Skip to main content

A Python package and CLI for parsing aggregate and forensic DMARC reports

Project description

==========
parsedmarc
==========

|Build Status| |Code Coverage| |PyPI Package|

.. note:: **Help Wanted**

This is a project is maintained by one developer.
Please consider reviewing the open `issues`_ to see how you can contribute code, documentation, or user support.
Assistance on the pinned issues would be particularly helpful.

Thanks to all `contributors`_!

.. image:: https://raw.githubusercontent.com/domainaware/parsedmarc/master/docs/_static/screenshots/dmarc-summary-charts.png
:alt: A screenshot of DMARC summary charts in Kibana
:align: center
:scale: 50
:target: https://raw.githubusercontent.com/domainaware/parsedmarc/master/docs/_static/screenshots/dmarc-summary-charts.png

``parsedmarc`` is a Python module and CLI utility for parsing DMARC reports.
When used with Elasticsearch and Kibana (or Splunk), it works as a self-hosted
open source alternative to commercial DMARC report processing services such
as Agari Brand Protection, Dmarcian, OnDMARC, ProofPoint Email Fraud Defense,
and Valimail.

Features
========

* Parses draft and 1.0 standard aggregate/rua reports
* Parses forensic/failure/ruf reports
* Can parse reports from an inbox over IMAP, Microsoft Graph, or Gmail API
* Transparently handles gzip or zip compressed reports
* Consistent data structures
* Simple JSON and/or CSV output
* Optionally email the results
* Optionally send the results to Elasticsearch and/or Splunk, for use with
premade dashboards
* Optionally send reports to Apache Kafka

Resources
=========

DMARC guides
------------

* `Demystifying DMARC`_ - A complete guide to SPF, DKIM, and DMARC

SPF and DMARC record validation
-------------------------------

If you are looking for SPF and DMARC record validation and parsing,
check out the sister project,
`checkdmarc <https://domainaware.github.io/checkdmarc/>`_.

Lookalike domains
-----------------

DMARC protects against domain spoofing, not lookalike domains. For open source
lookalike domain monitoring, check out
`DomainAware <https://github.com/seanthegeek/domainaware>`_.


CLI help
========

::

usage: parsedmarc [-h] [-c CONFIG_FILE] [--strip-attachment-payloads] [-o OUTPUT]
[--aggregate-json-filename AGGREGATE_JSON_FILENAME]
[--forensic-json-filename FORENSIC_JSON_FILENAME]
[--aggregate-csv-filename AGGREGATE_CSV_FILENAME]
[--forensic-csv-filename FORENSIC_CSV_FILENAME]
[-n NAMESERVERS [NAMESERVERS ...]] [-t DNS_TIMEOUT] [--offline]
[-s] [--verbose] [--debug] [--log-file LOG_FILE] [-v]
[file_path ...]

Parses DMARC reports

positional arguments:
file_path one or more paths to aggregate or forensic report
files, emails, or mbox files'

optional arguments:
-h, --help show this help message and exit
-c CONFIG_FILE, --config-file CONFIG_FILE
a path to a configuration file (--silent implied)
--strip-attachment-payloads
remove attachment payloads from forensic report output
-o OUTPUT, --output OUTPUT
write output files to the given directory
--aggregate-json-filename AGGREGATE_JSON_FILENAME
filename for the aggregate JSON output file
--forensic-json-filename FORENSIC_JSON_FILENAME
filename for the forensic JSON output file
--aggregate-csv-filename AGGREGATE_CSV_FILENAME
filename for the aggregate CSV output file
--forensic-csv-filename FORENSIC_CSV_FILENAME
filename for the forensic CSV output file
-n NAMESERVERS [NAMESERVERS ...], --nameservers NAMESERVERS [NAMESERVERS ...]
nameservers to query
-t DNS_TIMEOUT, --dns_timeout DNS_TIMEOUT
number of seconds to wait for an answer from DNS
(default: 2.0)
--offline do not make online queries for geolocation or DNS
-s, --silent only print errors and warnings
--verbose more verbose output
--debug print debugging information
--log-file LOG_FILE output logging to a file
-v, --version show program's version number and exit


.. note::

Starting in ``parsedmarc`` 7.1.1, a static copy of the `IP to Country Lite database`_ from IPDB is
distributed with ``parsedmarc``, under the terms of the `Creative Commons Attribution 4.0 International License`_. as
a fallback if the `MaxMind GeoLite2 Country database`_ is not installed However, ``parsedmarc`` cannot install updated
versions of these databases as they are released, so MaxMind's databases and `geoipupdate`_ tool is still the
preferable solution.

