611 lines
23 KiB
Python
611 lines
23 KiB
Python
"""
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Module for formatting output data in HTML.
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"""
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from textwrap import dedent
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from typing import Any, Dict, Iterable, List, Mapping, Optional, Tuple, Union, cast
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from pandas._config import get_option
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from pandas._libs import lib
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from pandas import MultiIndex, option_context
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from pandas.io.common import is_url
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from pandas.io.formats.format import DataFrameFormatter, get_level_lengths
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from pandas.io.formats.printing import pprint_thing
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class HTMLFormatter:
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"""
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Internal class for formatting output data in html.
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This class is intended for shared functionality between
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DataFrame.to_html() and DataFrame._repr_html_().
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Any logic in common with other output formatting methods
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should ideally be inherited from classes in format.py
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and this class responsible for only producing html markup.
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"""
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indent_delta = 2
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def __init__(
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self,
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formatter: DataFrameFormatter,
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classes: Optional[Union[str, List[str], Tuple[str, ...]]] = None,
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border: Optional[int] = None,
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table_id: Optional[str] = None,
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render_links: bool = False,
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) -> None:
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self.fmt = formatter
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self.classes = classes
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self.frame = self.fmt.frame
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self.columns = self.fmt.tr_frame.columns
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self.elements: List[str] = []
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self.bold_rows = self.fmt.bold_rows
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self.escape = self.fmt.escape
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self.show_dimensions = self.fmt.show_dimensions
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if border is None:
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border = cast(int, get_option("display.html.border"))
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self.border = border
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self.table_id = table_id
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self.render_links = render_links
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self.col_space = {
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column: f"{value}px" if isinstance(value, int) else value
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for column, value in self.fmt.col_space.items()
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}
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def to_string(self) -> str:
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lines = self.render()
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if any(isinstance(x, str) for x in lines):
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lines = [str(x) for x in lines]
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return "\n".join(lines)
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def render(self) -> List[str]:
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self._write_table()
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if self.should_show_dimensions:
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by = chr(215) # ×
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self.write(
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f"<p>{len(self.frame)} rows {by} {len(self.frame.columns)} columns</p>"
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)
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return self.elements
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@property
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def should_show_dimensions(self):
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return self.fmt.should_show_dimensions
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@property
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def show_row_idx_names(self) -> bool:
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return self.fmt.show_row_idx_names
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@property
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def show_col_idx_names(self) -> bool:
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return self.fmt.show_col_idx_names
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@property
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def row_levels(self) -> int:
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if self.fmt.index:
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# showing (row) index
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return self.frame.index.nlevels
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elif self.show_col_idx_names:
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# see gh-22579
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# Column misalignment also occurs for
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# a standard index when the columns index is named.
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# If the row index is not displayed a column of
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# blank cells need to be included before the DataFrame values.
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return 1
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# not showing (row) index
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return 0
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def _get_columns_formatted_values(self) -> Iterable:
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return self.columns
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@property
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def is_truncated(self) -> bool:
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return self.fmt.is_truncated
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@property
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def ncols(self) -> int:
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return len(self.fmt.tr_frame.columns)
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def write(self, s: Any, indent: int = 0) -> None:
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rs = pprint_thing(s)
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self.elements.append(" " * indent + rs)
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def write_th(
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self, s: Any, header: bool = False, indent: int = 0, tags: Optional[str] = None
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) -> None:
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"""
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Method for writing a formatted <th> cell.
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If col_space is set on the formatter then that is used for
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the value of min-width.
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Parameters
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----------
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s : object
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The data to be written inside the cell.
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header : bool, default False
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Set to True if the <th> is for use inside <thead>. This will
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cause min-width to be set if there is one.
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indent : int, default 0
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The indentation level of the cell.
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tags : str, default None
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Tags to include in the cell.
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Returns
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-------
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A written <th> cell.
