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title, author, date, colorlinks, link-citations, link-bibliography, tbl-align, number-sections, number-offset, number-depth, code-line-numbers, code-copy, code-overflow, code-fold, fig-format, fig-align, format, execute, jupyter
title author date colorlinks link-citations link-bibliography tbl-align number-sections number-offset number-depth code-line-numbers code-copy code-overflow code-fold fig-format fig-align format execute jupyter
All Tables Test - New TestDFGenerator test_suite
name orcid corresponding email
Stephen J. Mildenhall 0000-0001-6956-0098 true mynl@me.com
last-modified true true true left true 0 3 false true wrap true svg left
html pdf
html-table-processing theme fontsize css include-in-header smooth-scroll toc-title citations-hover crossrefs-hover fig-responsive footnotes-hover lightbox link-external-icon link-external-newwindow page-layout page-navigation reference-section-title page-footer twitter-card open-graph toc toc-depth math
none litera 0.9em styles.css pmir-header.html true In this chapter: true false true true true true true article true
left
Stephen J. Mildenhall. License: [CC BY-SA 2.0](https://creativecommons.org/licenses/by-sa/2.0/).
true true true 3 mathjax
include-in-header documentclass papersize fontsize keep-tex geometry pdf-engine pdf-engine-opts toc
prefobnicate.tex scrartcl a4 11pt true margin=0.8in lualatex
-interaction=nonstopmode
false
eval echo cache cache-type freeze kernel engine daemon
true true true jupyter false python3 jupyter 1200
jupytext kernelspec
formats text_representation
ipynb,qmd:quarto
extension format_name format_version jupytext_version
.qmd quarto 1.0 1.16.4
display_name language name
Python 3 (ipykernel) python python3
In [40]:
#| echo: true
#| label: setup
from IPython.display import HTML, display
import matplotlib as mpl
import matplotlib.dates as mdates
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd

import greater_tables as gter
import greater_tables.utilities as gtu
from greater_tables import GT, sGT
gter.logger.setLevel(gter.logging.WARNING)

...code build completed.

A Hard-Rules table

Second level index has mixed types. Range of magnitudes. Picking out years.

\footnotesize

In [ ]:
In [61]:
#| label: tbl-hard-rules
#| tbl-cap: Default display output (Quarto generated caption)
level_1 = ["A", "A", "B", "B", 'C']
level_2 = ['Int', 'Float', 'Float', 3, 'Longer Text']

multi_index = pd.MultiIndex.from_arrays([level_1, level_2],
        names=["Level 1", "Level 2"])
start = pd.Timestamp.today().normalize()  # Today's date, normalized to midnight
end = pd.Timestamp(f"{start.year}-12-31")  # End of the year

hard = pd.DataFrame(
{'years!': np.arange(2000, 2025, dtype=int),
'a': np.array(np.round(np.linspace(-100000, 100000, 25), 0), dtype=int),
'b': 9.3 ** np.linspace(-12, 12, 25),
'c': np.linspace(-1601, 4000, 25),
'd': pd.date_range(start=start, end=end, periods=25),
'e': ('once upon a time, risk is hard to define, not in Kansas anymore, '
        'neutrinos are hard to detect,  '
        'Adam Smith is the father of economics'.split(',') * 5)
}).set_index('years!')
# hard = hard.head()
hard.columns = multi_index
hard
Out [61]:
Level 1 A B C
Level 2 Int Float Float 3 Longer Text
years!
2000 -100000 2.388937e-12 -1601.000 2025-03-14 00:00:00 once upon a time
2001 -91667 2.221711e-11 -1367.625 2025-03-26 04:00:00 risk is hard to define
2002 -83333 2.066191e-10 -1134.250 2025-04-07 08:00:00 not in Kansas anymore
2003 -75000 1.921558e-09 -900.875 2025-04-19 12:00:00 neutrinos are hard to detect
2004 -66667 1.787049e-08 -667.500 2025-05-01 16:00:00 Adam Smith is the father of economics
2005 -58333 1.661955e-07 -434.125 2025-05-13 20:00:00 once upon a time
2006 -50000 1.545619e-06 -200.750 2025-05-26 00:00:00 risk is hard to define
2007 -41667 1.437425e-05 32.625 2025-06-07 04:00:00 not in Kansas anymore
2008 -33333 1.336805e-04 266.000 2025-06-19 08:00:00 neutrinos are hard to detect
2009 -25000 1.243229e-03 499.375 2025-07-01 12:00:00 Adam Smith is the father of economics
2010 -16667 1.156203e-02 732.750 2025-07-13 16:00:00 once upon a time
2011 -8333 1.075269e-01 966.125 2025-07-25 20:00:00 risk is hard to define
2012 0 1.000000e+00 1199.500 2025-08-07 00:00:00 not in Kansas anymore
2013 8333 9.300000e+00 1432.875 2025-08-19 04:00:00 neutrinos are hard to detect
2014 16667 8.649000e+01 1666.250 2025-08-31 08:00:00 Adam Smith is the father of economics
2015 25000 8.043570e+02 1899.625 2025-09-12 12:00:00 once upon a time
2016 33333 7.480520e+03 2133.000 2025-09-24 16:00:00 risk is hard to define
2017 41667 6.956884e+04 2366.375 2025-10-06 20:00:00 not in Kansas anymore
2018 50000 6.469902e+05 2599.750 2025-10-19 00:00:00 neutrinos are hard to detect
2019 58333 6.017009e+06 2833.125 2025-10-31 04:00:00 Adam Smith is the father of economics
2020 66667 5.595818e+07 3066.500 2025-11-12 08:00:00 once upon a time
2021 75000 5.204111e+08 3299.875 2025-11-24 12:00:00 risk is hard to define
2022 83333 4.839823e+09 3533.250 2025-12-06 16:00:00 not in Kansas anymore
2023 91667 4.501035e+10 3766.625 2025-12-18 20:00:00 neutrinos are hard to detect
2024 100000 4.185963e+11 4000.000 2025-12-31 00:00:00 Adam Smith is the father of economics