The location of the database file can be overridden by using the ``ip_db_path`` setting.

.. note::

Starting in ``parsedmarc`` 6.0.0, most CLI options were moved to a configuration file, described below.

Configuration file
==================

``parsedmarc`` can be configured by supplying the path to an INI file

.. code-block:: bash

parsedmarc -c /etc/parsedmarc.ini

For example

.. code-block:: ini

# This is an example comment

[general]
save_aggregate = True
save_forensic = True

[imap]
host = imap.example.com
user = dmarcresports@example.com
password = $uperSecure

[mailbox]
watch = True
delete = False

[elasticsearch]
hosts = 127.0.0.1:9200
ssl = False

[splunk_hec]
url = https://splunkhec.example.com
token = HECTokenGoesHere
index = email

[s3]
bucket = my-bucket
path = parsedmarc

[syslog]
server = localhost
port = 514



The full set of configuration options are:

.. note::
``%`` characters must be escaped with another ``%`` character, so use ``%%`` wherever a `%`` character is used, such as a password.


- ``general``
- ``save_aggregate`` - bool: Save aggregate report data to Elasticsearch, Splunk and/or S3
- ``save_forensic`` - bool: Save forensic report data to Elasticsearch, Splunk and/or S3
- ``strip_attachment_payloads`` - bool: Remove attachment payloads from results
- ``output`` - str: Directory to place JSON and CSV files in
- ``aggregate_json_filename`` - str: filename for the aggregate JSON output file
- ``forensic_json_filename`` - str: filename for the forensic JSON output file
- ``ip_db_path`` - str: An optional custom path to a MMDB file from MaxMind or DBIP
- ``offline`` - bool: Do not use online queries for geolocation or DNS
- ``nameservers`` - str: A comma separated list of DNS resolvers (Default: `Cloudflare's public resolvers`_)
- ``dns_timeout`` - float: DNS timeout period
- ``debug`` - bool: Print debugging messages
- ``silent`` - bool: Only print errors (Default: True)
- ``log_file`` - str: Write log messages to a file at this path
- ``n_procs`` - int: Number of process to run in parallel when parsing in CLI mode (Default: 1)
- ``chunk_size`` - int: Number of files to give to each process when running in parallel.

.. note::
Setting this to a number larger than one can improve performance when processing thousands of files

- ``mailbox``
- ``reports_folder`` - str: The mailbox folder (or label for Gmail) where the incoming reports can be found (Default: INBOX)
- ``archive_folder`` - str: The mailbox folder (or label for Gmail) to sort processed emails into (Default: Archive)
- ``watch`` - bool: Use the IMAP ``IDLE`` command to process messages as they arrive or poll MS Graph for new messages
- ``delete`` - bool: Delete messages after processing them, instead of archiving them
- ``test`` - bool: Do not move or delete messages
- ``batch_size`` - int: Number of messages to read and process before saving. Default 10. Use 0 for no limit.

- ``imap``
- ``host`` - str: The IMAP server hostname or IP address
- ``port`` - int: The IMAP server port (Default: 993).

.. note::
Starting in version 8.0.0, most options from the ``imap`` section have been moved to the ``mailbox`` section.

.. note::
If your host recommends another port, still try 993

- ``ssl`` - bool: Use an encrypted SSL/TLS connection (Default: True)
- ``skip_certificate_verification`` - bool: Skip certificate verification (not recommended)
- ``user`` - str: The IMAP user
- ``password`` - str: The IMAP password

- ``msgraph``
- ``auth_method`` - str: Authentication method, valid types are UsernamePassword, DeviceCode, or ClientSecret (Default: UsernamePassword).
- ``user`` - str: The M365 user, required when the auth method is UsernamePassword
- ``password`` - str: The user password, required when the auth method is UsernamePassword
- ``client_id`` - str: The app registration's client ID
- ``client_secret`` - str: The app registration's secret
- ``tenant_id`` - str: The Azure AD tenant ID. This is required for all auth methods except UsernamePassword.
- ``mailbox`` - str: The mailbox name. This defaults to the current user if using the UsernamePassword auth method, but could be a shared mailbox if the user has access to the mailbox

.. note::
You must create an app registration in Azure AD and have an admin grant the Microsoft Graph ``Mail.ReadWrite`` (delegated) permission to the app.
If you are using `UsernamePassword` auth and the mailbox is different from the username, you must grant the app ``Mail.ReadWrite.Shared``.

