pytablewriter 0.58.0

pytablewriter is a Python library to write a table in various formats: CSV / Elasticsearch / HTML / JavaScript / JSON / LaTeX / LDJSON / LTSV / Markdown / MediaWiki / NumPy / Excel / Pandas / Python / reStructuredText / SQLite / TOML / TSV / YAML.

pytablewriter

• Summary

  • Features

• Installation

  • Installation: pip

  • Installation: conda

  • Installation: apt

• Examples

  • Write tables

  • Get rendered tabular text as str

  • Configure table styles

  • Make tables for specific applications

  • Multibyte character support

  • Multi processing

  • For more information

• Dependencies

  • Optional dependencies

• Documentation

• Projects using pytablewriter

• Related Projects

• Sponsors

Summary

pytablewriter is a Python library to write a table in various formats: CSV / Elasticsearch / HTML / JavaScript / JSON / LaTeX / LDJSON / LTSV / Markdown / MediaWiki / NumPy / Excel / Pandas / Python / reStructuredText / SQLite / TOML / TSV / YAML.

Features

• Write a table in various formats:

  • Text formats:

    • CSV / Tab-separated values (TSV)

    • HTML / CSS

    • JSON / Line-delimited JSON(LDJSON)

    • Labeled Tab-separated Values (LTSV)

    • LaTeX: tabular/array environment

    • Markdown: GitHub Flavored Markdown (GFM), etc.

    • MediaWiki

    • reStructuredText: Grid Tables/Simple Tables/CSV Table

    • Source code (definition of a variable that represents tabular data)

      • JavaScript / NumPy (numpy.array) / Pandas (pandas.DataFrame) / Python

    • Space aligned values

    • TOML

    • YAML

    • Unicode

  • Binary file formats:

    • Microsoft Excel ^TM (.xlsx/.xls file format)

    • pandas.DataFrame pickle file

    • SQLite database

  • Application specific formats:

    • Elasticsearch

• Automatic table cell formatting:

  • Alignment

  • Padding

  • Decimal places of numbers

• Customize table cell styles:

  • Text/Background color

  • Text alignment

  • Font size/weight

  • Thousand separator for numbers: e.g. 1,000/1 000

• Configure output:

  • Write table to a stream such as a file/standard-output/string-buffer/Jupyter-Notebook

  • Get rendered tabular text

• Data sources:

  • nested list

  • CSV

  • pandas.DataFrame / pandas.Series

  • etc.

• Multibyte character support

• ANSI color support

Installation

Installation: pip

pip install pytablewriter

Some of the formats require additional dependency packages, you can install these packages as follows:

Installation of optional dependencies

Installation example	Remark
pip install pytablewriter[es]	Elasticsearch
pip install pytablewriter[excel]	Excel
pip install pytablewriter[html]	HTML
pip install pytablewriter[sqlite]	SQLite
pip install pytablewriter[toml]	TOML
pip install pytablewriter[theme]	Theme plugins
pip install pytablewriter[all]	Install all of the optioanal dependencies

Installation: conda

conda install -c conda-forge pytablewriter

Installation: apt

sudo add-apt-repository ppa:thombashi/ppa
sudo apt update
sudo apt install python3-pytablewriter

Examples

Write tables

Write a Markdown table

Sample Code:

from pytablewriter import MarkdownTableWriter

def main():
    writer = MarkdownTableWriter(
        table_name="example_table",
        headers=["int", "float", "str", "bool", "mix", "time"],
        value_matrix=[
            [0,   0.1,      "hoge", True,   0,      "2017-01-01 03:04:05+0900"],
            [2,   "-2.23",  "foo",  False,  None,   "2017-12-23 45:01:23+0900"],
            [3,   0,        "bar",  "true",  "inf", "2017-03-03 33:44:55+0900"],
            [-10, -9.9,     "",     "FALSE", "nan", "2017-01-01 00:00:00+0900"],
        ],
    )
    writer.write_table()

if __name__ == "__main__":
    main()

Output:

# example_table
|int|float|str |bool |  mix   |          time          |
|--:|----:|----|-----|-------:|------------------------|
|  0| 0.10|hoge|True |       0|2017-01-01 03:04:05+0900|
|  2|-2.23|foo |False|        |2017-12-23 12:34:51+0900|
|  3| 0.00|bar |True |Infinity|2017-03-03 22:44:55+0900|
|-10|-9.90|    |False|     NaN|2017-01-01 00:00:00+0900|

Rendering Result:

Rendered markdown at GitHub

Write a Markdown table with a margin

Sample Code:

from pytablewriter import MarkdownTableWriter

def main():
    writer = MarkdownTableWriter(
        table_name="write example with a margin",
        headers=["int", "float", "str", "bool", "mix", "time"],
        value_matrix=[
            [0,   0.1,      "hoge", True,   0,      "2017-01-01 03:04:05+0900"],
            [2,   "-2.23",  "foo",  False,  None,   "2017-12-23 45:01:23+0900"],
            [3,   0,        "bar",  "true",  "inf", "2017-03-03 33:44:55+0900"],
            [-10, -9.9,     "",     "FALSE", "nan", "2017-01-01 00:00:00+0900"],
        ],
        margin=1  # add a whitespace for both sides of each cell
    )
    writer.write_table()

if __name__ == "__main__":
    main()

Output:

# write example with a margin
| int | float | str  | bool  |   mix    |           time           |
|----:|------:|------|-------|---------:|--------------------------|
|   0 |  0.10 | hoge | True  |        0 | 2017-01-01 03:04:05+0900 |
|   2 | -2.23 | foo  | False |          | 2017-12-23 12:34:51+0900 |
|   3 |  0.00 | bar  | True  | Infinity | 2017-03-03 22:44:55+0900 |
| -10 | -9.90 |      | False |      NaN | 2017-01-01 00:00:00+0900 |

margin attribute can be available for all of the text format writer classes.

Write a table to an Excel sheet

Sample Code:

from pytablewriter import ExcelXlsxTableWriter

def main():
    writer = ExcelXlsxTableWriter()
    writer.table_name = "example"
    writer.headers = ["int", "float", "str", "bool", "mix", "time"]
    writer.value_matrix = [
        [0,   0.1,      "hoge", True,   0,      "2017-01-01 03:04:05+0900"],
        [2,   "-2.23",  "foo",  False,  None,   "2017-12-23 12:34:51+0900"],
        [3,   0,        "bar",  "true",  "inf", "2017-03-03 22:44:55+0900"],
        [-10, -9.9,     "",     "FALSE", "nan", "2017-01-01 00:00:00+0900"],
    ]
    writer.dump("sample.xlsx")

if __name__ == "__main__":
    main()

Output:

Output excel file (sample_single.xlsx)

Write a Unicode table

Sample Code:

from pytablewriter import UnicodeTableWriter

def main():
    writer = UnicodeTableWriter()
    writer.table_name = "example_table"
    writer.headers = ["int", "float", "str", "bool", "mix", "time"]
    writer.value_matrix = [
        [0,   0.1,      "hoge", True,   0,      "2017-01-01 03:04:05+0900"],
        [2,   "-2.23",  "foo",  False,  None,   "2017-12-23 45:01:23+0900"],
        [3,   0,        "bar",  "true",  "inf", "2017-03-03 33:44:55+0900"],
        [-10, -9.9,     "",     "FALSE", "nan", "2017-01-01 00:00:00+0900"],
    ]

    writer.write_table()

if __name__ == "__main__":
    main()

Output:

┌───┬─────┬────┬─────┬────────┬────────────────────────┐
│int│float│str │bool │  mix   │          time          │
├───┼─────┼────┼─────┼────────┼────────────────────────┤
│  0│ 0.10│hoge│True │       0│2017-01-01 03:04:05+0900│
├───┼─────┼────┼─────┼────────┼────────────────────────┤
│  2│-2.23│foo │False│        │2017-12-23 12:34:51+0900│
├───┼─────┼────┼─────┼────────┼────────────────────────┤
│  3│ 0.00│bar │True │Infinity│2017-03-03 22:44:55+0900│
├───┼─────┼────┼─────┼────────┼────────────────────────┤
│-10│-9.90│    │False│     NaN│2017-01-01 00:00:00+0900│
└───┴─────┴────┴─────┴────────┴────────────────────────┘

