| \section{\module{csv} --- CSV File Reading and Writing} |
| |
| \declaremodule{standard}{csv} |
| \modulesynopsis{Write and read tabular data to and from delimited files.} |
| \sectionauthor{Skip Montanaro}{skip@pobox.com} |
| |
| \versionadded{2.3} |
| \index{csv} |
| \indexii{data}{tabular} |
| |
| The so-called CSV (Comma Separated Values) format is the most common import |
| and export format for spreadsheets and databases. There is no ``CSV |
| standard'', so the format is operationally defined by the many applications |
| which read and write it. The lack of a standard means that subtle |
| differences often exist in the data produced and consumed by different |
| applications. These differences can make it annoying to process CSV files |
| from multiple sources. Still, while the delimiters and quoting characters |
| vary, the overall format is similar enough that it is possible to write a |
| single module which can efficiently manipulate such data, hiding the details |
| of reading and writing the data from the programmer. |
| |
| The \module{csv} module implements classes to read and write tabular data in |
| CSV format. It allows programmers to say, ``write this data in the format |
| preferred by Excel,'' or ``read data from this file which was generated by |
| Excel,'' without knowing the precise details of the CSV format used by |
| Excel. Programmers can also describe the CSV formats understood by other |
| applications or define their own special-purpose CSV formats. |
| |
| The \module{csv} module's \class{reader} and \class{writer} objects read and |
| write sequences. Programmers can also read and write data in dictionary |
| form using the \class{DictReader} and \class{DictWriter} classes. |
| |
| \begin{notice} |
| This version of the \module{csv} module doesn't support Unicode |
| input. Also, there are currently some issues regarding \ASCII{} NUL |
| characters. Accordingly, all input should generally be printable |
| \ASCII{} to be safe. These restrictions will be removed in the future. |
| \end{notice} |
| |
| \begin{seealso} |
| % \seemodule{array}{Arrays of uniformly types numeric values.} |
| \seepep{305}{CSV File API} |
| {The Python Enhancement Proposal which proposed this addition |
| to Python.} |
| \end{seealso} |
| |
| |
| \subsection{Module Contents \label{csv-contents}} |
| |
| The \module{csv} module defines the following functions: |
| |
| \begin{funcdesc}{reader}{csvfile\optional{, |
| dialect=\code{'excel'}\optional{, fmtparam}}} |
| Return a reader object which will iterate over lines in the given |
| {}\var{csvfile}. \var{csvfile} can be any object which supports the |
| iterator protocol and returns a string each time its \method{next} |
| method is called. If \var{csvfile} is a file object, it must be opened with |
| the 'b' flag on platforms where that makes a difference. An optional |
| {}\var{dialect} parameter can be given |
| which is used to define a set of parameters specific to a particular CSV |
| dialect. It may be an instance of a subclass of the \class{Dialect} |
| class or one of the strings returned by the \function{list_dialects} |
| function. The other optional {}\var{fmtparam} keyword arguments can be |
| given to override individual formatting parameters in the current |
| dialect. For more information about the dialect and formatting |
| parameters, see section~\ref{csv-fmt-params}, ``Dialects and Formatting |
| Parameters'' for details of these parameters. |
| |
| All data read are returned as strings. No automatic data type |
| conversion is performed. |
| \end{funcdesc} |
| |
| \begin{funcdesc}{writer}{csvfile\optional{, |
| dialect=\code{'excel'}\optional{, fmtparam}}} |
| Return a writer object responsible for converting the user's data into |
| delimited strings on the given file-like object. \var{csvfile} can be any |
| object with a \function{write} method. If \var{csvfile} is a file object, |
| it must be opened with the 'b' flag on platforms where that makes a |
| difference. An optional |
| {}\var{dialect} parameter can be given which is used to define a set of |
| parameters specific to a particular CSV dialect. It may be an instance |
| of a subclass of the \class{Dialect} class or one of the strings |
| returned by the \function{list_dialects} function. The other optional |
| {}\var{fmtparam} keyword arguments can be given to override individual |
| formatting parameters in the current dialect. For more information |
| about the dialect and formatting parameters, see |
| section~\ref{csv-fmt-params}, ``Dialects and Formatting Parameters'' for |
| details of these parameters. To make it as easy as possible to |
| interface with modules which implement the DB API, the value |
| \constant{None} is written as the empty string. While this isn't a |
| reversible transformation, it makes it easier to dump SQL NULL data values |
| to CSV files without preprocessing the data returned from a |
| \code{cursor.fetch*()} call. All other non-string data are stringified |
