rana-cli/wakatime/packages/requests/docs/user/advanced.rst
2015-02-12 17:26:44 -08:00

798 lines
28 KiB
ReStructuredText
Executable file
Raw Blame History

This file contains invisible Unicode characters

This file contains invisible Unicode characters that are indistinguishable to humans but may be processed differently by a computer. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

.. _advanced:
Advanced Usage
==============
This document covers some of Requests more advanced features.
.. _session-objects:
Session Objects
---------------
The Session object allows you to persist certain parameters across
requests. It also persists cookies across all requests made from the
Session instance.
A Session object has all the methods of the main Requests API.
Let's persist some cookies across requests::
s = requests.Session()
s.get('http://httpbin.org/cookies/set/sessioncookie/123456789')
r = s.get("http://httpbin.org/cookies")
print(r.text)
# '{"cookies": {"sessioncookie": "123456789"}}'
Sessions can also be used to provide default data to the request methods. This
is done by providing data to the properties on a Session object::
s = requests.Session()
s.auth = ('user', 'pass')
s.headers.update({'x-test': 'true'})
# both 'x-test' and 'x-test2' are sent
s.get('http://httpbin.org/headers', headers={'x-test2': 'true'})
Any dictionaries that you pass to a request method will be merged with the
session-level values that are set. The method-level parameters override session
parameters.
.. admonition:: Remove a Value From a Dict Parameter
Sometimes you'll want to omit session-level keys from a dict parameter. To
do this, you simply set that key's value to ``None`` in the method-level
parameter. It will automatically be omitted.
All values that are contained within a session are directly available to you.
See the :ref:`Session API Docs <sessionapi>` to learn more.
.. _request-and-response-objects:
Request and Response Objects
----------------------------
Whenever a call is made to ``requests.get()`` and friends you are doing two
major things. First, you are constructing a ``Request`` object which will be
sent off to a server to request or query some resource. Second, a ``Response``
object is generated once ``requests`` gets a response back from the server.
The Response object contains all of the information returned by the server and
also contains the ``Request`` object you created originally. Here is a simple
request to get some very important information from Wikipedia's servers::
>>> r = requests.get('http://en.wikipedia.org/wiki/Monty_Python')
If we want to access the headers the server sent back to us, we do this::
>>> r.headers
{'content-length': '56170', 'x-content-type-options': 'nosniff', 'x-cache':
'HIT from cp1006.eqiad.wmnet, MISS from cp1010.eqiad.wmnet', 'content-encoding':
'gzip', 'age': '3080', 'content-language': 'en', 'vary': 'Accept-Encoding,Cookie',
'server': 'Apache', 'last-modified': 'Wed, 13 Jun 2012 01:33:50 GMT',
'connection': 'close', 'cache-control': 'private, s-maxage=0, max-age=0,
must-revalidate', 'date': 'Thu, 14 Jun 2012 12:59:39 GMT', 'content-type':
'text/html; charset=UTF-8', 'x-cache-lookup': 'HIT from cp1006.eqiad.wmnet:3128,
MISS from cp1010.eqiad.wmnet:80'}
However, if we want to get the headers we sent the server, we simply access the
request, and then the request's headers::
>>> r.request.headers
{'Accept-Encoding': 'identity, deflate, compress, gzip',
'Accept': '*/*', 'User-Agent': 'python-requests/1.2.0'}
.. _prepared-requests:
Prepared Requests
-----------------
Whenever you receive a :class:`Response <requests.Response>` object
from an API call or a Session call, the ``request`` attribute is actually the
``PreparedRequest`` that was used. In some cases you may wish to do some extra
work to the body or headers (or anything else really) before sending a
request. The simple recipe for this is the following::
from requests import Request, Session
s = Session()
req = Request('GET', url,
data=data,
headers=header
)
prepped = req.prepare()
# do something with prepped.body
# do something with prepped.headers
resp = s.send(prepped,
stream=stream,
verify=verify,
proxies=proxies,
cert=cert,
timeout=timeout
)
print(resp.status_code)
Since you are not doing anything special with the ``Request`` object, you
prepare it immediately and modify the ``PreparedRequest`` object. You then
send that with the other parameters you would have sent to ``requests.*`` or
``Session.*``.