\normalsize

@tbl-hard-rules shows the default output and @tbl-hard-rules-2 the sGT format output.

In [65]:
#| label: tbl-hard-rules-2
#| tbl-cap: Greater Tables output (Quarto generated caption)
sGT(hard, 'A table with varied columns.')
Out [65]:
A table with varied columns.
A B C
years! Int Float Float 3 Longer Text
2000 -100,000 2.389p -1,601.00 2025-03-14 once upon a time
2001 -91,667 22.217p -1,367.62 2025-03-26 risk is hard to define
2002 -83,333 206.619p -1,134.25 2025-04-07 not in Kansas anymore
2003 -75,000 1.922n -900.88 2025-04-19 neutrinos are hard to detect
2004 -66,667 17.870n -667.50 2025-05-01 Adam Smith is the father of economics
2005 -58,333 166.196n -434.12 2025-05-13 once upon a time
2006 -50,000 1.546u -200.75 2025-05-26 risk is hard to define
2007 -41,667 14.374u 32.62 2025-06-07 not in Kansas anymore
2008 -33,333 133.681u 266.00 2025-06-19 neutrinos are hard to detect
2009 -25,000 1.243m 499.38 2025-07-01 Adam Smith is the father of economics
2010 -16,667 11.562m 732.75 2025-07-13 once upon a time
2011 -8,333 107.527m 966.12 2025-07-25 risk is hard to define
2012 0 1.000 1,199.50 2025-08-07 not in Kansas anymore
2013 8,333 9.300 1,432.88 2025-08-19 neutrinos are hard to detect
2014 16,667 86.490 1,666.25 2025-08-31 Adam Smith is the father of economics
2015 25,000 804.357 1,899.62 2025-09-12 once upon a time
2016 33,333 7.481k 2,133.00 2025-09-24 risk is hard to define
2017 41,667 69.569k 2,366.38 2025-10-06 not in Kansas anymore
2018 50,000 646.990k 2,599.75 2025-10-19 neutrinos are hard to detect
2019 58,333 6.017M 2,833.12 2025-10-31 Adam Smith is the father of economics
2020 66,667 55.958M 3,066.50 2025-11-12 once upon a time
2021 75,000 520.411M 3,299.88 2025-11-24 risk is hard to define
2022 83,333 4.840G 3,533.25 2025-12-06 not in Kansas anymore
2023 91,667 45.010G 3,766.62 2025-12-18 neutrinos are hard to detect
2024 100,000 418.596G 4,000.00 2025-12-31 Adam Smith is the father of economics

Here are some alternatives:

