whylogs.core.view.dataset_profile_view#

Module Contents#

Classes#

SummaryType

str(object='') -> str

DatasetProfileView

A Writable is an object that contains data to write to a file or files.

Attributes#

WHYLOGS_MAGIC_HEADER

WHYLOGS_MAGIC_HEADER_LEN

WHYLOGS_MAGIC_HEADER_BYTES

logger

whylogs.core.view.dataset_profile_view.WHYLOGS_MAGIC_HEADER = 'WHY1'#
whylogs.core.view.dataset_profile_view.WHYLOGS_MAGIC_HEADER_LEN = 4#
whylogs.core.view.dataset_profile_view.WHYLOGS_MAGIC_HEADER_BYTES#
whylogs.core.view.dataset_profile_view.logger#
class whylogs.core.view.dataset_profile_view.SummaryType#

Bases: str, enum.Enum

str(object=’’) -> str str(bytes_or_buffer[, encoding[, errors]]) -> str

Create a new string object from the given object. If encoding or errors is specified, then the object must expose a data buffer that will be decoded using the given encoding and error handler. Otherwise, returns the result of object.__str__() (if defined) or repr(object). encoding defaults to sys.getdefaultencoding(). errors defaults to ‘strict’.

COLUMN = 'COLUMN'#
DATASET = 'DATASET'#
capitalize()#

Return a capitalized version of the string.

More specifically, make the first character have upper case and the rest lower case.

casefold()#

Return a version of the string suitable for caseless comparisons.

center()#

Return a centered string of length width.

Padding is done using the specified fill character (default is a space).

count()#

S.count(sub[, start[, end]]) -> int

Return the number of non-overlapping occurrences of substring sub in string S[start:end]. Optional arguments start and end are interpreted as in slice notation.

encode()#

Encode the string using the codec registered for encoding.

encoding

The encoding in which to encode the string.

errors

The error handling scheme to use for encoding errors. The default is ‘strict’ meaning that encoding errors raise a UnicodeEncodeError. Other possible values are ‘ignore’, ‘replace’ and ‘xmlcharrefreplace’ as well as any other name registered with codecs.register_error that can handle UnicodeEncodeErrors.

endswith()#

S.endswith(suffix[, start[, end]]) -> bool

Return True if S ends with the specified suffix, False otherwise. With optional start, test S beginning at that position. With optional end, stop comparing S at that position. suffix can also be a tuple of strings to try.

expandtabs()#

Return a copy where all tab characters are expanded using spaces.

If tabsize is not given, a tab size of 8 characters is assumed.

find()#

S.find(sub[, start[, end]]) -> int

Return the lowest index in S where substring sub is found, such that sub is contained within S[start:end]. Optional arguments start and end are interpreted as in slice notation.

Return -1 on failure.

format()#

S.format(*args, **kwargs) -> str

Return a formatted version of S, using substitutions from args and kwargs. The substitutions are identified by braces (‘{’ and ‘}’).

format_map()#

S.format_map(mapping) -> str

Return a formatted version of S, using substitutions from mapping. The substitutions are identified by braces (‘{’ and ‘}’).

index()#

S.index(sub[, start[, end]]) -> int

Return the lowest index in S where substring sub is found, such that sub is contained within S[start:end]. Optional arguments start and end are interpreted as in slice notation.

Raises ValueError when the substring is not found.

isalnum()#

Return True if the string is an alpha-numeric string, False otherwise.

A string is alpha-numeric if all characters in the string are alpha-numeric and there is at least one character in the string.

isalpha()#

Return True if the string is an alphabetic string, False otherwise.

A string is alphabetic if all characters in the string are alphabetic and there is at least one character in the string.

isascii()#

Return True if all characters in the string are ASCII, False otherwise.

ASCII characters have code points in the range U+0000-U+007F. Empty string is ASCII too.

isdecimal()#

Return True if the string is a decimal string, False otherwise.

A string is a decimal string if all characters in the string are decimal and there is at least one character in the string.

isdigit()#

Return True if the string is a digit string, False otherwise.