.. warning::
If you are using the `ClientSecret` auth method, you need to grant the ``Mail.ReadWrite`` (application) permission to the app.
You must also restrict the application's access to a specific mailbox since it allows all mailboxes by default.
Use the ``New-ApplicationAccessPolicy`` command in the Exchange PowerShell module.
If you need to scope the policy to shared mailboxes, you can add them to a mail enabled security group and use that as the group id.

``New-ApplicationAccessPolicy -AccessRight RestrictAccess -AppId "<CLIENT_ID>" -PolicyScopeGroupId "<MAILBOX>" -Description "Restrict access to dmarc reports mailbox."``


- ``elasticsearch``
- ``hosts`` - str: A comma separated list of hostnames and ports or URLs (e.g. ``127.0.0.1:9200`` or ``https://user:secret@localhost``)

.. note::
Special characters in the username or password must be `URL encoded`_.

- ``ssl`` - bool: Use an encrypted SSL/TLS connection (Default: True)
- ``cert_path`` - str: Path to a trusted certificates
- ``index_suffix`` - str: A suffix to apply to the index names
- ``monthly_indexes`` - bool: Use monthly indexes instead of daily indexes
- ``number_of_shards`` - int: The number of shards to use when creating the index (Default: 1)
- ``number_of_replicas`` - int: The number of replicas to use when creating the index (Default: 1)
- ``splunk_hec``
- ``url`` - str: The URL of the Splunk HTTP Events Collector (HEC)
- ``token`` - str: The HEC token
- ``index`` - str: The Splunk index to use
- ``skip_certificate_verification`` - bool: Skip certificate verification (not recommended)
- ``kafka``
- ``hosts`` - str: A comma separated list of Kafka hosts
- ``user`` - str: The Kafka user
- ``passsword`` - str: The Kafka password
- ``ssl`` - bool: Use an encrypted SSL/TLS connection (Default: True)
- ``skip_certificate_verification`` - bool: Skip certificate verification (not recommended)
- ``aggregate_topic`` - str: The Kafka topic for aggregate reports
- ``forensic_topic`` - str: The Kafka topic for forensic reports
- ``smtp``
- ``host`` - str: The SMTP hostname
- ``port`` - int: The SMTP port (Default: 25)
- ``ssl`` - bool: Require SSL/TLS instead of using STARTTLS
- ``skip_certificate_verification`` - bool: Skip certificate verification (not recommended)
- ``user`` - str: the SMTP username
- ``password`` - str: the SMTP password
- ``from`` - str: The From header to use in the email
- ``to`` - list: A list of email addresses to send to
- ``subject`` - str: The Subject header to use in the email (Default: parsedmarc report)
- ``attachment`` - str: The ZIP attachment filenames
- ``message`` - str: The email message (Default: Please see the attached parsedmarc report.)
- ``s3``
- ``bucket`` - str: The S3 bucket name
- ``path`` - str: The path to upload reports to (Default: /)
- ``region_name`` - str: The region name (Optional)
- ``endpoint_url`` - str: The endpoint URL (Optional)
- ``access_key_id`` - str: The access key id (Optional)
- ``secret_access_key`` - str: The secret access key (Optional)
- ``syslog``
- ``server`` - str: The Syslog server name or IP address
- ``port`` - int: The UDP port to use (Default: 514)
- ``gmail_api``
- ``gmail_api_credentials_file`` - str: Path to file containing the credentials, None to disable (Default: None)
- ``gmail_api_token_file`` - str: Path to save the token file (Default: .token)
- ``gmail_api_include_spam_trash`` - bool: Include messages in Spam and Trash when searching reports (Default: False)
- ``gmail_api_scopes`` - str: Comma separated list of scopes to use when acquiring credentials (Default: https://www.googleapis.com/auth/gmail.modify)

.. warning::

It is **strongly recommended** to **not** use the ``nameservers`` setting.
By default, ``parsedmarc`` uses `Cloudflare's public resolvers`_,
which are much faster and more reliable than Google, Cisco OpenDNS, or
even most local resolvers.