  • @tbl-hard-rules-3a hrules no vrules
  • @tbl-hard-rules-3b change date and integer formats and
  • @tbl-hard-rules-3c change padding and debug mode.
In [66]:
#| echo: fenced
#| label: tbl-hard-rules-3a
#| tbl-cap: No V rules but hrules (Quarto generated caption)
display(sGT(hard.sample(5).sort_index(),
        caption='GT caption No v rules, but h rules',
        vrule_widths=(0,0,0),
        hrule_widths=(1,0,0)))
GT caption No v rules, but h rules
A B C
years! Int Float Float 3 Longer Text
2000 -100,000 0 -1,601.00 2025-03-14 once upon a time
2002 -83,333 0 -1,134.25 2025-04-07 not in Kansas anymore
2003 -75,000 0 -900.88 2025-04-19 neutrinos are hard to detect
2008 -33,333 0 266.00 2025-06-19 neutrinos are hard to detect
2018 50,000 646,990 2,599.75 2025-10-19 neutrinos are hard to detect
In [67]:
#| echo: fenced
#| label: tbl-hard-rules-3b
#| tbl-cap: Change date and integer formats  (Quarto generated caption)
display(sGT(hard.sample(5).sort_index(),
        caption='Change default date and integer formats',
        default_date_str='%m-%d', default_integer_str='[{x:d}]'))
Change default date and integer formats
A B C
years! Int Float Float 3 Longer Text
2001 [-91667] 0 -1,367.62 03-26 risk is hard to define
2004 [-66667] 0 -667.50 05-01 Adam Smith is the father of economics
2007 [-41667] 0 32.62 06-07 not in Kansas anymore
2008 [-33333] 0 266.00 06-19 neutrinos are hard to detect
2018 [50000] 646,990 2,599.75 10-19 neutrinos are hard to detect
In [45]:
#| echo: fenced
#| label: tbl-hard-rules-3c
#| tbl-cap: "Change padding and debug mode, boxes (Quarto generated caption)"
display(sGT(hard.sample(5).sort_index(),
        caption='Change padding, debug mode lines',
        padding_trbl=(10, 10, 20, 20), debug=True))
[6, 7.0, 9.0, 8.0, 10.0, 39.0]
Change padding, debug mode lines (id: TBM2NV7BWZEMG)
A B C
years! Int Float Float 3 Longer Text
2007 -41,667 14.374u 32.62 2025-06-07 not in Kansas anymore
2008 -33,333 133.681u 266.00 2025-06-19 neutrinos are hard to detect
2014 16,667 86.490 1,666.25 2025-08-31 Adam Smith is the father of economics
2016 33,333 7.481k 2,133.00 2025-09-24 risk is hard to define
2021 75,000 520.411M 3,299.88 2025-11-24 risk is hard to define

Here is the raw HTML and LaTeX output.

\footnotesize

In [68]:
#| label: raw-output
f = sGT(hard.head(4), debug=True)
print('HTML output\n')
print(f._repr_html_())

print('\n\n\nTeX output\n')
print(f._repr_latex_())
HTML output

<div class="greater-table">
<style>
    #TWRLFJOULVHRG  {
    border-collapse: collapse;
    font-family: "Roboto", "Open Sans Condensed", "Arial", 'Segoe UI', sans-serif;
    font-size: 0.9em;
    width: auto;
    /* tb and lr 
    width: fit-content; */
    margin: 10px auto; 
    border: none;
    overflow: auto;
    margin-left: auto;
    margin-right: auto;
    }
    /* tag formats */
    #TWRLFJOULVHRG caption {
        padding: 8px 10px 4px 10px;
        font-size: 0.99em;
        text-align: center;
        font-weight: normal;
        caption-side: top;
    }
    #TWRLFJOULVHRG thead {
        /* top and bottom of header */
        border-top: 1px solid #0ff;
        border-bottom: 1px solid #0ff;
        font-size: 0.99em;
        }
    #TWRLFJOULVHRG tbody {
        /* bottom of body */
        border-bottom: 1px solid #f0f;
        }
    #TWRLFJOULVHRG th  {
        vertical-align: bottom;
        padding: 8px 10px 8px 10px;
    }
    #TWRLFJOULVHRG td {
        /* top, right, bottom left cell padding */
        padding: 4px 10px 4px 10px;
        vertical-align: top;
    }
    /* class overrides */
    #TWRLFJOULVHRG .grt-hrule-0 {
        border-top: 0px solid #f00;
    }
    #TWRLFJOULVHRG .grt-hrule-1 {
        border-top: 0px solid #b00;
    }
    #TWRLFJOULVHRG .grt-hrule-2 {
        border-top: 0px solid #900;
    }
    /* for the header, there if you have v lines you want h lines
       hence use vrule_widths */
    #TWRLFJOULVHRG .grt-bhrule-0 {
        border-bottom: 1.5px solid #f00;
    }
    #TWRLFJOULVHRG .grt-bhrule-1 {
        border-bottom: 1px solid #b00;
    }
    #TWRLFJOULVHRG .grt-vrule-index {
        border-left: 1.5px solid #0f0;
    }
    #TWRLFJOULVHRG .grt-vrule-0 {
        border-left: 1.5px solid #0f0;
    }
    #TWRLFJOULVHRG .grt-vrule-1 {
        border-left: 1px solid #0a0;
    }
    #TWRLFJOULVHRG .grt-vrule-2 {
        border-left: 0.5px solid #090;
    }
    #TWRLFJOULVHRG .grt-left {
        text-align: left;
    }
    #TWRLFJOULVHRG .grt-center {
        text-align: center;
    }
    #TWRLFJOULVHRG .grt-right {
        text-align: right;
        font-variant-numeric: tabular-nums;
    }
    #TWRLFJOULVHRG .grt-head {
        font-family: "Times New Roman", 'Courier New';
        font-size: 0.99em;
    }
    #TWRLFJOULVHRG .grt-bold {
        font-weight: bold;
    }

