如何在 SQLAlchemy 的 `create_engine` 中使用 `charset` 和 `encoding`(创建 Pandas 数据框)?
我对字符集和 encoding 在 SQLAlchemy 中工作.我了解(并已阅读)字符集和编码之间的区别,我对 编码的历史.
I am very confused with the way charset and encoding work in SQLAlchemy. I understand (and have read) the difference between charsets and encodings, and I have a good picture of the history of encodings.
我在 latin1_swedish_ci 中的 MySQL 中有一个表 (为什么?可能是因为 this).我需要创建一个 Pandas 数据框,在其中获取正确的字符(而不是奇怪的符号).最初,这是在代码中:
I have a table in MySQL in latin1_swedish_ci (Why? Possible because of this). I need to create a pandas dataframe in which I get the proper characters (and not weird symbols). Initially, this was in the code:
connect_engine = create_engine('mysql://user:password@1.1.1.1/db')
sql_query = "select * from table1"
df = pandas.read_sql(sql_query, connect_engine)
我们开始遇到 Š
字符(对应于 u'u0160'
unicode,但我们得到 'x8a')的问题.我希望这能奏效:
We started having troubles with the Š
character (corresponding to the u'u0160'
unicode, but instead we get 'x8a'). I expected this to work:
connect_engine = create_engine('mysql://user:password@1.1.1.1/db', encoding='utf8')
但是,我继续得到 'x8a'
,我意识到这是有道理的,因为编码参数的默认值是 utf8
.于是,我尝试了 encoding='latin1'
来解决这个问题:
but, I continue getting 'x8a'
, which, I realized, makes sense given that the default of the encoding parameter is utf8
. So, then, I tried encoding='latin1'
to tackle the problem:
connect_engine = create_engine('mysql://user:password@1.1.1.1/db', encoding='latin1')
但是,我仍然得到相同的 'x8a'.需要明确的是,在两种情况下(encoding='utf8'
和 encoding='latin1'
),我都可以执行 mystring.decode('latin1')
但不是 mystring.decode('utf8')
.
but, I still get the same 'x8a'. To be clear, in both cases (encoding='utf8'
and encoding='latin1'
), I can do mystring.decode('latin1')
but not mystring.decode('utf8')
.
然后,我重新发现了连接字符串中的charset
参数,即'mysql://user:password@1.1.1.1/db?charset=latin1'
.在尝试了所有可能的字符集和编码组合后,我发现这个可行:
And then, I rediscovered the charset
parameter in the connection string, i.e. 'mysql://user:password@1.1.1.1/db?charset=latin1'
. And after trying all possible combinations of charset and encoding, I found that this one work:
connect_engine = create_engine('mysql://user:password@1.1.1.1/db?charset=utf8')
如果有人能解释我如何正确使用连接字符串中的charset
,以及create_engine<中的
encoding
参数,我将不胜感激/code>?
I would appreciate if somebody can explain me how to correctly use the charset
in the connection string, and the encoding
parameter in the create_engine
?
推荐答案
encoding
是用于在 SQLAlchemy 中编码/解码的编解码器.来自文档:
encoding
is the codec used for encoding/decoding within SQLAlchemy. From the documentation:
对于那些检测到 DBAPI 不支持的场景Python unicode
对象,此编码用于确定源/目标编码.它不使用用于以下情况DBAPI 直接处理 unicode.
For those scenarios where the DBAPI is detected as not supporting a Python
unicode
object, this encoding is used to determine the source/destination encoding. It is not used for those cases where the DBAPI handles unicode directly.
[...]
要正确配置系统以容纳 Python unicode
对象,应配置 DBAPI 以最大程度地处理 unicode适当的程度[...]
To properly configure a system to accommodate Python unicode
objects,
the DBAPI should be configured to handle unicode to the greatest
degree as is appropriate [...]
mysql-python 直接处理 unicode,所以不需要使用这个设置.
mysql-python handles unicode directly, so there's no need to use this setting.
charset
是特定于 mysql-python 驱动程序的设置.来自文档:
charset
is a setting specific to the mysql-python driver. From the documentation:
这个字符集是连接的客户端字符集.
此设置控制服务器上的三个变量,特别是 character_set_results
,这是您感兴趣的内容.设置后,字符串将作为 unicode
对象返回.
This setting controls three variables on the server, specifically character_set_results
, which is what you are interested in. When set, strings are returned as unicode
objects.
请注意,这仅适用于数据库中有 latin1 编码数据的情况.如果您已将 utf-8 字节存储为 latin1,则使用 encoding
可能会更好.
Note that this applies only if you have latin1 encoded data in the database. If you've stored utf-8 bytes as latin1, you may have better luck using encoding
instead.
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