The ``nameservers`` option should only be used if your network blocks DNS
requests to outside resolvers.

.. warning::

``save_aggregate`` and ``save_forensic`` are separate options because
you may not want to save forensic reports (also known as failure reports)
to your Elasticsearch instance, particularly if you are in a
highly-regulated industry that handles sensitive data, such as healthcare
or finance. If your legitimate outgoing email fails DMARC, it is possible
that email may appear later in a forensic report.

Forensic reports contain the original headers of an email that failed a
DMARC check, and sometimes may also include the full message body,
depending on the policy of the reporting organization.

Most reporting organizations do not send forensic reports of any kind for
privacy reasons. While aggregate DMARC reports are sent at least daily,
it is normal to receive very few forensic reports.

An alternative approach is to still collect forensic/failure/ruf reports
in your DMARC inbox, but run ``parsedmarc`` with ``save_forensic = True``
manually on a separate IMAP folder (using the ``reports_folder`` option),
after you have manually moved known samples you want to save to that
folder (e.g. malicious samples and non-sensitive legitimate samples).

Docker usage
============

.. code-block:: bash

docker run -v "${PWD}/config.ini:/config.ini" ghcr.io/domainaware/parsedmarc:<version> -c /config.ini


Sample aggregate report output
==============================

Here are the results from parsing the `example <https://dmarc.org/wiki/FAQ#I_need_to_implement_aggregate_reports.2C_what_do_they_look_like.3F>`_
report from the dmarc.org wiki. It's actually an older draft of the the 1.0
report schema standardized in
`RFC 7480 Appendix C <https://tools.ietf.org/html/rfc7489#appendix-C>`_.
This draft schema is still in wide use.

``parsedmarc`` produces consistent, normalized output, regardless of the report
schema.

JSON
----

.. code-block:: json

{
"xml_schema": "draft",
"report_metadata": {
"org_name": "acme.com",
"org_email": "noreply-dmarc-support@acme.com",
"org_extra_contact_info": "http://acme.com/dmarc/support",
"report_id": "9391651994964116463",
"begin_date": "2012-04-27 20:00:00",
"end_date": "2012-04-28 19:59:59",
"errors": []
},
"policy_published": {
"domain": "example.com",
"adkim": "r",
"aspf": "r",
"p": "none",
"sp": "none",
"pct": "100",
"fo": "0"
},
"records": [
{
"source": {
"ip_address": "72.150.241.94",
"country": "US",
"reverse_dns": "adsl-72-150-241-94.shv.bellsouth.net",
"base_domain": "bellsouth.net"
},
"count": 2,
"alignment": {
"spf": true,
"dkim": false,
"dmarc": true
},
"policy_evaluated": {
"disposition": "none",
"dkim": "fail",
"spf": "pass",
"policy_override_reasons": []
},
"identifiers": {
"header_from": "example.com",
"envelope_from": "example.com",
"envelope_to": null
},
"auth_results": {
"dkim": [
{
"domain": "example.com",
"selector": "none",
"result": "fail"
}
],
"spf": [
{
"domain": "example.com",
"scope": "mfrom",
"result": "pass"
}
]
}
}
]
}

CSV
---

::

xml_schema,org_name,org_email,org_extra_contact_info,report_id,begin_date,end_date,errors,domain,adkim,aspf,p,sp,pct,fo,source_ip_address,source_country,source_reverse_dns,source_base_domain,count,spf_aligned,dkim_aligned,dmarc_aligned,disposition,policy_override_reasons,policy_override_comments,envelope_from,header_from,envelope_to,dkim_domains,dkim_selectors,dkim_results,spf_domains,spf_scopes,spf_results
draft,acme.com,noreply-dmarc-support@acme.com,http://acme.com/dmarc/support,9391651994964116463,2012-04-27 20:00:00,2012-04-28 19:59:59,,example.com,r,r,none,none,100,0,72.150.241.94,US,adsl-72-150-241-94.shv.bellsouth.net,bellsouth.net,2,True,False,True,none,,,example.com,example.com,,example.com,none,fail,example.com,mfrom,pass


Sample forensic report output
=============================

Thanks to Github user `xennn <https://github.com/xennn>`_ for the anonymized
`forensic report email sample
<https://github.com/domainaware/parsedmarc/raw/master/samples/forensic/DMARC%20Failure%20Report%20for%20domain.de%20(mail-from%3Dsharepoint%40domain.de%2C%20ip%3D10.10.10.10).eml>`_.