| with \function{str()} before being written. |
| \end{funcdesc} |
| |
| \begin{funcdesc}{register_dialect}{name, dialect} |
| Associate \var{dialect} with \var{name}. \var{dialect} must be a subclass |
| of \class{csv.Dialect}. \var{name} must be a string or Unicode object. |
| \end{funcdesc} |
| |
| \begin{funcdesc}{unregister_dialect}{name} |
| Delete the dialect associated with \var{name} from the dialect registry. An |
| \exception{Error} is raised if \var{name} is not a registered dialect |
| name. |
| \end{funcdesc} |
| |
| \begin{funcdesc}{get_dialect}{name} |
| Return the dialect associated with \var{name}. An \exception{Error} is |
| raised if \var{name} is not a registered dialect name. |
| \end{funcdesc} |
| |
| \begin{funcdesc}{list_dialects}{} |
| Return the names of all registered dialects. |
| \end{funcdesc} |
| |
| |
| The \module{csv} module defines the following classes: |
| |
| \begin{classdesc}{DictReader}{csvfile\optional{, |
| fieldnames=\constant{None},\optional{, |
| restkey=\constant{None}\optional{, |
| restval=\constant{None}\optional{, |
| dialect=\code{'excel'}\optional{, |
| *args, **kwds}}}}}} |
| Create an object which operates like a regular reader but maps the |
| information read into a dict whose keys are given by the optional |
| {} \var{fieldnames} |
| parameter. If the \var{fieldnames} parameter is omitted, the values in |
| the first row of the \var{csvfile} will be used as the fieldnames. |
| If the row read has fewer fields than the fieldnames sequence, |
| the value of \var{restval} will be used as the default value. If the row |
| read has more fields than the fieldnames sequence, the remaining data is |
| added as a sequence keyed by the value of \var{restkey}. If the row read |
| has fewer fields than the fieldnames sequence, the remaining keys take the |
| value of the optional \var{restval} parameter. Any other optional or |
| keyword arguments are passed to the underlying \class{reader} instance. |
| \end{classdesc} |
| |
| |
| \begin{classdesc}{DictWriter}{csvfile, fieldnames\optional{, |
| restval=""\optional{, |
| extrasaction=\code{'raise'}\optional{, |
| dialect=\code{'excel'}\optional{, |
| *args, **kwds}}}}} |
| Create an object which operates like a regular writer but maps dictionaries |
| onto output rows. The \var{fieldnames} parameter identifies the order in |
| which values in the dictionary passed to the \method{writerow()} method are |
| written to the \var{csvfile}. The optional \var{restval} parameter |
| specifies the value to be written if the dictionary is missing a key in |
| \var{fieldnames}. If the dictionary passed to the \method{writerow()} |
| method contains a key not found in \var{fieldnames}, the optional |
| \var{extrasaction} parameter indicates what action to take. If it is set |
| to \code{'raise'} a \exception{ValueError} is raised. If it is set to |
| \code{'ignore'}, extra values in the dictionary are ignored. Any other |
| optional or keyword arguments are passed to the underlying \class{writer} |
| instance. |
| |
| Note that unlike the \class{DictReader} class, the \var{fieldnames} |
| parameter of the \class{DictWriter} is not optional. Since Python's |
| \class{dict} objects are not ordered, there is not enough information |
| available to deduce the order in which the row should be written to the |
| \var{csvfile}. |
| |
| \end{classdesc} |
| |
| \begin{classdesc*}{Dialect}{} |
| The \class{Dialect} class is a container class relied on primarily for its |
| attributes, which are used to define the parameters for a specific |
| \class{reader} or \class{writer} instance. |
| \end{classdesc*} |
| |
| \begin{classdesc}{Sniffer}{} |
| The \class{Sniffer} class is used to deduce the format of a CSV file. |
| \end{classdesc} |
| |
| The \class{Sniffer} class provides a single method: |
| |
| \begin{methoddesc}{sniff}{sample\optional{,delimiters=None}} |
| Analyze the given \var{sample} and return a \class{Dialect} subclass |
| reflecting the parameters found. If the optional \var{delimiters} parameter |
| is given, it is interpreted as a string containing possible valid delimiter |
| characters. |
| \end{methoddesc} |
| |
| \begin{methoddesc}{has_header}{sample} |
| Analyze the sample text (presumed to be in CSV format) and return |
| \constant{True} if the first row appears to be a series of column |
| headers. |
| \end{methoddesc} |
| |
| |
| The \module{csv} module defines the following constants: |
| |
| \begin{datadesc}{QUOTE_ALL} |
| Instructs \class{writer} objects to quote all fields. |
| \end{datadesc} |
| |
| \begin{datadesc}{QUOTE_MINIMAL} |
| Instructs \class{writer} objects to only quote those fields which contain |
| the current \var{delimiter} or begin with the current \var{quotechar}. |
| \end{datadesc} |
| |
| \begin{datadesc}{QUOTE_NONNUMERIC} |
| Instructs \class{writer} objects to quote all non-numeric fields. |
| \end{datadesc} |
| |
| \begin{datadesc}{QUOTE_NONE} |
| Instructs \class{writer} objects to never quote fields. When the current |