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"""
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col_space = self.col_space.get(s, None)
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if header and col_space is not None:
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tags = tags or ""
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tags += f'style="min-width: {col_space};"'
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self._write_cell(s, kind="th", indent=indent, tags=tags)
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def write_td(self, s: Any, indent: int = 0, tags: Optional[str] = None) -> None:
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self._write_cell(s, kind="td", indent=indent, tags=tags)
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def _write_cell(
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self, s: Any, kind: str = "td", indent: int = 0, tags: Optional[str] = None
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) -> None:
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if tags is not None:
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start_tag = f"<{kind} {tags}>"
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else:
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start_tag = f"<{kind}>"
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if self.escape:
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# escape & first to prevent double escaping of &
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esc = {"&": r"&", "<": r"<", ">": r">"}
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else:
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esc = {}
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rs = pprint_thing(s, escape_chars=esc).strip()
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if self.render_links and is_url(rs):
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rs_unescaped = pprint_thing(s, escape_chars={}).strip()
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start_tag += f'<a href="{rs_unescaped}" target="_blank">'
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end_a = "</a>"
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else:
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end_a = ""
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self.write(f"{start_tag}{rs}{end_a}</{kind}>", indent)
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def write_tr(
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self,
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line: Iterable,
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indent: int = 0,
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indent_delta: int = 0,
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header: bool = False,
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align: Optional[str] = None,
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tags: Optional[Dict[int, str]] = None,
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nindex_levels: int = 0,
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) -> None:
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if tags is None:
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tags = {}
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if align is None:
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self.write("<tr>", indent)
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else:
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self.write(f'<tr style="text-align: {align};">', indent)
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indent += indent_delta
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for i, s in enumerate(line):
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val_tag = tags.get(i, None)
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if header or (self.bold_rows and i < nindex_levels):
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self.write_th(s, indent=indent, header=header, tags=val_tag)
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else:
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self.write_td(s, indent, tags=val_tag)
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indent -= indent_delta
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self.write("</tr>", indent)
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def _write_table(self, indent: int = 0) -> None:
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_classes = ["dataframe"] # Default class.
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use_mathjax = get_option("display.html.use_mathjax")
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if not use_mathjax:
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_classes.append("tex2jax_ignore")
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if self.classes is not None:
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if isinstance(self.classes, str):
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self.classes = self.classes.split()
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if not isinstance(self.classes, (list, tuple)):
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raise TypeError(
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"classes must be a string, list, "
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f"or tuple, not {type(self.classes)}"
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)
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_classes.extend(self.classes)
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if self.table_id is None:
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id_section = ""
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else:
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id_section = f' id="{self.table_id}"'
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self.write(
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f'<table border="{self.border}" class="{" ".join(_classes)}"{id_section}>',
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indent,
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)
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if self.fmt.header or self.show_row_idx_names:
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self._write_header(indent + self.indent_delta)
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self._write_body(indent + self.indent_delta)
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self.write("</table>", indent)
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def _write_col_header(self, indent: int) -> None:
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is_truncated_horizontally = self.fmt.is_truncated_horizontally
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if isinstance(self.columns, MultiIndex):
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template = 'colspan="{span:d}" halign="left"'
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if self.fmt.sparsify:
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# GH3547
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sentinel = lib.no_default
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else:
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sentinel = False
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levels = self.columns.format(sparsify=sentinel, adjoin=False, names=False)
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level_lengths = get_level_lengths(levels, sentinel)
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inner_lvl = len(level_lengths) - 1
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for lnum, (records, values) in enumerate(zip(level_lengths, levels)):
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if is_truncated_horizontally:
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# modify the header lines
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ins_col = self.fmt.tr_col_num
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if self.fmt.sparsify:
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recs_new = {}
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# Increment tags after ... col.
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for tag, span in list(records.items()):
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if tag >= ins_col:
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recs_new[tag + 1] = span
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elif tag + span > ins_col:
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recs_new[tag] = span + 1
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if lnum == inner_lvl:
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values = (
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values[:ins_col] + ("...",) + values[ins_col:]
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)
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else:
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# sparse col headers do not receive a ...