JSON
----


.. code-block:: json

{
"feedback_type": "auth-failure",
"user_agent": "Lua/1.0",
"version": "1.0",
"original_mail_from": "sharepoint@domain.de",
"original_rcpt_to": "peter.pan@domain.de",
"arrival_date": "Mon, 01 Oct 2018 11:20:27 +0200",
"message_id": "<38.E7.30937.BD6E1BB5@ mailrelay.de>",
"authentication_results": "dmarc=fail (p=none, dis=none) header.from=domain.de",
"delivery_result": "policy",
"auth_failure": [
"dmarc"
],
"reported_domain": "domain.de",
"arrival_date_utc": "2018-10-01 09:20:27",
"source": {
"ip_address": "10.10.10.10",
"country": null,
"reverse_dns": null,
"base_domain": null
},
"authentication_mechanisms": [],
"original_envelope_id": null,
"dkim_domain": null,
"sample_headers_only": false,
"sample": "Received: from Servernameone.domain.local (Servernameone.domain.local [10.10.10.10])\n\tby mailrelay.de (mail.DOMAIN.de) with SMTP id 38.E7.30937.BD6E1BB5; Mon, 1 Oct 2018 11:20:27 +0200 (CEST)\nDate: 01 Oct 2018 11:20:27 +0200\nMessage-ID: <38.E7.30937.BD6E1BB5@ mailrelay.de>\nTo: <peter.pan@domain.de>\nfrom: \"=?utf-8?B?SW50ZXJha3RpdmUgV2V0dGJld2VyYmVyLcOcYmVyc2ljaHQ=?=\" <sharepoint@domain.de>\nSubject: Subject\nMIME-Version: 1.0\nX-Mailer: Microsoft SharePoint Foundation 2010\nContent-Type: text/html; charset=utf-8\nContent-Transfer-Encoding: quoted-printable\n\n<html><head><base href=3D'\nwettbewerb' /></head><body><!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 3.2//EN\"=\n><HTML><HEAD><META NAME=3D\"Generator\" CONTENT=3D\"MS Exchange Server version=\n 08.01.0240.003\"></html>\n",
"parsed_sample": {
"from": {
"display_name": "Interaktive Wettbewerber-Übersicht",
"address": "sharepoint@domain.de",
"local": "sharepoint",
"domain": "domain.de"
},
"to_domains": [
"domain.de"
],
"to": [
{
"display_name": null,
"address": "peter.pan@domain.de",
"local": "peter.pan",
"domain": "domain.de"
}
],
"subject": "Subject",
"timezone": "+2",
"mime-version": "1.0",
"date": "2018-10-01 09:20:27",
"content-type": "text/html; charset=utf-8",
"x-mailer": "Microsoft SharePoint Foundation 2010",
"body": "<html><head><base href='\nwettbewerb' /></head><body><!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 3.2//EN\"><HTML><HEAD><META NAME=\"Generator\" CONTENT=\"MS Exchange Server version 08.01.0240.003\"></html>",
"received": [
{
"from": "Servernameone.domain.local Servernameone.domain.local 10.10.10.10",
"by": "mailrelay.de mail.DOMAIN.de",
"with": "SMTP id 38.E7.30937.BD6E1BB5",
"date": "Mon, 1 Oct 2018 11:20:27 +0200 CEST",
"hop": 1,
"date_utc": "2018-10-01 09:20:27",
"delay": 0
}
],
"content-transfer-encoding": "quoted-printable",
"message-id": "<38.E7.30937.BD6E1BB5@ mailrelay.de>",
"has_defects": false,
"headers": {
"Received": "from Servernameone.domain.local (Servernameone.domain.local [10.10.10.10])\n\tby mailrelay.de (mail.DOMAIN.de) with SMTP id 38.E7.30937.BD6E1BB5; Mon, 1 Oct 2018 11:20:27 +0200 (CEST)",
"Date": "01 Oct 2018 11:20:27 +0200",
"Message-ID": "<38.E7.30937.BD6E1BB5@ mailrelay.de>",
"To": "<peter.pan@domain.de>",
"from": "\"Interaktive Wettbewerber-Übersicht\" <sharepoint@domain.de>",
"Subject": "Subject",
"MIME-Version": "1.0",
"X-Mailer": "Microsoft SharePoint Foundation 2010",
"Content-Type": "text/html; charset=utf-8",
"Content-Transfer-Encoding": "quoted-printable"
},
"reply_to": [],
"cc": [],
"bcc": [],
"attachments": [],
"filename_safe_subject": "Subject"
}
}