| \var{delimiter} occurs in output data it is preceded by the current |
| \var{escapechar} character. When \constant{QUOTE_NONE} is in effect, it |
| is an error not to have a single-character \var{escapechar} defined, even if |
| no data to be written contains the \var{delimiter} character. |
| \end{datadesc} |
| |
| |
| The \module{csv} module defines the following exception: |
| |
| \begin{excdesc}{Error} |
| Raised by any of the functions when an error is detected. |
| \end{excdesc} |
| |
| |
| \subsection{Dialects and Formatting Parameters\label{csv-fmt-params}} |
| |
| To make it easier to specify the format of input and output records, |
| specific formatting parameters are grouped together into dialects. A |
| dialect is a subclass of the \class{Dialect} class having a set of specific |
| methods and a single \method{validate()} method. When creating \class{reader} |
| or \class{writer} objects, the programmer can specify a string or a subclass |
| of the \class{Dialect} class as the dialect parameter. In addition to, or |
| instead of, the \var{dialect} parameter, the programmer can also specify |
| individual formatting parameters, which have the same names as the |
| attributes defined below for the \class{Dialect} class. |
| |
| Dialects support the following attributes: |
| |
| \begin{memberdesc}[Dialect]{delimiter} |
| A one-character string used to separate fields. It defaults to \code{','}. |
| \end{memberdesc} |
| |
| \begin{memberdesc}[Dialect]{doublequote} |
| Controls how instances of \var{quotechar} appearing inside a field should be |
| themselves be quoted. When \constant{True}, the character is doubled. |
| When \constant{False}, the \var{escapechar} must be a one-character string |
| which is used as a prefix to the \var{quotechar}. It defaults to |
| \constant{True}. |
| \end{memberdesc} |
| |
| \begin{memberdesc}[Dialect]{escapechar} |
| A one-character string used to escape the \var{delimiter} if \var{quoting} |
| is set to \constant{QUOTE_NONE}. It defaults to \constant{None}. |
| \end{memberdesc} |
| |
| \begin{memberdesc}[Dialect]{lineterminator} |
| The string used to terminate lines in the CSV file. It defaults to |
| \code{'\e r\e n'}. |
| \end{memberdesc} |
| |
| \begin{memberdesc}[Dialect]{quotechar} |
| A one-character string used to quote elements containing the \var{delimiter} |
| or which start with the \var{quotechar}. It defaults to \code{'"'}. |
| \end{memberdesc} |
| |
| \begin{memberdesc}[Dialect]{quoting} |
| Controls when quotes should be generated by the writer. It can take on any |
| of the \constant{QUOTE_*} constants (see section~\ref{csv-contents}) |
| and defaults to \constant{QUOTE_MINIMAL}. |
| \end{memberdesc} |
| |
| \begin{memberdesc}[Dialect]{skipinitialspace} |
| When \constant{True}, whitespace immediately following the \var{delimiter} |
| is ignored. The default is \constant{False}. |
| \end{memberdesc} |
| |
| |
| \subsection{Reader Objects} |
| |
| Reader objects (\class{DictReader} instances and objects returned by |
| the \function{reader()} function) have the following public methods: |
| |
| \begin{methoddesc}[csv reader]{next}{} |
| Return the next row of the reader's iterable object as a list, parsed |
| according to the current dialect. |
| \end{methoddesc} |
| |
| |
| \subsection{Writer Objects} |
| |
| \class{Writer} objects (\class{DictWriter} instances and objects returned by |
| the \function{writer()} function) have the following public methods. A |
| {}\var{row} must be a sequence of strings or numbers for \class{Writer} |
| objects and a dictionary mapping fieldnames to strings or numbers (by |
| passing them through \function{str()} first) for {}\class{DictWriter} |
| objects. Note that complex numbers are written out surrounded by parens. |
| This may cause some problems for other programs which read CSV files |
| (assuming they support complex numbers at all). |
| |
| \begin{methoddesc}[csv writer]{writerow}{row} |
| Write the \var{row} parameter to the writer's file object, formatted |
| according to the current dialect. |
| \end{methoddesc} |
| |
| \begin{methoddesc}[csv writer]{writerows}{rows} |
| Write all the \var{rows} parameters (a list of \var{row} objects as |
| described above) to the writer's file object, formatted |
| according to the current dialect. |
| \end{methoddesc} |
| |
| |
| \subsection{Examples} |
| |
| The ``Hello, world'' of csv reading is |
| |
| \begin{verbatim} |
| import csv |
| reader = csv.reader(open("some.csv", "rb")) |
| for row in reader: |
| print row |
| \end{verbatim} |
| |
| To print just the first and last columns of each row try |
| |
| \begin{verbatim} |
| import csv |
| reader = csv.reader(open("some.csv", "rb")) |
| for row in reader: |
| print row[0], row[-1] |
| \end{verbatim} |
| |
| The corresponding simplest possible writing example is |
| |
| \begin{verbatim} |
| import csv |
| writer = csv.writer(open("some.csv", "wb")) |
| for row in someiterable: |
| writer.writerow(row) |
| \end{verbatim} |