    #TWRLFJOULVHRG .grt-c-0 { width: 5.5em; }
    #TWRLFJOULVHRG .grt-c-1 { width: 6.5em; }
    #TWRLFJOULVHRG .grt-c-2 { width: 7.0em; }
    #TWRLFJOULVHRG .grt-c-3 { width: 7.0em; }
    #TWRLFJOULVHRG .grt-c-4 { width: 7.5em; }
    #TWRLFJOULVHRG .grt-c-5 { width: 17.0em; }
</style>
<table id="TWRLFJOULVHRG">
<caption> (id: TWRLFJOULVHRG)</caption>
<colgroup>
<col style="width: 2.75em;"/>
<col style="width: 3.25em;"/>
<col style="width: 3.5em;"/>
<col style="width: 3.5em;"/>
<col style="width: 3.75em;"/>
<col style="width: 8.5em;"/>
</colgroup>
<thead>
<tr>
<th class="grt-left"></th>
<th class="grt-center grt-bhrule-0 grt-vrule-index" colspan="2">A</th>
<th class="grt-center grt-bhrule-0 grt-vrule-0" colspan="2">B</th>
<th class="grt-center grt-bhrule-0 grt-vrule-0" colspan="1">C</th>
</tr>
<tr>
<th class="grt-left">years!</th>
<th class="grt-center grt-vrule-index" colspan="1">Int</th>
<th class="grt-center grt-vrule-1" colspan="1">Float</th>
<th class="grt-center grt-vrule-0" colspan="1">Float</th>
<th class="grt-center grt-vrule-1" colspan="1">3</th>
<th class="grt-center grt-vrule-0" colspan="1">Longer Text</th>
</tr>
</thead>
<tbody>
<tr>
<td class="grt-c-0 grt-left">2000</td>
<td class="grt-c-1 grt-right grt-vrule-index">-100,000</td>
<td class="grt-c-2 grt-right grt-vrule-1"> 2.389p</td>
<td class="grt-c-3 grt-right grt-vrule-0">-1,601.00</td>
<td class="grt-c-4 grt-center grt-vrule-1">2025-03-14</td>
<td class="grt-c-5 grt-left grt-vrule-0">once upon a time</td>
</tr>
<tr>
<td class="grt-c-0 grt-left grt-hrule-0">2001</td>
<td class="grt-c-1 grt-right grt-hrule-0 grt-vrule-index">-91,667</td>
<td class="grt-c-2 grt-right grt-hrule-0 grt-vrule-1"> 22.217p</td>
<td class="grt-c-3 grt-right grt-hrule-0 grt-vrule-0">-1,367.62</td>
<td class="grt-c-4 grt-center grt-hrule-0 grt-vrule-1">2025-03-26</td>
<td class="grt-c-5 grt-left grt-hrule-0 grt-vrule-0"> risk is hard to define</td>
</tr>
<tr>
<td class="grt-c-0 grt-left grt-hrule-0">2002</td>
<td class="grt-c-1 grt-right grt-hrule-0 grt-vrule-index">-83,333</td>
<td class="grt-c-2 grt-right grt-hrule-0 grt-vrule-1"> 206.619p</td>
<td class="grt-c-3 grt-right grt-hrule-0 grt-vrule-0">-1,134.25</td>
<td class="grt-c-4 grt-center grt-hrule-0 grt-vrule-1">2025-04-07</td>
<td class="grt-c-5 grt-left grt-hrule-0 grt-vrule-0"> not in Kansas anymore</td>
</tr>
<tr>
<td class="grt-c-0 grt-left grt-hrule-0">2003</td>
<td class="grt-c-1 grt-right grt-hrule-0 grt-vrule-index">-75,000</td>
<td class="grt-c-2 grt-right grt-hrule-0 grt-vrule-1"> 1.922n</td>
<td class="grt-c-3 grt-right grt-hrule-0 grt-vrule-0">-900.88</td>
<td class="grt-c-4 grt-center grt-hrule-0 grt-vrule-1">2025-04-19</td>
<td class="grt-c-5 grt-left grt-hrule-0 grt-vrule-0"> neutrinos are hard to detect</td>
</tr>
</tbody>
</table></div>



