""" Read SAS7BDAT files Based on code written by Jared Hobbs: https://bitbucket.org/jaredhobbs/sas7bdat See also: https://github.com/BioStatMatt/sas7bdat Partial documentation of the file format: https://cran.r-project.org/package=sas7bdat/vignettes/sas7bdat.pdf Reference for binary data compression: http://collaboration.cmc.ec.gc.ca/science/rpn/biblio/ddj/Website/articles/CUJ/1992/9210/ross/ross.htm """ from collections import abc from datetime import datetime import struct import numpy as np from pandas.errors import EmptyDataError import pandas as pd from pandas.io.common import get_filepath_or_buffer from pandas.io.sas._sas import Parser import pandas.io.sas.sas_constants as const class _subheader_pointer: pass class _column: pass # SAS7BDAT represents a SAS data file in SAS7BDAT format. class SAS7BDATReader(abc.Iterator): """ Read SAS files in SAS7BDAT format. Parameters ---------- path_or_buf : path name or buffer Name of SAS file or file-like object pointing to SAS file contents. 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 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). chunksize : int, defaults to None Return SAS7BDATReader object for iterations, returns chunks with given number of lines. encoding : string, defaults to None String encoding. convert_text : bool, defaults to True If False, text variables are left as raw bytes. convert_header_text : bool, defaults to True If False, header text, including column names, are left as raw bytes. """ def __init__( self, path_or_buf, index=None, convert_dates=True, blank_missing=True, chunksize=None, encoding=None, convert_text=True, convert_header_text=True, ): self.index = index self.convert_dates = convert_dates self.blank_missing = blank_missing self.chunksize = chunksize self.encoding = encoding self.convert_text = convert_text self.convert_header_text = convert_header_text self.default_encoding = "latin-1" self.compression = "" self.column_names_strings = [] self.column_names = [] self.column_formats = [] self.columns = [] self._current_page_data_subheader_pointers = [] self._cached_page = None self._column_data_lengths = [] self._column_data_offsets = [] self._column_types = [] self._current_row_in_file_index = 0 self._current_row_on_page_index = 0 self._current_row_in_file_index = 0 self._path_or_buf, _, _, _ = get_filepath_or_buffer(path_or_buf) if isinstance(self._path_or_buf, str): self._path_or_buf = open(self._path_or_buf, "rb") self.handle = self._path_or_buf self._get_properties() self._parse_metadata() def column_data_lengths(self): """Return a numpy int64 array of the column data lengths""" return np.asarray(self._column_data_lengths, dtype=np.int64) def column_data_offsets(self): """Return a numpy int64 array of the column offsets""" return np.asarray(self._column_data_offsets, dtype=np.int64) def column_types(self): """Returns a numpy character array of the column types: s (string) or d (double)""" return np.asarray(self._column_types, dtype=np.dtype("S1")) def close(self): try: self.handle.close() except AttributeError: pass def _get_properties(self): # Check magic number self._path_or_buf.seek(0) self._cached_page = self._path_or_buf.read(288) if self._cached_page[0 : len(const.magic)] != const.magic: self.close() raise ValueError("magic number mismatch (not a SAS file?)") # Get alignment information align1, align2 = 0, 0 buf = self._read_bytes(const.align_1_offset, const.align_1_length) if buf == const.u64_byte_checker_value: align2 = const.align_2_value self.U64 = True self._int_length = 8 self._page_bit_offset = const.page_bit_offset_x64 self._subheader_pointer_length = const.subheader_pointer_length_x64 else: self.U64 = False self._page_bit_offset = const.page_bit_offset_x86 self._subheader_pointer_length = const.subheader_pointer_length_x86 self._int_length = 4 buf = self._read_bytes(const.align_2_offset, const.align_2_length) if buf == const.align_1_checker_value: align1 = const.align_2_value total_align = align1 + align2 # Get endianness information buf = self._read_bytes(const.endianness_offset, const.endianness_length) if buf == b"\x01": self.byte_order = "<" else: self.byte_order = ">" # Get encoding information buf = self._read_bytes(const.encoding_offset, const.encoding_length)[0] if buf in const.encoding_names: self.file_encoding = const.encoding_names[buf] else: self.file_encoding = f"unknown (code={buf})" # Get platform information buf = self._read_bytes(const.platform_offset, const.platform_length) if buf == b"1": self.platform = "unix" elif buf == b"2": self.platform = "windows" else: self.platform = "unknown" buf = self._read_bytes(const.dataset_offset, const.dataset_length) self.name = buf.rstrip(b"\x00 ") if self.convert_header_text: self.name = self.name.decode(self.encoding or self.default_encoding) buf = self._read_bytes(const.file_type_offset, const.file_type_length) self.file_type = buf.rstrip(b"\x00 ") if self.convert_header_text: self.file_type = self.file_type.decode( self.encoding or self.default_encoding ) # Timestamp is epoch 01/01/1960 epoch = datetime(1960, 1, 1) x = self._read_float( const.date_created_offset + align1, const.date_created_length ) self.date_created = epoch + pd.to_timedelta(x, unit="s") x = self._read_float( const.date_modified_offset + align1, const.date_modified_length ) self.date_modified = epoch + pd.to_timedelta(x, unit="s") self.header_length = self._read_int( const.header_size_offset + align1, const.header_size_length ) # Read the rest of the header into cached_page. buf = self._path_or_buf.read(self.header_length - 288) self._cached_page += buf if len(self._cached_page) != self.header_length: self.close() raise ValueError("The SAS7BDAT file appears to be truncated.") self._page_length = self._read_int( const.page_size_offset + align1, const.page_size_length ) self._page_count = self._read_int( const.page_count_offset + align1, const.page_count_length ) buf = self._read_bytes( const.sas_release_offset + total_align, const.sas_release_length ) self.sas_release = buf.rstrip(b"\x00 ") if self.convert_header_text: self.sas_release = self.sas_release.decode( self.encoding or self.default_encoding ) buf = self._read_bytes( const.sas_server_type_offset + total_align, const.sas_server_type_length ) self.server_type = buf.rstrip(b"\x00 ") if self.convert_header_text: self.server_type = self.server_type.decode( self.encoding or self.default_encoding ) buf = self._read_bytes( const.os_version_number_offset + total_align, const.os_version_number_length ) self.os_version = buf.rstrip(b"\x00 ") if self.convert_header_text: self.os_version = self.os_version.decode( self.encoding or self.default_encoding ) buf = self._read_bytes(const.os_name_offset + total_align, const.os_name_length) buf = buf.rstrip(b"\x00 ") if len(buf) > 0: self.os_name = buf.decode(self.encoding or self.default_encoding) else: buf = self._read_bytes( const.os_maker_offset + total_align, const.os_maker_length ) self.os_name = buf.rstrip(b"\x00 ") if self.convert_header_text: self.os_name = self.os_name.decode( self.encoding or self.default_encoding ) def __next__(self): da = self.read(nrows=self.chunksize or 1) if da is None: raise StopIteration return da # Read a single float of the given width (4 or 8). def _read_float(self, offset, width): if width not in (4, 8): self.close() raise ValueError("invalid float width") buf = self._read_bytes(offset, width) fd = "f" if width == 4 else "d" return struct.unpack(self.byte_order + fd, buf)[0] # Read a single signed integer of the given width (1, 2, 4 or 8). def _read_int(self, offset, width): if width not in (1, 2, 4, 8): self.close() raise ValueError("invalid int width") buf = self._read_bytes(offset, width) it = {1: "b", 2: "h", 4: "l", 8: "q"}[width] iv = struct.unpack(self.byte_order + it, buf)[0] return iv def _read_bytes(self, offset, length): if self._cached_page is None: self._path_or_buf.seek(offset) buf = self._path_or_buf.read(length) if len(buf) < length: self.close() msg = f"Unable to read {length:d} bytes from file position {offset:d}." raise ValueError(msg) return buf else: if offset + length > len(self._cached_page): self.close() raise ValueError("The cached page is too small.") return self._cached_page[offset : offset + length] def _parse_metadata(self): done = False while