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values = (
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values[:ins_col]
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+ (values[ins_col - 1],)
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+ values[ins_col:]
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)
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else:
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recs_new[tag] = span
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# if ins_col lies between tags, all col headers
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# get ...
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if tag + span == ins_col:
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recs_new[ins_col] = 1
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values = values[:ins_col] + ("...",) + values[ins_col:]
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records = recs_new
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inner_lvl = len(level_lengths) - 1
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if lnum == inner_lvl:
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records[ins_col] = 1
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else:
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recs_new = {}
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for tag, span in list(records.items()):
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if tag >= ins_col:
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recs_new[tag + 1] = span
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else:
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recs_new[tag] = span
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recs_new[ins_col] = 1
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records = recs_new
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values = values[:ins_col] + ["..."] + values[ins_col:]
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# see gh-22579
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# Column Offset Bug with to_html(index=False) with
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# MultiIndex Columns and Index.
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# Initially fill row with blank cells before column names.
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# TODO: Refactor to remove code duplication with code
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# block below for standard columns index.
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row = [""] * (self.row_levels - 1)
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if self.fmt.index or self.show_col_idx_names:
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# see gh-22747
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# If to_html(index_names=False) do not show columns
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# index names.
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# TODO: Refactor to use _get_column_name_list from
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# DataFrameFormatter class and create a
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# _get_formatted_column_labels function for code
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# parity with DataFrameFormatter class.
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if self.fmt.show_index_names:
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name = self.columns.names[lnum]
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row.append(pprint_thing(name or ""))
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else:
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row.append("")
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tags = {}
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j = len(row)
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for i, v in enumerate(values):
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if i in records:
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if records[i] > 1:
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tags[j] = template.format(span=records[i])
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else:
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continue
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j += 1
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row.append(v)
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self.write_tr(row, indent, self.indent_delta, tags=tags, header=True)
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else:
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# see gh-22579
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# Column misalignment also occurs for
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# a standard index when the columns index is named.
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# Initially fill row with blank cells before column names.
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# TODO: Refactor to remove code duplication with code block
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# above for columns MultiIndex.
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row = [""] * (self.row_levels - 1)
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if self.fmt.index or self.show_col_idx_names:
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# see gh-22747
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# If to_html(index_names=False) do not show columns
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# index names.
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# TODO: Refactor to use _get_column_name_list from
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# DataFrameFormatter class.
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if self.fmt.show_index_names:
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row.append(self.columns.name or "")
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else:
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row.append("")
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row.extend(self._get_columns_formatted_values())
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align = self.fmt.justify
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if is_truncated_horizontally:
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ins_col = self.row_levels + self.fmt.tr_col_num
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row.insert(ins_col, "...")
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self.write_tr(row, indent, self.indent_delta, header=True, align=align)
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def _write_row_header(self, indent: int) -> None:
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is_truncated_horizontally = self.fmt.is_truncated_horizontally
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row = [x if x is not None else "" for x in self.frame.index.names] + [""] * (
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self.ncols + (1 if is_truncated_horizontally else 0)
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)
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self.write_tr(row, indent, self.indent_delta, header=True)
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def _write_header(self, indent: int) -> None:
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self.write("<thead>", indent)
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if self.fmt.header:
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self._write_col_header(indent + self.indent_delta)
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if self.show_row_idx_names:
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self._write_row_header(indent + self.indent_delta)
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self.write("</thead>", indent)
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def _get_formatted_values(self) -> Dict[int, List[str]]:
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with option_context("display.max_colwidth", None):
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fmt_values = {i: self.fmt.format_col(i) for i in range(self.ncols)}
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return fmt_values
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def _write_body(self, indent: int) -> None:
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self.write("<tbody>", indent)
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fmt_values = self._get_formatted_values()
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# write values
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if self.fmt.index and isinstance(self.frame.index, MultiIndex):
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self._write_hierarchical_rows(fmt_values, indent + self.indent_delta)
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else:
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self._write_regular_rows(fmt_values, indent + self.indent_delta)
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self.write("</tbody>", indent)
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def _write_regular_rows(
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self, fmt_values: Mapping[int, List[str]], indent: int
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) -> None:
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is_truncated_horizontally = self.fmt.is_truncated_horizontally
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is_truncated_vertically = self.fmt.is_truncated_vertically
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nrows = len(self.fmt.tr_frame)
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if self.fmt.index:
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fmt = self.fmt._get_formatter("__index__")
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if fmt is not None:
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index_values = self.fmt.tr_frame.index.map(fmt)
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else:
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index_values = self.fmt.tr_frame.index.format()
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row: List[str] = []
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for i in range(nrows):
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if is_truncated_vertically and i == (self.fmt.tr_row_num):
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str_sep_row = ["..."] * len(row)
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self.write_tr(
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str_sep_row,
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indent,
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self.indent_delta,
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tags=None,
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nindex_levels=self.row_levels,
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)
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row = []
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if self.fmt.index:
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row.append(index_values[i])
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# see gh-22579
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# Column misalignment also occurs for
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# a standard index when the columns index is named.
