A robust email syntax and deliverability validation library for Python 2.x/3.x forked for vectorization
Project description
email-validator-vector-friendly: Validate Email Addresses
This is a vectorization-friendly fork by Bryce Merrill of the email-validator library created by Joshua Tauberer. This fork is intended for more efficient use of the library with large datasets; it replaces exception raising in the case of invalid emails with the simple return of a False boolean value stored in a .valid property and a detailed error description stored in a .error property.
The original email-validator README is below (with adjustments for replaced functionality):
A robust email address syntax and deliverability validation library for Python 2.7/3.4+ by Joshua Tauberer.
This library validates that a string is of the form name@example.com
. This is
the sort of validation you would want for an email-based login form on
a website.
Key features:
- Checks that an email address has the correct syntax --- good for login forms or other uses related to identifying users.
- Gives friendly error messages when validation fails (appropriate to show to end users).
- (optionally) Checks deliverability: Does the domain name resolve? And you can override the default DNS resolver.
- Supports internationalized domain names and (optionally) internationalized local parts.
- Normalizes email addresses (super important for internationalized addresses! see below).
The library is NOT for validation of the To: line in an email message
(e.g. My Name <my@address.com>
), which
flanker is more appropriate for.
And this library does NOT permit obsolete forms of email addresses, so
if you need strict validation against the email specs exactly, use
pyIsEmail.
This library was first published in 2015. The current version is 1.1.1
(posted May 19, 2020). Starting in version 1.1.0, the type of the value returned
from validate_email
has changed, but dict-style access to the validated
address information still works, so it is backwards compatible.
Installation
This package is on PyPI, so:
pip install email-validator-vector-friendly
pip3
also works.
Usage
To add "valid" and "error" columns to a DataFrame containing potential email addresses:
from email_validator import validate_email
import pandas as pd
examples = ['firstlast@gmail.', 'firstlast@gmail.com', '@gmail.com']
df = pd.DataFrame({'emails': examples})
df['valid'] = df.apply(lambda x: validate_email(x['emails']).valid, axis=1)
df['errors'] = df.apply(lambda x: validate_email(x['emails']).error, axis=1)
pd.set_option('display.expand_frame_repr', False)
print(df)
This would result in the below DataFrame:
emails valid errors
0 firstlast@gmail. False The domain name gmail. is not valid. It is not...
1 firstlast@gmail.com True
2 @gmail.com False The email address contains invalid characters ...
When validating many email addresses or to control the timeout (the default is 15 seconds), create a caching dns.resolver.Resolver to reuse in each call:
from email_validator import validate_email, caching_resolver
resolver = caching_resolver(timeout=10)
while True:
valid = validate_email(email, dns_resolver=resolver)
The validator will accept internationalized email addresses, but not all
mail systems can send email to an addresses with non-ASCII characters in
the local part of the address (before the @-sign). See the allow_smtputf8
option below.
Overview
The module provides a function validate_email(email_address)
which
takes an email address (either a str
or ASCII bytes
) and:
- Returns an object information about the address, including the properties .valid (Bool) and .error (str error description)
Regardless of validation result, an object is returned containing a normalized form of the email address (which you should use!) and other information (such as validation status and error description).
The validator doesn't permit obsoleted forms of email addresses that no one uses anymore even though they are still valid and deliverable, since they will probably give you grief if you're using email for login. (See later in the document about that.)
The validator checks that the domain name in the email address resolves. There is nothing to be gained by trying to actually contact an SMTP server, so that's not done here. For privacy, security, and practicality reasons servers are good at not giving away whether an address is deliverable or not: email addresses that appear to accept mail at first can bounce mail after a delay, and bounced mail may indicate a temporary failure of a good email address (sometimes an intentional failure, like greylisting).
The function also accepts the following keyword arguments (default as shown):
allow_smtputf8=True
: Set to False
to prohibit internationalized addresses that would
require the
SMTPUTF8 extension.
check_deliverability=True
: Set to False
to skip the domain name resolution check.
allow_empty_local=False
: Set to True
to allow an empty local part (i.e.
@example.com
), e.g. for validating Postfix aliases.
dns_resolver=None
: Pass an instance of dns.resolver.Resolver to control the DNS resolver including setting a timeout and a cache. The caching_resolver
function shown above is a helper function to construct a dns.resolver.Resolver with a LRUCache. Reuse the same resolver instance across calls to validate_email
to make use of the cache.