TeX output


\begin{tikzpicture}[
    auto,
    transform shape,
    nosep/.style={inner sep=0},
    table/.style={
        matrix of nodes,
        row sep=0.125em,
        column sep=0.375em,
        nodes in empty cells,
        nodes={rectangle, scale=0.635, text badly ragged , draw=blue!10},
	row 1/.style={nodes={text=black, anchor=north, inner ysep=0, text height=0, text depth=0}},
	row 2/.style={nodes={text=black, anchor=south, inner ysep=.2em, minimum height=1.3em, font=\bfseries}},
	row 3/.style={nodes={text=black, anchor=south, inner ysep=.2em, minimum height=1.3em, font=\bfseries}},
	column  1/.style={nodes={align=left  }, text height=0.9em, text depth=0.2em, inner xsep=0.375em, inner ysep=0, text width=3.60em},
	column  2/.style={nodes={align=right }, nosep, text width=6.59em},
	column  3/.style={nodes={align=right }, nosep, text width=7.41em},
	column  4/.style={nodes={align=right }, nosep, text width=7.41em},
	column  5/.style={nodes={align=center}, nosep, text width=8.24em},
	column  6/.style={nodes={align=left  }, nosep, text width=23.89em},
	column  7/.style={text height=0.9em, text depth=0.2em, nosep, text width=0em}	}]
\matrix (TWRLFJOULVHRG) [table, ampersand replacement=\&]{
      \&          \&           \&           \&            \&                               \& \\
 \grtspacer \& A\grtspacer \& \grtspacer \& B\grtspacer \& \grtspacer \& C\grtspacer                   \& \\
 years!\grtspacer \& Int\grtspacer \& Float\grtspacer \& Float\grtspacer \& 3\grtspacer \& Longer Text\grtspacer         \& \\
 2000 \& -100,000 \&    2.389p \& -1,601.00 \& 2025-03-14 \& once upon a time              \& \\
 2001 \&  -91,667 \&   22.217p \& -1,367.62 \& 2025-03-26 \&  risk is hard to define       \& \\
 2002 \&  -83,333 \&  206.619p \& -1,134.25 \& 2025-04-07 \&  not in Kansas anymore        \& \\
 2003 \&  -75,000 \&    1.922n \&   -900.88 \& 2025-04-19 \&  neutrinos are hard to detect \& \\
};

\path[draw, thick] (TWRLFJOULVHRG-1-1.south west)  -- (TWRLFJOULVHRG-1-7.south east);
\path[draw, semithick] ([yshift=-0.0625em]TWRLFJOULVHRG-3-1.south west)  -- ([yshift=-0.0625em]TWRLFJOULVHRG-3-7.south east);
\path[draw, thick] ([yshift=-0.3125em]TWRLFJOULVHRG-7-1.base west)  -- ([yshift=-0.3125em]TWRLFJOULVHRG-7-7.base east);
\path[draw, very thin] ([xshift=-0.1875em, yshift=-0.0625em]TWRLFJOULVHRG-2-2.south west)  -- ([yshift=-0.0625em]TWRLFJOULVHRG-2-7.south east);
\path[draw, very thin] ([xshift=-0.1875em]TWRLFJOULVHRG-1-2.south west)  -- ([yshift=-0.3125em, xshift=-0.1875em]TWRLFJOULVHRG-7-2.base west);
\path[draw, ultra thin] ([xshift=0.1875em, yshift=-0.0625em]TWRLFJOULVHRG-1-3.south east)  -- ([yshift=-0.3125em, xshift=0.1875em]TWRLFJOULVHRG-7-3.base east);
\path[draw, ultra thin] ([xshift=0.1875em, yshift=-0.0625em]TWRLFJOULVHRG-1-5.south east)  -- ([yshift=-0.3125em, xshift=0.1875em]TWRLFJOULVHRG-7-5.base east);



\end{tikzpicture}

\normalsize

A Table with TeX Content

In [69]:
#| label: tbl-tex
#| tbl-cap: '(Quarto generated caption): table displayed by default routine.'
index = pd.Index(["A", "B", "$C_1$", "C_2 not tex", '$\\cos(A)$'])
tex = pd.DataFrame(
{'x': np.arange(2020, 2025, dtype=int),
'b': np.random.random(5),
'a1': [f'$x^{i}$' for i in range(5,10)],
'a2': [f'$\\sin({i}x\\pi/n)$' for i in range(5,10)],
'a3': [f'$x^{i}$' for i in range(5,10)],
'a4': [f'\\(x^{i}\\)' for i in range(5,10)],
}).set_index('x')
tex = tex.head()
tex.columns = index
tex
Out [69]:
A B $C_1$ C_2 not tex $\cos(A)$
x
2020 0.424657 $x^5$ $\sin(5x\pi/n)$ $x^5$ \(x^5\)
2021 0.209278 $x^6$ $\sin(6x\pi/n)$ $x^6$ \(x^6\)
2022 0.068308 $x^7$ $\sin(7x\pi/n)$ $x^7$ \(x^7\)
2023 0.797205 $x^8$ $\sin(8x\pi/n)$ $x^8$ \(x^8\)
2024 0.519346 $x^9$ $\sin(9x\pi/n)$ $x^9$ \(x^9\)
In [70]:
#| label: tbl-tex-2
#| tbl-cap: GT output (Quarto generated caption)
sGT(tex, 'GT Caption')
Out [70]:
GT Caption
x A B \(C_1\) C_2 not tex \(\cos(A)\)
2020 0.42466 \(x^5\) \(\sin(5x\pi/n)\) \(x^5\) \(x^5\)
2021 0.20928 \(x^6\) \(\sin(6x\pi/n)\) \(x^6\) \(x^6\)
2022 0.06831 \(x^7\) \(\sin(7x\pi/n)\) \(x^7\) \(x^7\)
2023 0.79721 \(x^8\) \(\sin(8x\pi/n)\) \(x^8\) \(x^8\)
2024 0.51935 \(x^9\) \(\sin(9x\pi/n)\) \(x^9\) \(x^9\)

Ratio columns.

