.to_datetime(rslt[name], unit=unit,
+ origin="1960-01-01")
jb += 1
elif self.column_types[j] == b's':
rslt[name] = self._string_chunk[js, :]
diff --git a/pandas/io/sas/sas_constants.py b/pandas/io/sas/sas_constants.py
index 65ae1e9102cb2..c4b3588164305 100644
--- a/pandas/io/sas/sas_constants.py
+++ b/pandas/io/sas/sas_constants.py
@@ -145,3 +145,27 @@ class index:
b"\xFF\xFF\xFF\xFE": index.columnListIndex,
b"\xFE\xFF\xFF\xFF\xFF\xFF\xFF\xFF": index.columnListIndex,
b"\xFF\xFF\xFF\xFF\xFF\xFF\xFF\xFE": index.columnListIndex}
+
+
+# List of frequently used SAS date and datetime formats
+# http://support.sas.com/documentation/cdl/en/etsug/60372/HTML/default/viewer.htm#etsug_intervals_sect009.htm
+# https://github.com/epam/parso/blob/master/src/main/java/com/epam/parso/impl/SasFileConstants.java
+sas_date_formats = ("DATE", "DAY", "DDMMYY", "DOWNAME", "JULDAY", "JULIAN",
+ "MMDDYY", "MMYY", "MMYYC", "MMYYD", "MMYYP", "MMYYS",
+ "MMYYN", "MONNAME", "MONTH", "MONYY", "QTR", "QTRR",
+ "NENGO", "WEEKDATE", "WEEKDATX", "WEEKDAY", "WEEKV",
+ "WORDDATE", "WORDDATX", "YEAR", "YYMM", "YYMMC", "YYMMD",
+ "YYMMP", "YYMMS", "YYMMN", "YYMON", "YYMMDD", "YYQ",
+ "YYQC", "YYQD", "YYQP", "YYQS", "YYQN", "YYQR", "YYQRC",
+ "YYQRD", "YYQRP", "YYQRS", "YYQRN",
+ "YYMMDDP", "YYMMDDC", "E8601DA", "YYMMDDN", "MMDDYYC",
+ "MMDDYYS", "MMDDYYD", "YYMMDDS", "B8601DA", "DDMMYYN",
+ "YYMMDDD", "DDMMYYB", "DDMMYYP", "MMDDYYP", "YYMMDDB",
+ "MMDDYYN", "DDMMYYC", "DDMMYYD", "DDMMYYS",
+ "MINGUO")
+
+sas_datetime_formats = ("DATETIME", "DTWKDATX",
+ "B8601DN", "B8601DT", "B8601DX", "B8601DZ", "B8601LX",
+ "E8601DN", "E8601DT", "E8601DX", "E8601DZ", "E8601LX",
+ "DATEAMPM", "DTDATE", "DTMONYY", "DTMONYY", "DTWKDATX",
+ "DTYEAR", "TOD", "MDYAMPM")
diff --git a/pandas/tests/io/sas/data/datetime.csv b/pandas/tests/io/sas/data/datetime.csv
new file mode 100644
index 0000000000000..6126f6d04eaf0
--- /dev/null
+++ b/pandas/tests/io/sas/data/datetime.csv
@@ -0,0 +1,5 @@
+Date1,Date2,DateTime,DateTimeHi,Taiw
+1677-09-22,1677-09-22,1677-09-21 00:12:44,1677-09-21 00:12:43.145226,1912-01-01
+1960-01-01,1960-01-01,1960-01-01 00:00:00,1960-01-01 00:00:00.000000,1960-01-01
+2016-02-29,2016-02-29,2016-02-29 23:59:59,2016-02-29 23:59:59.123456,2016-02-29
+2262-04-11,2262-04-11,2262-04-11 23:47:16,2262-04-11 23:47:16.854774,2262-04-11
diff --git a/pandas/tests/io/sas/data/datetime.sas7bdat b/pandas/tests/io/sas/data/datetime.sas7bdat
new file mode 100644
index 0000000000000..6469dbf29f8ee
Binary files /dev/null and b/pandas/tests/io/sas/data/datetime.sas7bdat differ
diff --git a/pandas/tests/io/sas/data/productsales.csv b/pandas/tests/io/sas/data/productsales.csv
index fea9b68912297..1f6a4424e1a97 100644
--- a/pandas/tests/io/sas/data/productsales.csv
+++ b/pandas/tests/io/sas/data/productsales.csv
@@ -1,1441 +1,1441 @@
ACTUAL,PREDICT,COUNTRY,REGION,DIVISION,PRODTYPE,PRODUCT,QUARTER,YEAR,MONTH
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+573,581,U.S.A.,WEST,CONSUMER,OFFICE,DESK,4,1994,1994-12-01
diff --git a/pandas/tests/io/sas/test_sas7bdat.py b/pandas/tests/io/sas/test_sas7bdat.py
index 730bf94cb2987..c3fb85811ca2a 100644
--- a/pandas/tests/io/sas/test_sas7bdat.py
+++ b/pandas/tests/io/sas/test_sas7bdat.py
@@ -139,8 +139,8 @@ def test_productsales():
fname = os.path.join(dirpath, "productsales.sas7bdat")
df = pd.read_sas(fname, encoding='utf-8')
fname = os.path.join(dirpath, "productsales.csv")
- df0 = pd.read_csv(fname)
- vn = ["ACTUAL", "PREDICT", "QUARTER", "YEAR", "MONTH"]
+ df0 = pd.read_csv(fname, parse_dates=['MONTH'])
+ vn = ["ACTUAL", "PREDICT", "QUARTER", "YEAR"]
df0[vn] = df0[vn].astype(np.float64)
tm.assert_frame_equal(df, df0)
@@ -163,3 +163,14 @@ def test_airline():
df0 = pd.read_csv(fname)
df0 = df0.astype(np.float64)
tm.assert_frame_equal(df, df0, check_exact=False)
+
+
+def test_date_time():
+ # Support of different SAS date/datetime formats (PR #15871)
+ dirpath = tm.get_data_path()
+ fname = os.path.join(dirpath, "datetime.sas7bdat")
+ df = pd.read_sas(fname)
+ fname = os.path.join(dirpath, "datetime.csv")
+ df0 = pd.read_csv(fname, parse_dates=['Date1', 'Date2', 'DateTime',
+ 'DateTimeHi', 'Taiw'])
+ tm.assert_frame_equal(df, df0)