not done: self._cached_page = self._path_or_buf.read(self._page_length) if len(self._cached_page) <= 0: break if len(self._cached_page) != self._page_length: self.close() raise ValueError("Failed to read a meta data page from the SAS file.") done = self._process_page_meta() def _process_page_meta(self): self._read_page_header() pt = [const.page_meta_type, const.page_amd_type] + const.page_mix_types if self._current_page_type in pt: self._process_page_metadata() is_data_page = self._current_page_type & const.page_data_type is_mix_page = self._current_page_type in const.page_mix_types return ( is_data_page or is_mix_page or self._current_page_data_subheader_pointers != [] ) def _read_page_header(self): bit_offset = self._page_bit_offset tx = const.page_type_offset + bit_offset self._current_page_type = self._read_int(tx, const.page_type_length) tx = const.block_count_offset + bit_offset self._current_page_block_count = self._read_int(tx, const.block_count_length) tx = const.subheader_count_offset + bit_offset self._current_page_subheaders_count = self._read_int( tx, const.subheader_count_length ) def _process_page_metadata(self): bit_offset = self._page_bit_offset for i in range(self._current_page_subheaders_count): pointer = self._process_subheader_pointers( const.subheader_pointers_offset + bit_offset, i ) if pointer.length == 0: continue if pointer.compression == const.truncated_subheader_id: continue subheader_signature = self._read_subheader_signature(pointer.offset) subheader_index = self._get_subheader_index( subheader_signature, pointer.compression, pointer.ptype ) self._process_subheader(subheader_index, pointer) def _get_subheader_index(self, signature, compression, ptype): index = const.subheader_signature_to_index.get(signature) if index is None: f1 = (compression == const.compressed_subheader_id) or (compression == 0) f2 = ptype == const.compressed_subheader_type if (self.compression != "") and f1 and f2: index = const.SASIndex.data_subheader_index else: self.close() raise ValueError("Unknown subheader signature") return index def _process_subheader_pointers(self, offset, subheader_pointer_index): subheader_pointer_length = self._subheader_pointer_length total_offset = offset + subheader_pointer_length * subheader_pointer_index subheader_offset = self._read_int(total_offset, self._int_length) total_offset += self._int_length subheader_length = self._read_int(total_offset, self._int_length) total_offset += self._int_length subheader_compression = self._read_int(total_offset, 1) total_offset += 1 subheader_type = self._read_int(total_offset, 1) x = _subheader_pointer() x.offset = subheader_offset x.length = subheader_length x.compression = subheader_compression x.ptype = subheader_type return x def _read_subheader_signature(self, offset): subheader_signature = self._read_bytes(offset, self._int_length) return subheader_signature def _process_subheader(self, subheader_index, pointer): offset = pointer.offset length = pointer.length if subheader_index == const.SASIndex.row_size_index: processor = self._process_rowsize_subheader elif subheader_index == const.SASIndex.column_size_index: processor = self._process_columnsize_subheader elif subheader_index == const.SASIndex.column_text_index: processor = self._process_columntext_subheader elif subheader_index == const.SASIndex.column_name_index: processor = self._process_columnname_subheader elif subheader_index == const.SASIndex.column_attributes_index: processor = self._process_columnattributes_subheader elif subheader_index == const.SASIndex.format_and_label_index: processor = self._process_format_subheader elif subheader_index == const.SASIndex.column_list_index: processor = self._process_columnlist_subheader elif subheader_index == const.SASIndex.subheader_counts_index: processor = self._process_subheader_counts elif subheader_index == const.SASIndex.data_subheader_index: self._current_page_data_subheader_pointers.append(pointer) return else: raise ValueError("unknown subheader index") processor(offset, length) def _process_rowsize_subheader(self, offset, length): int_len = self._int_length lcs_offset = offset