However, the above code will lose some of the advantages of having a Requests
:class:`Session <requests.Session>` object. In particular,
:class:`Session <requests.Session>`-level state such as cookies will
not get applied to your request. To get a
:class:`PreparedRequest <requests.PreparedRequest>` with that state
applied, replace the call to :meth:`Request.prepare()
<requests.Request.prepare>` with a call to
:meth:`Session.prepare_request() <requests.Session.prepare_request>`, like this::
from requests import Request, Session
s = Session()
req = Request('GET', url,
data=data
headers=headers
)
prepped = s.prepare_request(req)
# do something with prepped.body
# do something with prepped.headers
resp = s.send(prepped,
stream=stream,
verify=verify,
proxies=proxies,
cert=cert,
timeout=timeout
)
print(resp.status_code)
.. _verification:
SSL Cert Verification
---------------------
Requests can verify SSL certificates for HTTPS requests, just like a web browser.
To check a host's SSL certificate, you can use the ``verify`` argument::
>>> requests.get('https://kennethreitz.com', verify=True)
requests.exceptions.SSLError: hostname 'kennethreitz.com' doesn't match either of '*.herokuapp.com', 'herokuapp.com'
I don't have SSL setup on this domain, so it fails. Excellent. GitHub does though::
>>> requests.get('https://github.com', verify=True)
<Response [200]>
You can pass ``verify`` the path to a CA_BUNDLE file with certificates of trusted CAs. This list of trusted CAs can also be specified through the ``REQUESTS_CA_BUNDLE`` environment variable.
Requests can also ignore verifying the SSL certificate if you set ``verify`` to False.
::
>>> requests.get('https://kennethreitz.com', verify=False)
<Response [200]>
By default, ``verify`` is set to True. Option ``verify`` only applies to host certs.
You can also specify a local cert to use as client side certificate, as a single
file (containing the private key and the certificate) or as a tuple of both
file's path::
>>> requests.get('https://kennethreitz.com', cert=('/path/server.crt', '/path/key'))
<Response [200]>
If you specify a wrong path or an invalid cert::
>>> requests.get('https://kennethreitz.com', cert='/wrong_path/server.pem')
SSLError: [Errno 336265225] _ssl.c:347: error:140B0009:SSL routines:SSL_CTX_use_PrivateKey_file:PEM lib
.. _body-content-workflow:
Body Content Workflow
---------------------
By default, when you make a request, the body of the response is downloaded
immediately. You can override this behaviour and defer downloading the response
body until you access the :class:`Response.content <requests.Response.content>`
attribute with the ``stream`` parameter::
tarball_url = 'https://github.com/kennethreitz/requests/tarball/master'
r = requests.get(tarball_url, stream=True)
At this point only the response headers have been downloaded and the connection
remains open, hence allowing us to make content retrieval conditional::
if int(r.headers['content-length']) < TOO_LONG:
content = r.content
...
You can further control the workflow by use of the :class:`Response.iter_content <requests.Response.iter_content>`
and :class:`Response.iter_lines <requests.Response.iter_lines>` methods.
Alternatively, you can read the undecoded body from the underlying
urllib3 :class:`urllib3.HTTPResponse <urllib3.response.HTTPResponse>` at
:class:`Response.raw <requests.Response.raw>`.
If you set ``stream`` to ``True`` when making a request, Requests cannot
release the connection back to the pool unless you consume all the data or call
:class:`Response.close <requests.Response.close>`. This can lead to
inefficiency with connections. If you find yourself partially reading request
bodies (or not reading them at all) while using ``stream=True``, you should
consider using ``contextlib.closing`` (`documented here`_), like this::
from contextlib import closing
with closing(requests.get('http://httpbin.org/get', stream=True)) as r:
# Do things with the response here.
.. _`documented here`: http://docs.python.org/2/library/contextlib.html#contextlib.closing
.. _keep-alive:
Keep-Alive
----------
Excellent news — thanks to urllib3, keep-alive is 100% automatic within a session!
Any requests that you make within a session will automatically reuse the appropriate
connection!