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# Add blank cell before data cells.
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elif self.show_col_idx_names:
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row.append("")
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row.extend(fmt_values[j][i] for j in range(self.ncols))
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if is_truncated_horizontally:
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dot_col_ix = self.fmt.tr_col_num + self.row_levels
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row.insert(dot_col_ix, "...")
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self.write_tr(
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row, indent, self.indent_delta, tags=None, nindex_levels=self.row_levels
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)
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def _write_hierarchical_rows(
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self, fmt_values: Mapping[int, List[str]], indent: int
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) -> None:
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template = 'rowspan="{span}" valign="top"'
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is_truncated_horizontally = self.fmt.is_truncated_horizontally
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is_truncated_vertically = self.fmt.is_truncated_vertically
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frame = self.fmt.tr_frame
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nrows = len(frame)
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assert isinstance(frame.index, MultiIndex)
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idx_values = frame.index.format(sparsify=False, adjoin=False, names=False)
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idx_values = list(zip(*idx_values))
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if self.fmt.sparsify:
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# GH3547
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sentinel = lib.no_default
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levels = frame.index.format(sparsify=sentinel, adjoin=False, names=False)
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level_lengths = get_level_lengths(levels, sentinel)
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inner_lvl = len(level_lengths) - 1
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if is_truncated_vertically:
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# Insert ... row and adjust idx_values and
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# level_lengths to take this into account.
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ins_row = self.fmt.tr_row_num
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inserted = False
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for lnum, records in enumerate(level_lengths):
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rec_new = {}
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for tag, span in list(records.items()):
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if tag >= ins_row:
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rec_new[tag + 1] = span
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elif tag + span > ins_row:
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rec_new[tag] = span + 1
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# GH 14882 - Make sure insertion done once
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if not inserted:
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dot_row = list(idx_values[ins_row - 1])
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dot_row[-1] = "..."
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idx_values.insert(ins_row, tuple(dot_row))
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inserted = True
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else:
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dot_row = list(idx_values[ins_row])
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dot_row[inner_lvl - lnum] = "..."
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idx_values[ins_row] = tuple(dot_row)
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else:
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rec_new[tag] = span
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# If ins_row lies between tags, all cols idx cols
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# receive ...
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if tag + span == ins_row:
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rec_new[ins_row] = 1
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if lnum == 0:
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idx_values.insert(
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ins_row, tuple(["..."] * len(level_lengths))
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)
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# GH 14882 - Place ... in correct level
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elif inserted:
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dot_row = list(idx_values[ins_row])
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dot_row[inner_lvl - lnum] = "..."
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idx_values[ins_row] = tuple(dot_row)
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level_lengths[lnum] = rec_new
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level_lengths[inner_lvl][ins_row] = 1
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for ix_col in range(len(fmt_values)):
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fmt_values[ix_col].insert(ins_row, "...")