lcp_offset = offset if self.U64: lcs_offset += 682 lcp_offset += 706 else: lcs_offset += 354 lcp_offset += 378 self.row_length = self._read_int( offset + const.row_length_offset_multiplier * int_len, int_len ) self.row_count = self._read_int( offset + const.row_count_offset_multiplier * int_len, int_len ) self.col_count_p1 = self._read_int( offset + const.col_count_p1_multiplier * int_len, int_len ) self.col_count_p2 = self._read_int( offset + const.col_count_p2_multiplier * int_len, int_len ) mx = const.row_count_on_mix_page_offset_multiplier * int_len self._mix_page_row_count = self._read_int(offset + mx, int_len) self._lcs = self._read_int(lcs_offset, 2) self._lcp = self._read_int(lcp_offset, 2) def _process_columnsize_subheader(self, offset, length): int_len = self._int_length offset += int_len self.column_count = self._read_int(offset, int_len) if self.col_count_p1 + self.col_count_p2 != self.column_count: print( f"Warning: column count mismatch ({self.col_count_p1} + " f"{self.col_count_p2} != " f"{self.column_count})\n" ) # Unknown purpose def _process_subheader_counts(self, offset, length): pass def _process_columntext_subheader(self, offset, length): offset += self._int_length text_block_size = self._read_int(offset, const.text_block_size_length) buf = self._read_bytes(offset, text_block_size) cname_raw = buf[0:text_block_size].rstrip(b"\x00 ") cname = cname_raw if self.convert_header_text: cname = cname.decode(self.encoding or self.default_encoding) self.column_names_strings.append(cname) if len(self.column_names_strings) == 1: compression_literal = "" for cl in const.compression_literals: if cl in cname_raw: compression_literal = cl self.compression = compression_literal offset -= self._int_length offset1 = offset + 16 if self.U64: offset1 += 4 buf = self._read_bytes(offset1, self._lcp) compression_literal = buf.rstrip(b"\x00") if compression_literal == "": self._lcs = 0 offset1 = offset + 32 if self.U64: offset1 += 4 buf = self._read_bytes(offset1, self._lcp) self.creator_proc = buf[0 : self._lcp] elif compression_literal == const.rle_compression: offset1 = offset + 40 if self.U64: offset1 += 4 buf = self._read_bytes(offset1, self._lcp) self.creator_proc = buf[0 : self._lcp] elif self._lcs > 0: self._lcp = 0 offset1 = offset + 16 if self.U64: offset1 += 4 buf = self._read_bytes(offset1, self._lcs) self.creator_proc = buf[0 : self._lcp] if self.convert_header_text: if hasattr(self, "creator_proc"): self.creator_proc = self.creator_proc.decode( self.encoding or self.default_encoding ) def _process_columnname_subheader(self, offset, length): int_len = self._int_length offset += int_len column_name_pointers_count = (length - 2 * int_len - 12) // 8 for i in range(column_name_pointers_count): text_subheader = ( offset + const.column_name_pointer_length * (i + 1) + const.column_name_text_subheader_offset ) col_name_offset = ( offset + const.column_name_pointer_length * (i + 1) + const.column_name_offset_offset ) col_name_length = ( offset + const.column_name_pointer_length * (i + 1) + const.column_name_length_offset ) idx = self._read_int( text_subheader, const.column_name_text_subheader_length ) col_offset = self._read_int( col_name_offset, const.column_name_offset_length ) col_len = self._read_int(col_name_length, const.column_name_length_length) name_str = self.column_names_strings[idx] self.column_names.append(name_str[col_offset : col_offset + col_len]) def _process_columnattributes_subheader(self, offset, length): int_len = self._int_length column_attributes_vectors_count = (length - 2 * int_len - 12) // (int_len + 8) for i in range(column_attributes_vectors_count): col_data_offset = ( offset + int_len + const.column_data_offset_offset + i * (int_len + 8) ) col_data_len = ( offset + 2 * int_len + const.column_data_length_offset + i * (int_len + 8) ) col_types = ( offset + 2 * int_len + const.column_type_offset + i * (int_len + 8) ) x = self._read_int(col_data_offset, int_len) self._column_data_offsets.append(x) x = self._read_int(col_data_len, const.column_data_length_length) self._column_data_lengths.append(x) x = self._read_int(col_types, const.column_type_length) self._column_types.append(b"d" if x == 1 else b"s") def _process_columnlist_subheader(self, offset, length): # unknown purpose pass def _process_format_subheader(self, offset, length): int_len = self._int_length text_subheader_format = ( offset + const.column_format_text_subheader_index_offset + 3 * int_len ) col_format_offset = offset + const.column_format_offset_offset + 3 * int_len col_format_len = offset + const.column_format_length_offset + 3 * int_len text_subheader_label = ( offset + const.column_label_text_subheader_index_offset + 3 * int_len ) col_label_offset = offset + const.column_label_offset_offset + 3 * int_len col_label_len = offset + const.column_label_length_offset + 3 * int_len x = self._read_int( text_subheader_format, const.column_format_text_subheader_index_length ) format_idx = min(x, len(self.column_names_strings) - 1) format_start = self._read_int( col_format_offset, const.column_format_offset_length ) format_len = self._read_int(col_format_len, const.column_format_length_length) label_idx = self._read_int( text_subheader_label, const.column_label_text_subheader_index_length ) label_idx = min(label_idx, len(self.column_names_strings) - 1) label_start = self._read_int(col_label_offset, const.column_label_offset_length) label_len = self._read_int(col_label_len, const.column_label_length_length) label_names = self.column_names_strings[label_idx] column_label = label_names[label_start : label_start + label_len] format_names = self.column_names_strings[format_idx] column_format = format_names[format_start : format_start + format_len] current_column_number = len(self.columns) col = _column() col.col_id = current_column_number col.name = self.column_names[current_column_number] col.label = column_label col.format = column_format col.ctype = self._column_types[current_column_number] col.length = self._column_data_lengths[current_column_number] self.column_formats.append(column_format) self.columns.append(col) def read(self, nrows=None): if (nrows is None) and (self.chunksize is not None): nrows = self.chunksize elif nrows is None: nrows = self.row_count if len(self._column_types) == 0: self.close() raise EmptyDataError("No columns to parse from file") if self._current_row_in_file_index >= self.row_count: return None m = self.row_count - self._current_row_in_file_index if nrows > m: nrows = m nd = self._column_types.count(b"d") ns = self._column_types.count(b"s") self._string_chunk = np.empty((ns, nrows), dtype=np.object) self._byte_chunk = np.zeros((nd, 8 * nrows), dtype=np.uint8) self._current_row_in_chunk_index = 0 p = Parser(self) p.read(nrows) rslt = self._chunk_to_dataframe() if self.index is not None: rslt = rslt.set_index(self.index) return rslt def _read_next_page(self): self._current_page_data_subheader_pointers = [] self._cached_page = self._path_or_buf.read(self._page_length) if len(self._cached_page) <= 0: return True elif len(self._cached_page) != self._page_length: self.close() msg = ( "failed to read complete page from file (read " f"{len(self._cached_page):d} of " f"{self._page_length:d} bytes)" ) raise ValueError(msg) self._read_page_header() page_type = self._current_page_type if page_type == const.page_meta_type: self._process_page_metadata() is_data_page = page_type & const.page_data_type pt = [const.page_meta_type] + const.page_mix_types if not is_data_page and self._current_page_type not in pt: return self._read_next_page() return False def _chunk_to_dataframe(self): n = self._current_row_in_chunk_index m = self._current_row_in_file_index ix = range(m - n, m) rslt = pd.DataFrame(index=ix) js, jb = 0, 0 for j in range(self.column_count): name = self.column_names[j] if self._column_types[j] == b"d": 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: 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, :] if self.convert_text and (self.encoding is not None): rslt[name] = rslt[name].str.decode( self.encoding or self.default_encoding ) if self.blank_missing: ii = rslt[name].str.len() == 0 rslt.loc[ii, name] = np.nan js += 1 else: self.close() raise ValueError(f"unknown column type {self._column_types[j]}") return rslt