Note that connections are only released back to the pool for reuse once all body
data has been read; be sure to either set ``stream`` to ``False`` or read the
``content`` property of the ``Response`` object.
.. _streaming-uploads:
Streaming Uploads
-----------------
Requests supports streaming uploads, which allow you to send large streams or
files without reading them into memory. To stream and upload, simply provide a
file-like object for your body::
with open('massive-body', 'rb') as f:
requests.post('http://some.url/streamed', data=f)
.. _chunk-encoding:
Chunk-Encoded Requests
----------------------
Requests also supports Chunked transfer encoding for outgoing and incoming requests.
To send a chunk-encoded request, simply provide a generator (or any iterator without
a length) for your body::
def gen():
yield 'hi'
yield 'there'
requests.post('http://some.url/chunked', data=gen())
.. _multipart:
POST Multiple Multipart-Encoded Files
-------------------------------------
You can send multiple files in one request. For example, suppose you want to
upload image files to an HTML form with a multiple file field 'images':
<input type="file" name="images" multiple="true" required="true"/>
To do that, just set files to a list of tuples of (form_field_name, file_info):
>>> url = 'http://httpbin.org/post'
>>> multiple_files = [('images', ('foo.png', open('foo.png', 'rb'), 'image/png')),
('images', ('bar.png', open('bar.png', 'rb'), 'image/png'))]
>>> r = requests.post(url, files=multiple_files)
>>> r.text
{
...
'files': {'images': 'data:image/png;base64,iVBORw ....'}
'Content-Type': 'multipart/form-data; boundary=3131623adb2043caaeb5538cc7aa0b3a',
...
}
.. _event-hooks:
Event Hooks
-----------
Requests has a hook system that you can use to manipulate portions of
the request process, or signal event handling.
Available hooks:
``response``:
The response generated from a Request.
You can assign a hook function on a per-request basis by passing a
``{hook_name: callback_function}`` dictionary to the ``hooks`` request
parameter::
hooks=dict(response=print_url)
That ``callback_function`` will receive a chunk of data as its first
argument.
::
def print_url(r, *args, **kwargs):
print(r.url)
If an error occurs while executing your callback, a warning is given.
If the callback function returns a value, it is assumed that it is to
replace the data that was passed in. If the function doesn't return
anything, nothing else is effected.
Let's print some request method arguments at runtime::
>>> requests.get('http://httpbin.org', hooks=dict(response=print_url))
http://httpbin.org
<Response [200]>
.. _custom-auth:
Custom Authentication
---------------------
Requests allows you to use specify your own authentication mechanism.
Any callable which is passed as the ``auth`` argument to a request method will
have the opportunity to modify the request before it is dispatched.
Authentication implementations are subclasses of ``requests.auth.AuthBase``,
and are easy to define. Requests provides two common authentication scheme
implementations in ``requests.auth``: ``HTTPBasicAuth`` and ``HTTPDigestAuth``.
Let's pretend that we have a web service that will only respond if the
``X-Pizza`` header is set to a password value. Unlikely, but just go with it.
::
from requests.auth import AuthBase
class PizzaAuth(AuthBase):
"""Attaches HTTP Pizza Authentication to the given Request object."""
def __init__(self, username):
# setup any auth-related data here
self.username = username
def __call__(self, r):
# modify and return the request
r.headers['X-Pizza'] = self.username
return r
Then, we can make a request using our Pizza Auth::
>>> requests.get('http://pizzabin.org/admin', auth=PizzaAuth('kenneth'))
<Response [200]>
.. _streaming-requests:
Streaming Requests
------------------
With :class:`requests.Response.iter_lines()` you can easily
iterate over streaming APIs such as the `Twitter Streaming
API <https://dev.twitter.com/streaming/overview>`_. Simply
set ``stream`` to ``True`` and iterate over the response with
:class:`~requests.Response.iter_lines()`::
import json
import requests
r = requests.get('http://httpbin.org/stream/20', stream=True)
for line in r.iter_lines():
# filter out keep-alive new lines
if line:
print(json.loads(line))
.. _proxies:
Proxies
-------
If you need to use a proxy, you can configure individual requests with the
``proxies`` argument to any request method::
import requests
proxies = {
"http": "http://10.10.1.10:3128",
"https": "http://10.10.1.10:1080",
}
requests.get("http://example.org", proxies=proxies)
You can also configure proxies by setting the environment variables
``HTTP_PROXY`` and ``HTTPS_PROXY``.