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nrows += 1
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for i in range(nrows):
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row = []
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tags = {}
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|
||
sparse_offset = 0
|
||
j = 0
|
||
for records, v in zip(level_lengths, idx_values[i]):
|
||
if i in records:
|
||
if records[i] > 1:
|
||
tags[j] = template.format(span=records[i])
|
||
else:
|
||
sparse_offset += 1
|
||
continue
|
||
|
||
j += 1
|
||
row.append(v)
|
||
|
||
row.extend(fmt_values[j][i] for j in range(self.ncols))
|
||
if is_truncated_horizontally:
|
||
row.insert(
|
||
self.row_levels - sparse_offset + self.fmt.tr_col_num, "..."
|
||
)
|
||
self.write_tr(
|
||
row,
|
||
indent,
|
||
self.indent_delta,
|
||
tags=tags,
|
||
nindex_levels=len(levels) - sparse_offset,
|
||
)
|
||
else:
|
||
row = []
|
||
for i in range(len(frame)):
|
||
if is_truncated_vertically and i == (self.fmt.tr_row_num):
|
||
str_sep_row = ["..."] * len(row)
|
||
self.write_tr(
|
||
str_sep_row,
|
||
indent,
|
||
self.indent_delta,
|
||
tags=None,
|
||
nindex_levels=self.row_levels,
|
||
)
|
||
|
||
idx_values = list(
|
||
zip(*frame.index.format(sparsify=False, adjoin=False, names=False))
|
||
)
|
||
row = []
|
||
row.extend(idx_values[i])
|
||
row.extend(fmt_values[j][i] for j in range(self.ncols))
|
||
if is_truncated_horizontally:
|
||
row.insert(self.row_levels + self.fmt.tr_col_num, "...")
|
||
self.write_tr(
|
||
row,
|
||
indent,
|
||
self.indent_delta,
|
||
tags=None,
|
||
nindex_levels=frame.index.nlevels,
|
||
)
|
||
|
||
|
||
class NotebookFormatter(HTMLFormatter):
|
||
"""
|
||
Internal class for formatting output data in html for display in Jupyter
|
||
Notebooks. This class is intended for functionality specific to
|
||
DataFrame._repr_html_() and DataFrame.to_html(notebook=True)
|
||
"""
|
||
|
||
def _get_formatted_values(self) -> Dict[int, List[str]]:
|
||
return {i: self.fmt.format_col(i) for i in range(self.ncols)}
|
||
|
||
def _get_columns_formatted_values(self) -> List[str]:
|
||
return self.columns.format()
|
||
|
||
def write_style(self) -> None:
|
||
# We use the "scoped" attribute here so that the desired
|
||
# style properties for the data frame are not then applied
|
||
# throughout the entire notebook.
|
||
template_first = """\
|
||
<style scoped>"""
|
||
template_last = """\
|
||
</style>"""
|
||
template_select = """\
|
||
.dataframe %s {
|
||
%s: %s;
|
||
}"""
|
||
element_props = [
|
||
("tbody tr th:only-of-type", "vertical-align", "middle"),
|
||
("tbody tr th", "vertical-align", "top"),
|
||
]
|
||
if isinstance(self.columns, MultiIndex):
|
||
element_props.append(("thead tr th", "text-align", "left"))
|
||
if self.show_row_idx_names:
|
||
element_props.append(
|
||
("thead tr:last-of-type th", "text-align", "right")
|
||
)
|
||
else:
|
||
element_props.append(("thead th", "text-align", "right"))
|
||
template_mid = "\n\n".join(map(lambda t: template_select % t, element_props))
|
||
template = dedent("\n".join((template_first, template_mid, template_last)))
|
||
self.write(template)
|
||
|
||
def render(self) -> List[str]:
|
||
self.write("<div>")
|
||
self.write_style()
|
||
super().render()
|
||
self.write("</div>")
|
||
return self.elements
|