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Old engine for Continuous Time Bayesian Networks. Superseded by reCTBN. 🐍 https://github.com/madlabunimib/PyCTBN
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PyCTBN/venv/lib/python3.9/site-packages/pandas/io/formats/printing.py

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"""
Printing tools.
"""
import sys
from typing import (
Any,
Callable,
Dict,
Iterable,
List,
Mapping,
Optional,
Sequence,
Tuple,
TypeVar,
Union,
)
from pandas._config import get_option
from pandas.core.dtypes.inference import is_sequence
EscapeChars = Union[Mapping[str, str], Iterable[str]]
_KT = TypeVar("_KT")
_VT = TypeVar("_VT")
def adjoin(space: int, *lists: List[str], **kwargs) -> str:
"""
Glues together two sets of strings using the amount of space requested.
The idea is to prettify.
----------
space : int
number of spaces for padding
lists : str
list of str which being joined
strlen : callable
function used to calculate the length of each str. Needed for unicode
handling.
justfunc : callable
function used to justify str. Needed for unicode handling.
"""
strlen = kwargs.pop("strlen", len)
justfunc = kwargs.pop("justfunc", justify)
out_lines = []
newLists = []
lengths = [max(map(strlen, x)) + space for x in lists[:-1]]
# not the last one
lengths.append(max(map(len, lists[-1])))
maxLen = max(map(len, lists))
for i, lst in enumerate(lists):
nl = justfunc(lst, lengths[i], mode="left")
nl.extend([" " * lengths[i]] * (maxLen - len(lst)))
newLists.append(nl)
toJoin = zip(*newLists)
for lines in toJoin:
out_lines.append("".join(lines))
return "\n".join(out_lines)
def justify(texts: Iterable[str], max_len: int, mode: str = "right") -> List[str]:
"""
Perform ljust, center, rjust against string or list-like
"""
if mode == "left":
return [x.ljust(max_len) for x in texts]
elif mode == "center":
return [x.center(max_len) for x in texts]
else:
return [x.rjust(max_len) for x in texts]
# Unicode consolidation
# ---------------------
#
# pprinting utility functions for generating Unicode text or
# bytes(3.x)/str(2.x) representations of objects.
# Try to use these as much as possible rather than rolling your own.
#
# When to use
# -----------
#
# 1) If you're writing code internal to pandas (no I/O directly involved),
# use pprint_thing().
#
# It will always return unicode text which can handled by other
# parts of the package without breakage.
#
# 2) if you need to write something out to file, use
# pprint_thing_encoded(encoding).
#
# If no encoding is specified, it defaults to utf-8. Since encoding pure
# ascii with utf-8 is a no-op you can safely use the default utf-8 if you're
# working with straight ascii.
def _pprint_seq(
seq: Sequence, _nest_lvl: int = 0, max_seq_items: Optional[int] = None, **kwds
) -> str:
"""
internal. pprinter for iterables. you should probably use pprint_thing()
rather than calling this directly.
bounds length of printed sequence, depending on options
"""
if isinstance(seq, set):
fmt = "{{{body}}}"
else:
fmt = "[{body}]" if hasattr(seq, "__setitem__") else "({body})"
if max_seq_items is False:
nitems = len(seq)
else:
nitems = max_seq_items or get_option("max_seq_items") or len(seq)
s = iter(seq)
# handle sets, no slicing
r = [
pprint_thing(next(s), _nest_lvl + 1, max_seq_items=max_seq_items, **kwds)
for i in range(min(nitems, len(seq)))
]
body = ", ".join(r)
if nitems < len(seq):
body += ", ..."
elif isinstance(seq, tuple) and len(seq) == 1:
body += ","
return fmt.format(body=body)
def _pprint_dict(
seq: Mapping, _nest_lvl: int = 0, max_seq_items: Optional[int] = None, **kwds
) -> str:
"""
internal. pprinter for iterables. you should probably use pprint_thing()
rather than calling this directly.
"""
fmt = "{{{things}}}"
pairs = []
pfmt = "{key}: {val}"
if max_seq_items is False:
nitems = len(seq)
else:
nitems = max_seq_items or get_option("max_seq_items") or len(seq)
for k, v in list(seq.items())[:nitems]:
pairs.append(
pfmt.format(
key=pprint_thing(k, _nest_lvl + 1, max_seq_items=max_seq_items, **kwds),
val=pprint_thing(v, _nest_lvl + 1, max_seq_items=max_seq_items, **kwds),
)
)
if nitems < len(seq):
return fmt.format(things=", ".join(pairs) + ", ...")
else:
return fmt.format(things=", ".join(pairs))
def pprint_thing(
thing: Any,
_nest_lvl: int = 0,
escape_chars: Optional[EscapeChars] = None,
default_escapes: bool = False,
quote_strings: bool = False,
max_seq_items: Optional[int] = None,
) -> str:
"""
This function is the sanctioned way of converting objects
to a string representation and properly handles nested sequences.