A string is a digit string if all characters in the string are digits and there is at least one character in the string.

isidentifier()#

Return True if the string is a valid Python identifier, False otherwise.

Call keyword.iskeyword(s) to test whether string s is a reserved identifier, such as “def” or “class”.

islower()#

Return True if the string is a lowercase string, False otherwise.

A string is lowercase if all cased characters in the string are lowercase and there is at least one cased character in the string.

isnumeric()#

Return True if the string is a numeric string, False otherwise.

A string is numeric if all characters in the string are numeric and there is at least one character in the string.

isprintable()#

Return True if the string is printable, False otherwise.

A string is printable if all of its characters are considered printable in repr() or if it is empty.

isspace()#

Return True if the string is a whitespace string, False otherwise.

A string is whitespace if all characters in the string are whitespace and there is at least one character in the string.

istitle()#

Return True if the string is a title-cased string, False otherwise.

In a title-cased string, upper- and title-case characters may only follow uncased characters and lowercase characters only cased ones.

isupper()#

Return True if the string is an uppercase string, False otherwise.

A string is uppercase if all cased characters in the string are uppercase and there is at least one cased character in the string.

join()#

Concatenate any number of strings.

The string whose method is called is inserted in between each given string. The result is returned as a new string.

Example: ‘.’.join([‘ab’, ‘pq’, ‘rs’]) -> ‘ab.pq.rs’

ljust()#

Return a left-justified string of length width.

Padding is done using the specified fill character (default is a space).

lower()#

Return a copy of the string converted to lowercase.

lstrip()#

Return a copy of the string with leading whitespace removed.

If chars is given and not None, remove characters in chars instead.

partition()#

Partition the string into three parts using the given separator.

This will search for the separator in the string. If the separator is found, returns a 3-tuple containing the part before the separator, the separator itself, and the part after it.

If the separator is not found, returns a 3-tuple containing the original string and two empty strings.

removeprefix()#

Return a str with the given prefix string removed if present.

If the string starts with the prefix string, return string[len(prefix):]. Otherwise, return a copy of the original string.

removesuffix()#

Return a str with the given suffix string removed if present.

If the string ends with the suffix string and that suffix is not empty, return string[:-len(suffix)]. Otherwise, return a copy of the original string.

replace()#

Return a copy with all occurrences of substring old replaced by new.

count

Maximum number of occurrences to replace. -1 (the default value) means replace all occurrences.

If the optional argument count is given, only the first count occurrences are replaced.

rfind()#

S.rfind(sub[, start[, end]]) -> int

Return the highest index in S where substring sub is found, such that sub is contained within S[start:end]. Optional arguments start and end are interpreted as in slice notation.

Return -1 on failure.

rindex()#

S.rindex(sub[, start[, end]]) -> int

Return the highest index in S where substring sub is found, such that sub is contained within S[start:end]. Optional arguments start and end are interpreted as in slice notation.

Raises ValueError when the substring is not found.

rjust()#

Return a right-justified string of length width.

Padding is done using the specified fill character (default is a space).

rpartition()#

Partition the string into three parts using the given separator.

This will search for the separator in the string, starting at the end. If the separator is found, returns a 3-tuple containing the part before the separator, the separator itself, and the part after it.

If the separator is not found, returns a 3-tuple containing two empty strings and the original string.

rsplit()#

Return a list of the words in the string, using sep as the delimiter string.

sep

The delimiter according which to split the string. None (the default value) means split according to any whitespace, and discard empty strings from the result.

maxsplit

Maximum number of splits to do. -1 (the default value) means no limit.

Splits are done starting at the end of the string and working to the front.

rstrip()#

Return a copy of the string with trailing whitespace removed.

If chars is given and not None, remove characters in chars instead.

split()#

Return a list of the words in the string, using sep as the delimiter string.

sep

The delimiter according which to split the string. None (the default value) means split according to any whitespace, and discard empty strings from the result.

maxsplit

Maximum number of splits to do. -1 (the default value) means no limit.

splitlines()#

Return a list of the lines in the string, breaking at line boundaries.