CSV
---

::

feedback_type,user_agent,version,original_envelope_id,original_mail_from,original_rcpt_to,arrival_date,arrival_date_utc,subject,message_id,authentication_results,dkim_domain,source_ip_address,source_country,source_reverse_dns,source_base_domain,delivery_result,auth_failure,reported_domain,authentication_mechanisms,sample_headers_only
auth-failure,Lua/1.0,1.0,,sharepoint@domain.de,peter.pan@domain.de,"Mon, 01 Oct 2018 11:20:27 +0200",2018-10-01 09:20:27,Subject,<38.E7.30937.BD6E1BB5@ mailrelay.de>,"dmarc=fail (p=none, dis=none) header.from=domain.de",,10.10.10.10,,,,policy,dmarc,domain.de,,False

Bug reports
===========

Please report bugs on the GitHub issue tracker

https://github.com/domainaware/parsedmarc/issues

.. |Build Status| image:: https://github.com/domainaware/parsedmarc/actions/workflows/python-tests.yml/badge.svg
:target: https://github.com/domainaware/parsedmarc/actions/workflows/python-tests.yml

.. |Code Coverage| image:: https://codecov.io/gh/domainaware/parsedmarc/branch/master/graph/badge.svg
:target: https://codecov.io/gh/domainaware/parsedmarc

.. |PyPI Package| image:: https://img.shields.io/pypi/v/parsedmarc.svg
:target: https://pypi-hypernode.com/project/parsedmarc/

.. _issues: https://github.com/domainaware/parsedmarc/issues

.. _contributors: https://github.com/domainaware/parsedmarc/graphs/contributors

.. _Demystifying DMARC: https://seanthegeek.net/459/demystifying-dmarc/

.. _IP to Country Lite database: https://db-ip.com/db/download/ip-to-country-lite

.. _Creative Commons Attribution 4.0 International License: https://creativecommons.org/licenses/by/4.0/

.. _MaxMind GeoLite2 Country database: https://dev.maxmind.com/geoip/geolite2-free-geolocation-data

.. _geoipupdate: https://github.com/maxmind/geoipupdate

.. _Cloudflare's public resolvers: https://1.1.1.1/

.. _URL encoded: https://en.wikipedia.org/wiki/Percent-encoding#Percent-encoding_reserved_characters



Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

parsedmarc-8.3.0.tar.gz (3.6 MB view details)

Uploaded Source

Built Distribution

parsedmarc-8.3.0-py3-none-any.whl (3.7 MB view details)

Uploaded Python 3

File details

Details for the file parsedmarc-8.3.0.tar.gz.

File metadata

  • Download URL: parsedmarc-8.3.0.tar.gz
  • Upload date:
  • Size: 3.6 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.15.0 pkginfo/1.8.2 requests/2.27.1 setuptools/44.1.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/2.7.18

File hashes

Hashes for parsedmarc-8.3.0.tar.gz
Algorithm Hash digest
SHA256 17188daa9a63c4fe7e13698647a9d12ea34ad5a4a2eca05fcb11f648e08d64a2
MD5 32a6bb6b793c2635488ea381cff8e14e
BLAKE2b-256 0a1528553afd59914bece742ec2a73dc90bf9a7b11b0998990c8bf0864ec288f

See more details on using hashes here.

File details

Details for the file parsedmarc-8.3.0-py3-none-any.whl.

File metadata

  • Download URL: parsedmarc-8.3.0-py3-none-any.whl
  • Upload date:
  • Size: 3.7 MB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.15.0 pkginfo/1.8.2 requests/2.27.1 setuptools/44.1.1 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/2.7.18

File hashes

Hashes for parsedmarc-8.3.0-py3-none-any.whl
Algorithm Hash digest
SHA256 568c482bc7f1cecee9353d5fc7f49a756f86a45884bfe5220749675844086a5a
MD5 e3b3f26e555e0da374f4d36efb8f71b6
BLAKE2b-256 ebf56a451b7d0f4509be7ecbcc1253ae02af1d7447147c1877e80a67ebcb434a

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page