In [71]:
#| label: tbl-tex-3
#| tbl-cap: greater table output
tex.columns = ["A (%)", "B", "$C_1$", "C_2 not tex", '$\\cos(A)$']
sGT(tex, 'Ratio columns in A', ratio_cols='A (%)')
Out [71]:
Ratio columns in A
x A (%) B \(C_1\) C_2 not tex \(\cos(A)\)
2020 42.5% \(x^5\) \(\sin(5x\pi/n)\) \(x^5\) \(x^5\)
2021 20.9% \(x^6\) \(\sin(6x\pi/n)\) \(x^6\) \(x^6\)
2022 6.8% \(x^7\) \(\sin(7x\pi/n)\) \(x^7\) \(x^7\)
2023 79.7% \(x^8\) \(\sin(8x\pi/n)\) \(x^8\) \(x^8\)
2024 51.9% \(x^9\) \(\sin(9x\pi/n)\) \(x^9\) \(x^9\)

Greater_tables Test Suite

In [72]:
#| echo: true
#| label: greater-tables-test
test_gen = gtu.TestDFGenerator(0, 0)
ans = test_gen.test_suite()

Test Table: basic

In [73]:
#| echo: true
#| label: tbl-greater-tables-test-0
#| tbl-cap: GT output for test table basic
hrw = (0, 0, 0)
sGT(ans['basic'], "Basic", ratio_cols='z', aligners={'w': 'l'},
        hrule_widths=hrw)
Out [73]:
Basic
unintentionally amply float deeper str grains date indicators datetime inject int originates str philosophers int snowy float
8,003 12.899M malicious 2025-09-08 2010-07-06 -3,452 contracts 693,336,903 5.120
18,582 858.904 manufacturers 2023-05-02 2015-06-12 7,457 collapse 789,639,196 765.357m
18,825 229.354k shortfall 2030-08-24 2008-08-21 -2,476 sprawl 741,809,916 8.096k
20,431 5.300 plugs 2023-03-07 2019-03-27 2,255 generalize 993,293,639 106.115m
61,650 461.180m setter 2023-03-07 2015-06-12 9,625 downright 577,547,084 178.442k
65,395 230.601 longhorn 2033-05-29 2024-10-10 -5,797 humor 821,555,659 2.267M
69,741 829.476 secretly 2025-02-10 2024-09-18 9,649 hills 99,644,183 97.579k
74,709 110.246 strove 2033-05-29 2008-08-21 1,255 monster 128,426,346 404.926k
77,783 7.586 conclusive 2030-08-24 2023-04-29 4,827 proffer 818,501,173 18.774k
97,969 10.485k josephine 2025-02-10 2024-09-18 7,937 permissions 38,019,258 538.646

Comments go here.

Test Table: timeseries

In [74]:
#| echo: true
#| label: tbl-greater-tables-test-1
#| tbl-cap: GT output for test table timeseries
hrw = (0, 0, 0)
sGT(ans['timeseries'], "Timeseries", ratio_cols='z', aligners={'w': 'l'},
        hrule_widths=hrw)
Out [74]:
Timeseries
bushes Acquired Bars Renter date Bristle Engagement Backwater datetime Heighten Boning Unlucky float
2008-07-10 2012-05-16 2010-10-14 517.008E
2009-03-25 2026-04-05 2020-03-31 0.000y
2009-08-09 2017-04-25 2016-04-01 -29.269u
2010-02-01 2026-04-05 2013-07-14 0.000y
2010-12-31 2024-01-03 2016-11-20 -30.741u
2014-06-20 2032-11-16 2016-04-01 1.250m
2015-02-13 2026-04-05 2016-11-20 335.357f
2018-03-19 2012-05-16 2029-02-11 -102.890Z
2018-12-07 2024-07-26 2019-01-14 -0.022y
2019-10-29 2007-07-13 2013-07-14 1.216k
2021-08-21 2024-10-12 2025-07-11 43.521a
2021-11-12 2007-07-13 2031-10-24 -0.000y
2025-01-01 2009-04-13 2016-04-01 -631123020.816Y
2026-01-10 2017-04-25 2029-02-11 0.000y
2026-12-27 2017-04-25 2016-11-20 -0.000y
2027-09-20 2026-04-05 2016-04-01 3321909909.577Y
2028-12-23 2014-04-09 2032-03-29 -25.876Z
2029-11-14 2018-03-16 2029-02-11 -69.776E
2031-04-20 2007-07-13 2016-04-01 -2.204k
2031-08-19 2032-11-16 2019-01-14 32915.427Y

Comments go here.