::
$ export HTTP_PROXY="http://10.10.1.10:3128"
$ export HTTPS_PROXY="http://10.10.1.10:1080"
$ python
>>> import requests
>>> requests.get("http://example.org")
To use HTTP Basic Auth with your proxy, use the `http://user:password@host/` syntax::
proxies = {
"http": "http://user:pass@10.10.1.10:3128/",
}
Note that proxy URLs must include the scheme.
Compliance
----------
Requests is intended to be compliant with all relevant specifications and
RFCs where that compliance will not cause difficulties for users. This
attention to the specification can lead to some behaviour that may seem
unusual to those not familiar with the relevant specification.
Encodings
^^^^^^^^^
When you receive a response, Requests makes a guess at the encoding to
use for decoding the response when you access the :attr:`Response.text
<requests.Response.text>` attribute. Requests will first check for an
encoding in the HTTP header, and if none is present, will use `chardet
<http://pypi.python.org/pypi/chardet>`_ to attempt to guess the encoding.
The only time Requests will not do this is if no explicit charset
is present in the HTTP headers **and** the ``Content-Type``
header contains ``text``. In this situation, `RFC 2616
<http://www.w3.org/Protocols/rfc2616/rfc2616-sec3.html#sec3.7.1>`_ specifies
that the default charset must be ``ISO-8859-1``. Requests follows the
specification in this case. If you require a different encoding, you can
manually set the :attr:`Response.encoding <requests.Response.encoding>`
property, or use the raw :attr:`Response.content <requests.Response.content>`.
HTTP Verbs
----------
Requests provides access to almost the full range of HTTP verbs: GET, OPTIONS,
HEAD, POST, PUT, PATCH and DELETE. The following provides detailed examples of
using these various verbs in Requests, using the GitHub API.
We will begin with the verb most commonly used: GET. HTTP GET is an idempotent
method that returns a resource from a given URL. As a result, it is the verb
you ought to use when attempting to retrieve data from a web location. An
example usage would be attempting to get information about a specific commit
from GitHub. Suppose we wanted commit ``a050faf`` on Requests. We would get it
like so::
>>> import requests
>>> r = requests.get('https://api.github.com/repos/kennethreitz/requests/git/commits/a050faf084662f3a352dd1a941f2c7c9f886d4ad')
We should confirm that GitHub responded correctly. If it has, we want to work
out what type of content it is. Do this like so::
>>> if r.status_code == requests.codes.ok:
... print(r.headers['content-type'])
...
application/json; charset=utf-8
So, GitHub returns JSON. That's great, we can use the :meth:`r.json
<requests.Response.json>` method to parse it into Python objects.
::
>>> commit_data = r.json()
>>> print(commit_data.keys())
[u'committer', u'author', u'url', u'tree', u'sha', u'parents', u'message']
>>> print(commit_data[u'committer'])
{u'date': u'2012-05-10T11:10:50-07:00', u'email': u'me@kennethreitz.com', u'name': u'Kenneth Reitz'}
>>> print(commit_data[u'message'])
makin' history
So far, so simple. Well, let's investigate the GitHub API a little bit. Now,
we could look at the documentation, but we might have a little more fun if we
use Requests instead. We can take advantage of the Requests OPTIONS verb to
see what kinds of HTTP methods are supported on the url we just used.
::
>>> verbs = requests.options(r.url)
>>> verbs.status_code
500
Uh, what? That's unhelpful! Turns out GitHub, like many API providers, don't
actually implement the OPTIONS method. This is an annoying oversight, but it's
OK, we can just use the boring documentation. If GitHub had correctly
implemented OPTIONS, however, they should return the allowed methods in the
headers, e.g.