Write a table with JavaScript format (as a nested list variable definition)

Sample Code:

import pytablewriter

def main():
    writer = pytablewriter.JavaScriptTableWriter()
    writer.table_name = "example_table"
    writer.headers = ["int", "float", "str", "bool", "mix", "time"]
    writer.value_matrix = [
        [0,   0.1,      "hoge", True,   0,      "2017-01-01 03:04:05+0900"],
        [2,   "-2.23",  "foo",  False,  None,   "2017-12-23 45:01:23+0900"],
        [3,   0,        "bar",  "true",  "inf", "2017-03-03 33:44:55+0900"],
        [-10, -9.9,     "",     "FALSE", "nan", "2017-01-01 00:00:00+0900"],
    ]

    writer.write_table()

if __name__ == "__main__":
    main()

Output:

const example_table = [
    ["int", "float", "str", "bool", "mix", "time"],
    [0, 0.10, "hoge", true, 0, "2017-01-01 03:04:05+0900"],
    [2, -2.23, "foo", false, null, "2017-12-23 12:34:51+0900"],
    [3, 0.00, "bar", true, Infinity, "2017-03-03 22:44:55+0900"],
    [-10, -9.90, "", false, NaN, "2017-01-01 00:00:00+0900"]
];

Write a Markdown table from pandas.DataFrame instance

from_dataframe method of writer classes will set up tabular data from pandas.DataFrame:

Sample Code:

from textwrap import dedent
import pandas as pd
import io
from pytablewriter import MarkdownTableWriter

def main():
    csv_data = io.StringIO(dedent("""\
        "i","f","c","if","ifc","bool","inf","nan","mix_num","time"
        1,1.10,"aa",1.0,"1",True,Infinity,NaN,1,"2017-01-01 00:00:00+09:00"
        2,2.20,"bbb",2.2,"2.2",False,Infinity,NaN,Infinity,"2017-01-02 03:04:05+09:00"
        3,3.33,"cccc",-3.0,"ccc",True,Infinity,NaN,NaN,"2017-01-01 00:00:00+09:00"
        """))
    df = pd.read_csv(csv_data, sep=',')

    writer = MarkdownTableWriter()
    writer.from_dataframe(df)
    writer.write_table()

if __name__ == "__main__":
    main()

Output:

| i | f  | c  | if |ifc|bool |  inf   |nan|mix_num |          time           |
|--:|---:|----|---:|---|-----|--------|---|-------:|-------------------------|
|  1|1.10|aa  | 1.0|  1|True |Infinity|NaN|       1|2017-01-01 00:00:00+09:00|
|  2|2.20|bbb | 2.2|2.2|False|Infinity|NaN|Infinity|2017-01-02 03:04:05+09:00|
|  3|3.33|cccc|-3.0|ccc|True |Infinity|NaN|     NaN|2017-01-01 00:00:00+09:00|

Adding a column of the DataFrame index if you specify add_index_column=True:

Sample Code:

import pandas as pd
from pytablewriter import MarkdownTableWriter

def main():
    writer = MarkdownTableWriter()
    writer.table_name = "add_index_column"
    writer.from_dataframe(
        pd.DataFrame({"A": [1, 2], "B": [10, 11]}, index=["a", "b"]),
        add_index_column=True,
    )
    writer.write_table()

if __name__ == "__main__":
    main()

Output:

# add_index_column
|   | A | B |
|---|--:|--:|
|a  |  1| 10|
|b  |  2| 11|

Write a markdown table from a space-separated values

Sample Code:

from textwrap import dedent
import pytablewriter

def main():
    writer = pytablewriter.MarkdownTableWriter()
    writer.table_name = "ps"
    writer.from_csv(
        dedent("""\
            USER       PID %CPU %MEM    VSZ   RSS TTY      STAT START   TIME COMMAND
            root         1  0.0  0.4  77664  8784 ?        Ss   May11   0:02 /sbin/init
            root         2  0.0  0.0      0     0 ?        S    May11   0:00 [kthreadd]
            root         4  0.0  0.0      0     0 ?        I<   May11   0:00 [kworker/0:0H]
            root         6  0.0  0.0      0     0 ?        I<   May11   0:00 [mm_percpu_wq]
            root         7  0.0  0.0      0     0 ?        S    May11   0:01 [ksoftirqd/0]
        """),
        delimiter=" ")
    writer.write_table()

if __name__ == "__main__":
    main()

Output:

# ps
|USER|PID|%CPU|%MEM| VSZ |RSS |TTY|STAT|START|TIME|   COMMAND    |
|----|--:|---:|---:|----:|---:|---|----|-----|----|--------------|
|root|  1|   0| 0.4|77664|8784|?  |Ss  |May11|0:02|/sbin/init    |
|root|  2|   0| 0.0|    0|   0|?  |S   |May11|0:00|[kthreadd]    |
|root|  4|   0| 0.0|    0|   0|?  |I<  |May11|0:00|[kworker/0:0H]|
|root|  6|   0| 0.0|    0|   0|?  |I<  |May11|0:00|[mm_percpu_wq]|
|root|  7|   0| 0.0|    0|   0|?  |S   |May11|0:01|[ksoftirqd/0] |

Get rendered tabular text as str

dumps method returns rendered tabular text. dumps only available for text format writers.

Sample Code:

import pytablewriter

def main():
    writer = pytablewriter.MarkdownTableWriter()
    writer.headers = ["int", "float", "str", "bool", "mix", "time"]
    writer.value_matrix = [
        [0,   0.1,      "hoge", True,   0,      "2017-01-01 03:04:05+0900"],
        [2,   "-2.23",  "foo",  False,  None,   "2017-12-23 45:01:23+0900"],
        [3,   0,        "bar",  "true",  "inf", "2017-03-03 33:44:55+0900"],
        [-10, -9.9,     "",     "FALSE", "nan", "2017-01-01 00:00:00+0900"],
    ]

    print(writer.dumps())

if __name__ == "__main__":
    main()

Output:

|int|float|str |bool |  mix   |          time          |
|--:|----:|----|-----|-------:|------------------------|
|  0| 0.10|hoge|True |       0|2017-01-01 03:04:05+0900|
|  2|-2.23|foo |False|        |2017-12-23 45:01:23+0900|
|  3| 0.00|bar |True |Infinity|2017-03-03 33:44:55+0900|
|-10|-9.90|    |False|     NaN|2017-01-01 00:00:00+0900|

Configure table styles

Column styles

Writers can specify Style for each column by column_styles attribute of writer classes.

Sample Code:

from pytablewriter import MarkdownTableWriter
from pytablewriter.style import Style

def main():
    writer = MarkdownTableWriter()
    writer.table_name = "set style by column_styles"
    writer.headers = [
        "auto align",
        "left align",
        "center align",
        "bold",
        "italic",
        "bold italic ts",
    ]
    writer.value_matrix = [
        [11, 11, 11, 11, 11, 11],
        [1234, 1234, 1234, 1234, 1234, 1234],
    ]

    # specify styles for each column
    writer.column_styles = [
        Style(),
        Style(align="left"),
        Style(align="center"),
        Style(font_weight="bold"),
        Style(font_style="italic"),
        Style(font_weight="bold", font_style="italic", thousand_separator=","),
    ]

    writer.write_table()

if __name__ == "__main__":
    main()

Output:

# set style by styles
|auto align|left align|center align|  bold  |italic|bold italic ts|
|---------:|----------|:----------:|-------:|-----:|-------------:|
|        11|11        |     11     |  **11**|  _11_|      _**11**_|
|      1234|1234      |    1234    |**1234**|_1234_|   _**1,234**_|

Rendering result

You can also set Style to a specific column with index or header by using set_style method:

Sample Code:

from pytablewriter import MarkdownTableWriter
from pytablewriter.style import Style

def main():
    writer = MarkdownTableWriter()
    writer.headers = ["A", "B", "C",]
    writer.value_matrix = [[11, 11, 11], [1234, 1234, 1234]]

    writer.table_name = "set style by column index"
    writer.set_style(1, Style(align="center", font_weight="bold"))
    writer.set_style(2, Style(thousand_separator=" "))
    writer.write_table()
    writer.write_null_line()

    writer.table_name = "set style by header"
    writer.set_style("B", Style(font_style="italic"))
    writer.write_table()

if __name__ == "__main__":
    main()

Output:

# set style by column index
| A  |   B    |  C  |
|---:|:------:|----:|
|  11| **11** |   11|
|1234|**1234**|1 234|

# set style by header
| A  |  B   |  C  |
|---:|-----:|----:|
|  11|  _11_|   11|
|1234|_1234_|1 234|

Style filter

set_theme method can set predefined style filters. The following command will install themes:

pip install pytablewriter[theme]

altrow theme will colored rows alternatively:

Sample Code:

writer = TableWriterFactory.create_from_format_name("markdown")
writer.headers = ["INT", "STR"]
writer.value_matrix = [[1, "hoge"], [2, "foo"], [3, "bar"]]
writer.margin = 1

writer.set_theme("altrow")

writer.write_table()

Output:

Make tables for specific applications

Render a table on Jupyter Notebook

https://nbviewer.jupyter.org/github/thombashi/pytablewriter/blob/master/examples/ipynb/jupyter_notebook_example.ipynb

Table formatting for Jupyter Notebook

Multibyte character support

Write a table using multibyte character

You can use multibyte characters as table data. Multibyte characters also properly padded and aligned.

Sample Code:

import pytablewriter

def main():
    writer = pytablewriter.RstSimpleTableWriter()
    writer.table_name = "生成に関するパターン"
    writer.headers = ["パターン名", "概要", "GoF", "Code Complete[1]"]
    writer.value_matrix = [
        ["Abstract Factory", "関連する一連のインスタンスを状況に応じて、適切に生成する方法を提供する。", "Yes", "Yes"],
        ["Builder", "複合化されたインスタンスの生成過程を隠蔽する。", "Yes", "No"],
        ["Factory Method", "実際に生成されるインスタンスに依存しない、インスタンスの生成方法を提供する。", "Yes", "Yes"],
        ["Prototype", "同様のインスタンスを生成するために、原型のインスタンスを複製する。", "Yes", "No"],
        ["Singleton", "あるクラスについて、インスタンスが単一であることを保証する。", "Yes", "Yes"],
    ]
    writer.write_table()

if __name__ == "__main__":
    main()

Output:

Output of multi-byte character table

Multi processing

You can increase the number of workers to process table data via max_workers attribute of a writer. The more max_workers the less processing time when tabular data is large and the execution environment has available cores.

if you increase max_workers larger than one, recommend to use main guarded as follows to avoid problemes caused by multi processing:

from multiprocessing import cpu_count
import pytablewriter as ptw

def main():
    writer = ptw.MarkdownTableWriter()
    writer.max_workers = cpu_count()
    ...

if __name__ == "__main__":
    main()

For more information

More examples are available at https://pytablewriter.rtfd.io/en/latest/pages/examples/index.html

Dependencies

• Python 3.5+

• Python package dependencies (automatically installed)

Optional dependencies

• logging extras

  • loguru: Used for logging if the package installed

• from extras

  • pytablereader

• es extra

  • elasticsearch

• excel extras

  • xlwt

  • XlsxWriter

• html extras

  • dominate

• sqlite extras

  • SimpleSQLite

• theme extras

  • pytablewriter-altrow-theme

• toml extras

  • toml

Documentation

https://pytablewriter.rtfd.io/

Projects using pytablewriter

• pytest-md-report

Related Projects

• pytablereader

  • Tabular data loaded by pytablereader can be written another tabular data format with pytablewriter.

Sponsors

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