Test Table: multiindex

In [75]:
#| echo: true
#| label: tbl-greater-tables-test-2
#| tbl-cap: GT output for test table multiindex
hrw = (1.5, 1.0, 0.5)
sGT(ans['multiindex'], "Multiindex", ratio_cols='z', aligners={'w': 'l'},
        hrule_widths=hrw)
Out [75]:
Multiindex
phantom animal direction Bitty Youthful Express float Immunity Counts Hose date Pennies Reveals Afresh date Spotty Paralleling Discreet date Stanley Quarrel Alligator str
18,496 assent 43,086 0.00003 2010-04-13 2033-01-25 2033-01-12 areas
85,780 0.36067 2027-07-10 2032-01-23 2025-10-22 mantra
crusader 63,535 0.00000 2027-07-10 2029-09-04 2008-11-09 refers
87,826 0.00003 2029-08-31 2021-11-14 2010-09-03 ministerial
magnetic 10,111 0.00462 2022-12-07 2021-06-14 2023-01-22 woods
14,350 0.00000 2010-04-13 2022-03-16 2023-01-22 codification
43,753 0.01100 2019-02-17 2029-09-04 2009-05-18 object
98,682 0.00000 2027-07-10 2033-01-25 2009-02-12 dusty
51,439 assent 93,001 0.00000 2031-07-03 2021-11-14 2020-10-04 lama
crusader 49,688 0.00000 2022-12-07 2021-11-14 2033-01-12 citizen

Comments go here.

Test Table: multicolumns

In [76]:
#| echo: true
#| label: tbl-greater-tables-test-3
#| tbl-cap: GT output for test table multicolumns
hrw = (0, 0, 0)
sGT(ans['multicolumns'], "Multicolumns", ratio_cols='z', aligners={'w': 'l'},
        hrule_widths=hrw)
Out [76]:
Multicolumns
psychic skirted
press ventured ventured
stimulation galling unopened pessimism skin geneva
5,309 0.00001 penalizing 2020 2030-02-11 0.20600
6,029 0.00000 guise 2009 2022-03-18 0.00003
8,065 3.27603 pseudo 2008 2008-07-27 5.65328
14,749 0.04182 instituted 2025 2009-06-05 0.00034
43,062 0.00000 redeemable 1995 2029-05-29 0.00000
61,872 0.19522 seth 2006 2022-03-18 0.00000
69,979 0.22767 aimless 2000 2028-03-06 0.00000
70,526 0.00226 affirms 1993 2008-07-27 0.00035
81,072 0.00000 spain 2022 2028-03-06 0.00000
89,060 0.00001 underemployed 2011 2008-07-27 0.02550

Comments go here.

Test Table: complex

In [77]:
#| echo: true
#| label: tbl-greater-tables-test-4
#| tbl-cap: GT output for test table complex
hrw = (1.5, 1.0, 0.5)
sGT(ans['complex'], "Complex", ratio_cols='z', aligners={'w': 'l'},
        hrule_widths=hrw)
Out [77]:
Complex
casualty copenhagen
negating simmering autistic negating simmering
harding broken loosened bachelor drawings arbitrated cashing angels beneficiary lending studiously paraplegic unwieldy
49,146 brew 293 0.06295 2010-05-15 2031-06-12 1997 chore 937,952,742 0.00001 2031-08-06 0.00000 2014
3,426 1.96586 2013-08-05 2029-08-20 2008 race 804,609,967 0.00000 2013-10-19 0.00138 2015
19,871 0.00000 2028-03-18 2011-02-16 1993 economy 268,719,618 0.00001 2013-10-19 0.00028 1994
77,970 0.00003 2028-03-18 2008-09-29 2023 exes 4,595,844 4.23108 2013-10-19 0.00854 2015
fastest 13,856 0.00000 2008-07-29 2007-03-02 1995 intrinsically 655,235,802 0.00009 2033-05-09 0.00002 2004
31,418 0.00001 2031-03-12 2028-10-19 2019 cradles 657,320,759 0.00000 2018-11-17 0.00000 2001
35,022 0.00000 2016-08-01 2010-04-21 2027 massage 283,304,167 0.00000 2020-09-02 0.00549 2029
80,108 0.17548 2031-03-12 2017-05-22 2018 puzzled 925,082,070 0.00000 2013-10-19 1.88962 2021
fliers 25,936 0.00015 2016-09-04 2017-12-13 2029 computations 426,967,583 0.00000 2032-04-15 0.00000 1999
64,433 0.00000 2016-06-18 2007-05-29 2004 passages 612,446,471 0.00017 2032-04-15 0.49959 2009
80,229 0.22559 2016-06-18 2017-07-05 2018 repeat 112,776,801 6.77617 2024-07-09 0.00000 2022
86,639 brew 13,964 0.00000 2016-08-01 2007-03-02 2017 frills 821,529,783 0.07168 2014-09-27 0.00000 2025
41,593 0.00003 2008-07-29 2007-05-29 2016 endorsing 806,241,846 0.02960 2027-10-15 0.00001 2002
43,850 0.00000 2007-01-12 2011-02-21 1991 editorially 521,714,110 0.22257 2031-08-06 0.00015 2024
82,547 0.00000 2016-08-01 2007-03-02 2027 february 971,932,927 1.45559 2015-10-18 0.00006 1997
fastest 49,901 0.00000 2027-11-12 2029-08-20 2022 fancier 69,371,825 1.23570 2008-10-25 0.00117 2009
59,151 0.00723 2018-04-24 2029-11-19 2022 hope 675,380,408 0.08046 2015-10-18 0.00001 1992
85,930 0.00000 2015-06-24 2025-05-14 2020 decried 923,139,367 0.00000 2015-10-18 0.00001 2009
fliers 45,876 0.00830 2018-12-17 2025-05-14 2019 proximate 721,860,881 0.00006 2012-02-23 0.02256 2028
74,667 0.00000 2023-08-03 2028-10-13 2001 cautionary 44,092,454 0.00001 2008-10-25 2.24084 2027