Line breaks are not included in the resulting list unless keepends is given and true.

startswith()#

S.startswith(prefix[, start[, end]]) -> bool

Return True if S starts with the specified prefix, False otherwise. With optional start, test S beginning at that position. With optional end, stop comparing S at that position. prefix can also be a tuple of strings to try.

strip()#

Return a copy of the string with leading and trailing whitespace removed.

If chars is given and not None, remove characters in chars instead.

swapcase()#

Convert uppercase characters to lowercase and lowercase characters to uppercase.

title()#

Return a version of the string where each word is titlecased.

More specifically, words start with uppercased characters and all remaining cased characters have lower case.

translate()#

Replace each character in the string using the given translation table.

table

Translation table, which must be a mapping of Unicode ordinals to Unicode ordinals, strings, or None.

The table must implement lookup/indexing via __getitem__, for instance a dictionary or list. If this operation raises LookupError, the character is left untouched. Characters mapped to None are deleted.

upper()#

Return a copy of the string converted to uppercase.

zfill()#

Pad a numeric string with zeros on the left, to fill a field of the given width.

The string is never truncated.

name()#

The name of the Enum member.

value()#

The value of the Enum member.

class whylogs.core.view.dataset_profile_view.DatasetProfileView(*, columns: Dict[str, whylogs.core.view.column_profile_view.ColumnProfileView], dataset_timestamp: Optional[datetime.datetime], creation_timestamp: Optional[datetime.datetime], metrics: Optional[Dict[str, Any]] = None, metadata: Optional[Dict[str, str]] = None)#

Bases: whylogs.api.writer.writer._Writable

A Writable is an object that contains data to write to a file or files. These might be temporary files intended to be passed on to another consumer (e.g., WhyLabs servers) via a Writer.

Parameters
property dataset_timestamp: Optional[datetime.datetime]#
Return type

Optional[datetime.datetime]

property creation_timestamp: Optional[datetime.datetime]#
Return type

Optional[datetime.datetime]

property metadata: Dict[str, str]#
Return type

Dict[str, str]

property model_performance_metrics: Any#
Return type

Any

set_dataset_timestamp(dataset_timestamp: datetime.datetime) → None#
Parameters

dataset_timestamp (datetime.datetime) –

Return type

None

add_model_performance_metrics(metric: Any) → None#
Parameters

metric (Any) –

Return type

None

merge(other: DatasetProfileView) → DatasetProfileView#
Parameters

other (DatasetProfileView) –

Return type

DatasetProfileView

get_column(col_name: str) → Optional[whylogs.core.view.column_profile_view.ColumnProfileView]#
Parameters

col_name (str) –

Return type

Optional[whylogs.core.view.column_profile_view.ColumnProfileView]

get_columns(col_names: Optional[List[str]] = None) → Dict[str, whylogs.core.view.column_profile_view.ColumnProfileView]#
Parameters

col_names (Optional[List[str]]) –

Return type

Dict[str, whylogs.core.view.column_profile_view.ColumnProfileView]

write(path: Optional[str] = None, **kwargs: Any) → Tuple[bool, str]#
Parameters

  • path (Optional[str]) –

  • kwargs (Any) –

Return type

Tuple[bool, str]

serialize() → bytes#
Return type

bytes

classmethod zero() → DatasetProfileView#
Return type

DatasetProfileView

classmethod deserialize(data: bytes) → DatasetProfileView#
Parameters

data (bytes) –

Return type

DatasetProfileView

classmethod read(path: str) → DatasetProfileView#
Parameters

path (str) –

Return type

DatasetProfileView

to_pandas(column_metric: Optional[str] = None, cfg: Optional[whylogs.core.configs.SummaryConfig] = None) → whylogs.core.stubs.pd.DataFrame#
Parameters
Return type

whylogs.core.stubs.pd.DataFrame

writer(name: str = 'local', **kwargs: Any) → WriterWrapper#

Utility method to create a Writer of the specified type

Parameters

  • name (str) –

  • kwargs (Any) –

Return type

WriterWrapper