In non-production test environments, you may want to allow @test
or @mycompany.test
email addresses to be used as placeholder email addresses, which would normally not be permitted. In that case, pass test_environment=True
. DNS-based deliverability checks will be disabled as well.
Internationalized email addresses
The email protocol SMTP and the domain name system DNS have historically only allowed ASCII characters in email addresses and domain names, respectively. Each has adapted to internationalization in a separate way, creating two separate aspects to email address internationalization.
Internationalized domain names (IDN)
The first is internationalized domain names (RFC
5891), a.k.a IDNA 2008. The DNS
system has not been updated with Unicode support. Instead, internationalized
domain names are converted into a special IDNA ASCII "Punycode"
form starting with xn--
. When an email address has non-ASCII
characters in its domain part, the domain part is replaced with its IDNA
ASCII equivalent form in the process of mail transmission. Your mail
submission library probably does this for you transparently. Note that
most web browsers are currently in transition between IDNA 2003 (RFC
3490) and IDNA 2008 (RFC 5891) and compliance around the web is not
very
good
in any case, so be aware that edge cases are handled differently by
different applications and libraries. This library conforms to IDNA 2008
using the idna module by Kim Davies.
Internationalized local parts
The second sort of internationalization is internationalization in the local part of the address (before the @-sign). These email addresses require that your mail submission library and the mail servers along the route to the destination, including your own outbound mail server, all support the SMTPUTF8 (RFC 6531) extension. Support for SMTPUTF8 varies.
If you know ahead of time that SMTPUTF8 is not supported by your mail submission stack
By default all internationalized forms are accepted by the validator.
But if you know ahead of time that SMTPUTF8 is not supported by your
mail submission stack, then you must filter out addresses that require
SMTPUTF8 using the allow_smtputf8=False
keyword argument (see above).
This will cause the validation function to return a False if
delivery would require SMTPUTF8. That's just in those cases where
non-ASCII characters appear before the @-sign. If you do not set
allow_smtputf8=False
, you can also check the value of the smtputf8
field in the returned object.
If your mail submission library doesn't support Unicode at all --- even
in the domain part of the address --- then immediately prior to mail
submission you must replace the email address with its ASCII-ized form.
This library gives you back the ASCII-ized form in the ascii_email
field in the returned object, which you can get like this:
valid = validate_email(email, allow_smtputf8=False)
email = valid.ascii_email
The local part is left alone (if it has internationalized characters
allow_smtputf8=False
will force validation to fail) and the domain
part is converted to IDNA ASCII.
(You probably should not do this at account creation time so you don't
change the user's login information without telling them.)
UCS-4 support required for Python 2.7
Note that when using Python 2.7, it is required that it was built with UCS-4 support (see here); otherwise emails with unicode characters outside of the BMP (Basic Multilingual Plane) will not validate correctly.
Normalization
The use of Unicode in email addresses introduced a normalization
problem. Different Unicode strings can look identical and have the same
semantic meaning to the user. The email
field returned on successful
validation provides the correctly normalized form of the given email
address:
valid = validate_email("me@Domain.com")
email = valid.ascii_email
print(email)
# prints: me@domain.com
Because an end-user might type their email address in different (but equivalent) un-normalized forms at different times, you ought to replace what they enter with the normalized form immediately prior to going into your database (during account creation), querying your database (during login), or sending outbound mail. Normalization may also change the length of an email address, and this may affect whether it is valid and acceptable by your SMTP provider.
The normalizations include lowercasing the domain part of the email address (domain names are case-insensitive), Unicode "NFC" normalization of the whole address (which turns characters plus combining characters into precomposed characters where possible, replacement of fullwidth and halfwidth characters in the domain part, possibly other UTS46 mappings on the domain part, and conversion from Punycode to Unicode characters.
(See RFC 6532 (internationalized email) section 3.1 and RFC 5895 (IDNA 2008) section 2.)