::
>>> verbs = requests.options('http://a-good-website.com/api/cats')
>>> print(verbs.headers['allow'])
GET,HEAD,POST,OPTIONS
Turning to the documentation, we see that the only other method allowed for
commits is POST, which creates a new commit. As we're using the Requests repo,
we should probably avoid making ham-handed POSTS to it. Instead, let's play
with the Issues feature of GitHub.
This documentation was added in response to Issue #482. Given that this issue
already exists, we will use it as an example. Let's start by getting it.
::
>>> r = requests.get('https://api.github.com/repos/kennethreitz/requests/issues/482')
>>> r.status_code
200
>>> issue = json.loads(r.text)
>>> print(issue[u'title'])
Feature any http verb in docs
>>> print(issue[u'comments'])
3
Cool, we have three comments. Let's take a look at the last of them.
::
>>> r = requests.get(r.url + u'/comments')
>>> r.status_code
200
>>> comments = r.json()
>>> print(comments[0].keys())
[u'body', u'url', u'created_at', u'updated_at', u'user', u'id']
>>> print(comments[2][u'body'])
Probably in the "advanced" section
Well, that seems like a silly place. Let's post a comment telling the poster
that he's silly. Who is the poster, anyway?
::
>>> print(comments[2][u'user'][u'login'])
kennethreitz
OK, so let's tell this Kenneth guy that we think this example should go in the
quickstart guide instead. According to the GitHub API doc, the way to do this
is to POST to the thread. Let's do it.
::
>>> body = json.dumps({u"body": u"Sounds great! I'll get right on it!"})
>>> url = u"https://api.github.com/repos/kennethreitz/requests/issues/482/comments"
>>> r = requests.post(url=url, data=body)
>>> r.status_code
404
Huh, that's weird. We probably need to authenticate. That'll be a pain, right?
Wrong. Requests makes it easy to use many forms of authentication, including
the very common Basic Auth.
::
>>> from requests.auth import HTTPBasicAuth
>>> auth = HTTPBasicAuth('fake@example.com', 'not_a_real_password')
>>> r = requests.post(url=url, data=body, auth=auth)
>>> r.status_code
201
>>> content = r.json()
>>> print(content[u'body'])
Sounds great! I'll get right on it.
Brilliant. Oh, wait, no! I meant to add that it would take me a while, because
I had to go feed my cat. If only I could edit this comment! Happily, GitHub
allows us to use another HTTP verb, PATCH, to edit this comment. Let's do
that.
::
>>> print(content[u"id"])
5804413
>>> body = json.dumps({u"body": u"Sounds great! I'll get right on it once I feed my cat."})
>>> url = u"https://api.github.com/repos/kennethreitz/requests/issues/comments/5804413"
>>> r = requests.patch(url=url, data=body, auth=auth)
>>> r.status_code
200
Excellent. Now, just to torture this Kenneth guy, I've decided to let him
sweat and not tell him that I'm working on this. That means I want to delete
this comment. GitHub lets us delete comments using the incredibly aptly named
DELETE method. Let's get rid of it.
::
>>> r = requests.delete(url=url, auth=auth)
>>> r.status_code
204
>>> r.headers['status']
'204 No Content'
Excellent. All gone. The last thing I want to know is how much of my ratelimit
I've used. Let's find out. GitHub sends that information in the headers, so
rather than download the whole page I'll send a HEAD request to get the
headers.
::
>>> r = requests.head(url=url, auth=auth)
>>> print(r.headers)
...
'x-ratelimit-remaining': '4995'
'x-ratelimit-limit': '5000'
...
Excellent. Time to write a Python program that abuses the GitHub API in all
kinds of exciting ways, 4995 more times.
Link Headers
------------
Many HTTP APIs feature Link headers. They make APIs more self describing and
discoverable.