Parameters
----------
thing : anything to be formatted
_nest_lvl : internal use only. pprint_thing() is mutually-recursive
with pprint_sequence, this argument is used to keep track of the
current nesting level, and limit it.
escape_chars : list or dict, optional
Characters to escape. If a dict is passed the values are the
replacements
default_escapes : bool, default False
Whether the input escape characters replaces or adds to the defaults
max_seq_items : int or None, default None
Pass through to other pretty printers to limit sequence printing
Returns
-------
str
"""
def as_escaped_string(
thing: Any, escape_chars: Optional[EscapeChars] = escape_chars
) -> str:
translate = {"\t": r"\t", "\n": r"\n", "\r": r"\r"}
if isinstance(escape_chars, dict):
if default_escapes:
translate.update(escape_chars)
else:
translate = escape_chars
escape_chars = list(escape_chars.keys())
else:
escape_chars = escape_chars or tuple()
result = str(thing)
for c in escape_chars:
result = result.replace(c, translate[c])
return result
if hasattr(thing, "__next__"):
return str(thing)
elif isinstance(thing, dict) and _nest_lvl < get_option(
"display.pprint_nest_depth"
):
result = _pprint_dict(
thing, _nest_lvl, quote_strings=True, max_seq_items=max_seq_items
)
elif is_sequence(thing) and _nest_lvl < get_option("display.pprint_nest_depth"):
result = _pprint_seq(
thing,
_nest_lvl,
escape_chars=escape_chars,
quote_strings=quote_strings,
max_seq_items=max_seq_items,
)
elif isinstance(thing, str) and quote_strings:
result = f"'{as_escaped_string(thing)}'"
else:
result = as_escaped_string(thing)
return result
def pprint_thing_encoded(
object, encoding: str = "utf-8", errors: str = "replace"
) -> bytes:
value = pprint_thing(object) # get unicode representation of object
return value.encode(encoding, errors)
def _enable_data_resource_formatter(enable: bool) -> None:
if "IPython" not in sys.modules:
# definitely not in IPython
return
from IPython import get_ipython
ip = get_ipython()
if ip is None:
# still not in IPython
return
formatters = ip.display_formatter.formatters
mimetype = "application/vnd.dataresource+json"
if enable:
if mimetype not in formatters:
# define tableschema formatter
from IPython.core.formatters import BaseFormatter
class TableSchemaFormatter(BaseFormatter):
print_method = "_repr_data_resource_"
_return_type = (dict,)
# register it:
formatters[mimetype] = TableSchemaFormatter()
# enable it if it's been disabled:
formatters[mimetype].enabled = True
else:
# unregister tableschema mime-type
if mimetype in formatters:
formatters[mimetype].enabled = False
def default_pprint(thing: Any, max_seq_items: Optional[int] = None) -> str:
return pprint_thing(
thing,
escape_chars=("\t", "\r", "\n"),
quote_strings=True,
max_seq_items=max_seq_items,
)
def format_object_summary(
obj,
formatter: Callable,
is_justify: bool = True,
name: Optional[str] = None,
indent_for_name: bool = True,
line_break_each_value: bool = False,
) -> str:
"""
Return the formatted obj as a unicode string
Parameters
----------
obj : object
must be iterable and support __getitem__
formatter : callable
string formatter for an element
is_justify : boolean
should justify the display
name : name, optional
defaults to the class name of the obj
indent_for_name : bool, default True
Whether subsequent lines should be be indented to
align with the name.
line_break_each_value : bool, default False
If True, inserts a line break for each value of ``obj``.
If False, only break lines when the a line of values gets wider
than the display width.
.. versionadded:: 0.25.0
Returns
-------
summary string
"""
from pandas.io.formats.console import get_console_size
from pandas.io.formats.format import _get_adjustment
display_width, _ = get_console_size()
if display_width is None:
display_width = get_option("display.width") or 80
if name is None:
name = type(obj).__name__
if indent_for_name:
name_len = len(name)
space1 = f'\n{(" " * (name_len + 1))}'
space2 = f'\n{(" " * (name_len + 2))}'
else:
space1 = "\n"
space2 = "\n " # space for the opening '['
n = len(obj)
if line_break_each_value:
# If we want to vertically align on each value of obj, we need to
# separate values by a line break and indent the values
sep = ",\n " + " " * len(name)
else:
sep = ","
max_seq_items = get_option("display.max_seq_items") or n
# are we a truncated display
is_truncated = n > max_seq_items
# adj can optionally handle unicode eastern asian width
adj = _get_adjustment()
def _extend_line(
s: str, line: str, value: str, display_width: int, next_line_prefix: str
) -> Tuple[str, str]:
if adj.len(line.rstrip()) + adj.len(value.rstrip()) >= display_width:
s += line.rstrip()
line = next_line_prefix
line += value
return s, line
def best_len(values: List[str]) -> int:
if values:
return max(adj.len(x) for x in values)
else:
return 0
close = ", "
if n == 0:
summary = f"[]{close}"
elif n == 1 and not line_break_each_value:
first = formatter(obj[0])
summary = f"[{first}]{close}"
elif n == 2 and not line_break_each_value:
first = formatter(obj[0])
last = formatter(obj[-1])
summary = f"[{first}, {last}]{close}"
else:
if n > max_seq_items:
n = min(max_seq_items // 2, 10)
head = [formatter(x) for x in obj[:n]]
tail = [formatter(x) for x in obj[-n:]]
else:
head = []
tail = [formatter(x) for x in obj]
# adjust all values to max length if needed
if is_justify:
if line_break_each_value:
# Justify each string in the values of head and tail, so the
# strings will right align when head and tail are stacked
# vertically.
head, tail = _justify(head, tail)
elif is_truncated or not (
len(", ".join(head)) < display_width
and len(", ".join(tail)) < display_width
):
# Each string in head and tail should align with each other
max_length = max(best_len(head), best_len(tail))
head = [x.rjust(max_length) for x in head]
tail = [x.rjust(max_length) for x in tail]
# If we are not truncated and we are only a single
# line, then don't justify
if line_break_each_value:
# Now head and tail are of type List[Tuple[str]]. Below we
# convert them into List[str], so there will be one string per
# value. Also truncate items horizontally if wider than
# max_space
max_space = display_width - len(space2)
value = tail[0]
for max_items in reversed(range(1, len(value) + 1)):
pprinted_seq = _pprint_seq(value, max_seq_items=max_items)
if len(pprinted_seq) < max_space:
break
head = [_pprint_seq(x, max_seq_items=max_items) for x in head]
tail = [_pprint_seq(x, max_seq_items=max_items) for x in tail]
summary = ""
line = space2
for max_items in range(len(head)):
word = head[max_items] + sep + " "
summary, line = _extend_line(summary, line, word, display_width, space2)
if is_truncated:
# remove trailing space of last line
summary += line.rstrip() + space2 + "..."
line = space2
for max_items in range(len(tail) - 1):
word = tail[max_items] + sep + " "
summary, line = _extend_line(summary, line, word, display_width, space2)
# last value: no sep added + 1 space of width used for trailing ','
summary, line = _extend_line(summary, line, tail[-1], display_width - 2, space2)
summary += line
# right now close is either '' or ', '
# Now we want to include the ']', but not the maybe space.
close = "]" + close.rstrip(" ")
summary += close
if len(summary) > (display_width) or line_break_each_value:
summary += space1
else: # one row
summary += " "
# remove initial space
summary = "[" + summary[len(space2) :]
return summary
def _justify(
head: List[Sequence[str]], tail: List[Sequence[str]]
) -> Tuple[List[Tuple[str, ...]], List[Tuple[str, ...]]]:
"""
Justify items in head and tail, so they are right-aligned when stacked.
Parameters
----------
head : list-like of list-likes of strings
tail : list-like of list-likes of strings
Returns
-------
tuple of list of tuples of strings
Same as head and tail, but items are right aligned when stacked
vertically.
Examples
--------
>>> _justify([['a', 'b']], [['abc', 'abcd']])
([(' a', ' b')], [('abc', 'abcd')])
"""
combined = head + tail
# For each position for the sequences in ``combined``,
# find the length of the largest string.
max_length = [0] * len(combined[0])
for inner_seq in combined:
length = [len(item) for item in inner_seq]
max_length = [max(x, y) for x, y in zip(max_length, length)]
# justify each item in each list-like in head and tail using max_length
head = [
tuple(x.rjust(max_len) for x, max_len in zip(seq, max_length)) for seq in head
]
tail = [
tuple(x.rjust(max_len) for x, max_len in zip(seq, max_length)) for seq in tail
]
# https://github.com/python/mypy/issues/4975
# error: Incompatible return value type (got "Tuple[List[Sequence[str]],
# List[Sequence[str]]]", expected "Tuple[List[Tuple[str, ...]],
# List[Tuple[str, ...]]]")
return head, tail # type: ignore
def format_object_attrs(
obj: Sequence, include_dtype: bool = True
) -> List[Tuple[str, Union[str, int]]]:
"""
Return a list of tuples of the (attr, formatted_value)
for common attrs, including dtype, name, length
Parameters
----------
obj : object
must be iterable
include_dtype : bool
If False, dtype won't be in the returned list
Returns
-------
list of 2-tuple
"""
attrs: List[Tuple[str, Union[str, int]]] = []
if hasattr(obj, "dtype") and include_dtype:
# error: "Sequence[Any]" has no attribute "dtype"
attrs.append(("dtype", f"'{obj.dtype}'")) # type: ignore
if getattr(obj, "name", None) is not None:
# error: "Sequence[Any]" has no attribute "name"
attrs.append(("name", default_pprint(obj.name))) # type: ignore
# error: "Sequence[Any]" has no attribute "names"
elif getattr(obj, "names", None) is not None and any(obj.names): # type: ignore
# error: "Sequence[Any]" has no attribute "names"
attrs.append(("names", default_pprint(obj.names))) # type: ignore
max_seq_items = get_option("display.max_seq_items") or len(obj)
if len(obj) > max_seq_items:
attrs.append(("length", len(obj)))
return attrs
class PrettyDict(Dict[_KT, _VT]):
"""Dict extension to support abbreviated __repr__"""
def __repr__(self) -> str:
return pprint_thing(self)