Comments go here.

Other input formats

Markown

Insured group or insurance product Sat RP RF
Non-standard auto x
General liability for judgment proof corporation x
Term life insurance x
Catastrophe Reinsurance, outside rating agency bounds x
High limit property per risk reinsurance x
Personal lines for affluent individuals x x
Small commercial lines x x
Catastrophe reinsurance, within rating agency bounds x x
Large account captive reinsurance x
Structured quota share, requiring a risk transfer test x x
Working layer casualty excess of loss x x
Surplus relief quota share on cat exposed line x x x
Middle market commercial lines work comp or commercial auto x x x
In [78]:
#| echo: true
#| label: tbl-greater-tables-test-5
#| tbl-cap: GT from markdown table input
txt = '''

| **Insured group or insurance product**                      | **Sat** | **RP** | **RF** |
|:------------------------------------------------------------|:-------:|:------:|:------:|
| Non-standard auto                                           |    x    |        |        |
| General liability for judgment proof corporation            |    x    |        |        |
| Term life insurance                                         |         |   x    |        |
| Catastrophe Reinsurance, outside rating agency bounds       |         |   x    |        |
| High limit property per risk reinsurance                    |         |   x    |        |
| Personal lines for affluent individuals                     |    x    |   x    |        |
| Small commercial lines                                      |    x    |   x    |        |
| Catastrophe reinsurance, within rating agency bounds        |    x    |   x    |        |
| Large account captive reinsurance                           |         |        |   x    |
| Structured quota share, requiring a risk transfer test      |    x    |        |   x    |
| Working layer casualty excess of loss                       |         |   x    |   x    |
| Surplus relief quota share on cat exposed line              |    x    |   x    |   x    |
| Middle market commercial lines work comp or commercial auto |    x    |   x    |   x    |


'''

GT(txt)
Out [78]:
Insured group or insurance product Sat RP RF
Non-standard auto x
General liability for judgment proof corporation x
Term life insurance x
Catastrophe Reinsurance, outside rating agency bounds x
High limit property per risk reinsurance x
Personal lines for affluent individuals x x
Small commercial lines x x
Catastrophe reinsurance, within rating agency bounds x x
Large account captive reinsurance x
Structured quota share, requiring a risk transfer test x x
Working layer casualty excess of loss x x
Surplus relief quota share on cat exposed line x x x
Middle market commercial lines work comp or commercial auto x x x

List of lists

In [83]:
x = None
if x:
    print(123)
In [79]:
#| echo: true
#| label: tbl-greater-tables-test-6
#| tbl-cap: GT output for list of lists input
lol = [['a', 'b', 'c', 'd'], ['west', 10, 20, 30], ['east', 10, 200, 30], ['north', 10, 20, 300], ['south', 100, 20, 30]]
GT(lol)
Out [79]:
a b c d
west 10 20 30
east 10 200 30
north 10 20 300
south 100 20 30
In [80]:
f = GT(lol)
f
Out [80]:
a b c d
west 10 20 30
east 10 200 30
north 10 20 300
south 100 20 30
In [87]:
tbl = '''

Var | Amount 
:---|------:
A | 100.0
B | 0.123
C | A string

'''

def ff(x):
    if abs(x) < 1:
        return f'{x:.1%}'
    else:
        return f'{x:,.2f}'

sGT(tbl, table_float_format=ff)
Out [87]:
Var Amount
A 100.00
B 12.3%
C A string
In [88]:
P = 1000 * 1.075**-10 + 120
L = 1000
ry = .1
v = 1/(1+ry)
T = 10 
pv = P - v**T * L
fv = pv / v**T
pv, fv
Out [88]:
(219.6506388719328, 569.7171884302238)
In [ ]:
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