Examples
For the email address test@joshdata.me
, the returned object is:
ValidatedEmail(
email='test@joshdata.me',
local_part='test',
domain='joshdata.me',
ascii_email='test@joshdata.me',
ascii_local_part='test',
ascii_domain='joshdata.me',
smtputf8=False,
mx=[(10, 'box.occams.info')],
mx_fallback_type=None,
valid=True,
error="")
For the fictitious address example@ツ.life
, which has an
internationalized domain but ASCII local part, the returned object is:
ValidatedEmail(
email='example@ツ.life',
local_part='example',
domain='ツ.life',
ascii_email='example@xn--bdk.life',
ascii_local_part='example',
ascii_domain='xn--bdk.life',
smtputf8=False,
valid=True,
error="")
Note that smtputf8
is False
even though the domain part is
internationalized because
SMTPUTF8 is only needed if the
local part of the address is internationalized (the domain part can be
converted to IDNA ASCII Punycode). Also note that the email
and domain
fields provide a normalized form of the email address and domain name
(casefolding and Unicode normalization as required by IDNA 2008).
Calling validate_email
with the ASCII form of the above email address,
example@xn--bdk.life
, returns the exact same information (i.e., the
email
field always will contain Unicode characters, not Punycode).
For the fictitious address ツ-test@joshdata.me
, which has an
internationalized local part, the returned object is:
ValidatedEmail(
email='ツ-test@joshdata.me',
local_part='ツ-test',
domain='joshdata.me',
ascii_email=None,
ascii_local_part=None,
ascii_domain='joshdata.me',
smtputf8=True,
valid=True,
error="")
Now smtputf8
is True
and ascii_email
is None
because the local
part of the address is internationalized. The local_part
and email
fields
return the normalized form of the address: certain Unicode characters
(such as angstrom and ohm) may be replaced by other equivalent code
points (a-with-ring and omega).
Return value
When an email address passes validation, the fields in the returned object are:
Field | Value |
---|---|
email |
The normalized form of the email address that you should put in your database. This merely combines the local_part and domain fields (see below). |
ascii_email |
If set, an ASCII-only form of the email address by replacing the domain part with IDNA Punycode. This field will be present when an ASCII-only form of the email address exists (including if the email address is already ASCII). If the local part of the email address contains internationalized characters, ascii_email will be None . If set, it merely combines ascii_local_part and ascii_domain . |
local_part |
The local part of the given email address (before the @-sign) with Unicode NFC normalization applied. |
ascii_local_part |
If set, the local part, which is composed of ASCII characters only. |
domain |
The canonical internationalized Unicode form of the domain part of the email address. If the returned string contains non-ASCII characters, either the SMTPUTF8 feature of your mail relay will be required to transmit the message or else the email address's domain part must be converted to IDNA ASCII first: Use ascii_domain field instead. |
ascii_domain |
The IDNA Punycode-encoded form of the domain part of the given email address, as it would be transmitted on the wire. |
smtputf8 |
A boolean indicating that the SMTPUTF8 feature of your mail relay will be required to transmit messages to this address because the local part of the address has non-ASCII characters (the local part cannot be IDNA-encoded). If allow_smtputf8=False is passed as an argument, this flag will always be false because an exception is raised if it would have been true. |
mx |
A list of (priority, domain) tuples of MX records specified in the DNS for the domain (see RFC 5321 section 5). May be None if the deliverability check could not be completed because of a temporary issue like a timeout. |
mx_fallback_type |
None if an MX record is found. If no MX records are actually specified in DNS and instead are inferred, through an obsolete mechanism, from A or AAAA records, the value is the type of DNS record used instead (A or AAAA ). May be None if the deliverability check could not be completed because of a temporary issue like a timeout. |
valid |
True if email address is valid, False if it is not |
error |
"" if email address is valid, a detailed error (string) if it is not |
Assumptions
By design, this validator does not pass all email addresses that strictly conform to the standards. Many email address forms are obsolete or likely to cause trouble:
- The validator assumes the email address is intended to be
deliverable on the public Internet. The domain part
of the email address must be a resolvable domain name.
Special Use Domain Names
and their subdomains are always considered invalid (except see
the
test_environment
parameter above). - The "quoted string" form of the local part of the email address (RFC 5321 4.1.2) is not permitted --- no one uses this anymore anyway. Quoted forms allow multiple @-signs, space characters, and other troublesome conditions.
- The "literal" form for the domain part of an email address (an IP address) is not accepted --- no one uses this anymore anyway.
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