Data Files: Difference between revisions

Jump to navigation Jump to search
← Older edit
in progress save
 
(13 intermediate revisions by 3 users not shown)
Line 1: Line 1:
== TSG suggested file format for experiment data ==
== TSG suggested file format for experiment data ==
The TSG suggests the following file format for data storage for most experiments.
The TSG suggests a common file format for storing experimental data. Adhering to this format whenever practical makes it easier to re-use files and tools. The file is plain text for easy inspection and manipulation. The file format is a tab-separated values (tsv) file with the following specifications:
 
===== File =====
* File encoding is ASCII or UTF-8.
* The file contains no byte order mark (BOM) or other magic number. This makes it ASCII compatible.


===== Lines =====
===== Lines =====
* Lines are separated by the '''\r\n''' line delimiter for better compatibility between operating systems.
* Lines are separated by the '''\r\n''' line delimiter for better compatibility between operating systems.
* The line delimiter should also be added after the last line, because...
* The line delimiter should also be added after the last line. This simplifies stream reading since all records (lines) are terminated. This allows for the use of a readline() function for acquiring a line.
* The first line contains a header with column/field names.
* The first line contains a header with column/field names.


===== Fields =====
===== Fields =====
* Field are separated by the '''tab''' field delimiter, because they rarely occur in texts and therefore require no escaping.
* Fields are separated by the '''tab''' field delimiter, because they rarely occur in texts. This allows for the use of comma's and semicolons in sentences without using an escape character.
* The field delimiter should also be added after each line's last field, because...
* The field delimiter should '''not''' be added after each line's last field. This allows for the use of a split() function for parsing a line.
* The last field in a line must not be empty, because... if there is no value, wat do...
* The last field in a line must not be empty, because it will show to parsers that the previous rule was obeyed.
* Fields are not surrounded by a quoting character.
* Fields are never surrounded by a quoting character.
* White space between field delimiters are considered part of the field.
* White space before or after field delimiters are considered part of a field.
* There is no defined escape character. If your data can contain tabs, use a different field delimiter or file format.
* There is no defined escape character. If your data can contain tabs or newlines, use a different field delimiter or file format.


===== File =====
===== Data =====
* The file is encoded as ASCII or UTF-8.
* For numbers the decimal separator is a dot, not a comma. There is no thousands separator.
* The file contains no byte order mark (BOM) or other magic number.


* Last field must not be empty (what if no data?)
== Example ==


Explanation for these choices (also nice for ourselves). In progress..
An example of what a file in this format may look like:
<pre>
User ID&#9;Hair color&#9;Response time&#9;
1&#9;brown&#9;1.4&#9;
2&#9;blond&#9;1230.434&#9;
3&#9;brown&#9;0.399&#9;


#
</pre>
 
An example file can be downloaded here {{Download link|media=Example.zip}} (sorry, it is zipped).
== File Format ==
Data can be saved in a lot of file formats. If there is no reason to do otherwise, we prefer delimited files with the options shown in bold. Alternative options are also shown.
{| class="wikitable"
|-
| file extension || '''tsv''' || csv || '''dat''' || txt
|-
| file extension || '''ascii''' || '''UTF-8''' || UTF-16BE || UTF-16LE || UCS-4/UTF-32
|-
| magic number || '''None''' || <BOM>
|-
| line delimiter || \n || \r || '''\r\n'''
|-
| line delimiter after last line || no || '''yes'''
|-
| field delimiter || '''<tab>''' || , || ;
|-
| field delimiter after last field || '''no''' || yes
|-
| quoting character || '''None''' || " || '
|-
| escape qc by doubling || no || yes
|-
| escape character || '''none''' || \
|-
| first line || '''contains header''' || contains data
|-
| last field in line || '''must not be empty''' || may be empty
|-
| whitespace following delimiter || '''part of field''' || not part of field
|-
| decimal separator || '''.''' || ,
|-
| thousands separator || '''none''' || . || ␣ || U+2009
|}
Note that tab characters and newlines cannot be present in field content.


== Parsing ==
== Parsing ==
Here is an example [[File:Example.zip|thumb]] file. Sorry, it is zipped. Importing such files can be done in many languages:
Importing such files can be done in many languages:
=== Python Standard Library===
=== Python Standard Library===
  <nowiki>
  <nowiki>
Line 93: Line 66:
d <- read.csv("example.tsv", head=TRUE, sep = "\t")
d <- read.csv("example.tsv", head=TRUE, sep = "\t")
</nowiki>
</nowiki>
== Alternatives ==
Data can be saved in a lot of file formats. If there is no reason to do otherwise, we prefer delimited files with the options shown in bold. Alternative options are also shown.
{| class="wikitable"
|-
| File Extension || '''tsv''', csv, '''dat''', txt
|-
| File Encoding || '''ASCII''', '''UTF-8''', UTF-16BE, UTF-16LE, UCS-4/UTF-32
|-
| [[wikipedia:Magic_number_(programming)|Magic Number]] || '''None''', [[wikipedia:Byte_order_mark|BOM]]
|-
| Line Delimiter || \n, \r, '''\r\n'''
|-
| Line Delimiter after Last Line || '''Yes''', No
|-
| Field Delimiter || '''<tab>''', <comma> , <semicolon>
|-
| Field Delimiter after Last Field || Yes, '''No'''
|-
| Quoting Character || '''None''', ', "
|-
| Escape QC by doubling || Yes, No
|-
| Escape Character || '''None''', \
|-
| First Line Contains: || '''Header''', Data
|-
| Empty Last Field in Line || Allowed, '''Not Allowed'''
|-
| Whitespace Following Delimiter || '''Part of Field''', Excluded
|-
| Decimal Separator || '''<dot>''', <comma>
|-
| Thousands Separator || '''None''', <dot>, <space>, U+2009
|}
Note that tab characters and newlines cannot be present in field content.
Retrieved from "https://tsgdoc.socsci.ru.nl/index.php/Data_Files"