GitHub uses these for `pagination <http://developer.github.com/v3/#pagination>`_
in their API, for example::
>>> url = 'https://api.github.com/users/kennethreitz/repos?page=1&per_page=10'
>>> r = requests.head(url=url)
>>> r.headers['link']
'<https://api.github.com/users/kennethreitz/repos?page=2&per_page=10>; rel="next", <https://api.github.com/users/kennethreitz/repos?page=6&per_page=10>; rel="last"'
Requests will automatically parse these link headers and make them easily consumable::
>>> r.links["next"]
{'url': 'https://api.github.com/users/kennethreitz/repos?page=2&per_page=10', 'rel': 'next'}
>>> r.links["last"]
{'url': 'https://api.github.com/users/kennethreitz/repos?page=7&per_page=10', 'rel': 'last'}
Transport Adapters
------------------
As of v1.0.0, Requests has moved to a modular internal design. Part of the
reason this was done was to implement Transport Adapters, originally
`described here`_. Transport Adapters provide a mechanism to define interaction
methods for an HTTP service. In particular, they allow you to apply per-service
configuration.
Requests ships with a single Transport Adapter, the :class:`HTTPAdapter
<requests.adapters.HTTPAdapter>`. This adapter provides the default Requests
interaction with HTTP and HTTPS using the powerful `urllib3`_ library. Whenever
a Requests :class:`Session <requests.Session>` is initialized, one of these is
attached to the :class:`Session <requests.Session>` object for HTTP, and one
for HTTPS.
Requests enables users to create and use their own Transport Adapters that
provide specific functionality. Once created, a Transport Adapter can be
mounted to a Session object, along with an indication of which web services
it should apply to.
::
>>> s = requests.Session()
>>> s.mount('http://www.github.com', MyAdapter())
The mount call registers a specific instance of a Transport Adapter to a
prefix. Once mounted, any HTTP request made using that session whose URL starts
with the given prefix will use the given Transport Adapter.
Many of the details of implementing a Transport Adapter are beyond the scope of
this documentation, but take a look at the next example for a simple SSL use-
case. For more than that, you might look at subclassing
``requests.adapters.BaseAdapter``.
Example: Specific SSL Version
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
The Requests team has made a specific choice to use whatever SSL version is
default in the underlying library (`urllib3`_). Normally this is fine, but from
time to time, you might find yourself needing to connect to a service-endpoint
that uses a version that isn't compatible with the default.
You can use Transport Adapters for this by taking most of the existing
implementation of HTTPAdapter, and adding a parameter *ssl_version* that gets
passed-through to `urllib3`. We'll make a TA that instructs the library to use
SSLv3:
::
import ssl
from requests.adapters import HTTPAdapter
from requests.packages.urllib3.poolmanager import PoolManager
class Ssl3HttpAdapter(HTTPAdapter):
""""Transport adapter" that allows us to use SSLv3."""
def init_poolmanager(self, connections, maxsize, block=False):
self.poolmanager = PoolManager(num_pools=connections,
maxsize=maxsize,
block=block,
ssl_version=ssl.PROTOCOL_SSLv3)
.. _`described here`: http://www.kennethreitz.org/essays/the-future-of-python-http
.. _`urllib3`: https://github.com/shazow/urllib3
Blocking Or Non-Blocking?
-------------------------
With the default Transport Adapter in place, Requests does not provide any kind
of non-blocking IO. The :attr:`Response.content <requests.Response.content>`
property will block until the entire response has been downloaded. If
you require more granularity, the streaming features of the library (see
:ref:`streaming-requests`) allow you to retrieve smaller quantities of the
response at a time. However, these calls will still block.
If you are concerned about the use of blocking IO, there are lots of projects
out there that combine Requests with one of Python's asynchronicity frameworks.
Two excellent examples are `grequests`_ and `requests-futures`_.
.. _`grequests`: https://github.com/kennethreitz/grequests
.. _`requests-futures`: https://github.com/ross/requests-futures
Timeouts
--------
Most requests to external servers should have a timeout attached, in case the
server is not responding in a timely manner. Without a timeout, your code may
hang for minutes or more.
The **connect** timeout is the number of seconds Requests will wait for your
client to establish a connection to a remote machine (corresponding to the
`connect()`_) call on the socket. It's a good practice to set connect timeouts
to slightly larger than a multiple of 3, which is the default `TCP packet
retransmission window <http://www.hjp.at/doc/rfc/rfc2988.txt>`_.
Once your client has connected to the server and sent the HTTP request, the
**read** timeout is the number of seconds the client will wait for the server
to send a response. (Specifically, it's the number of seconds that the client
will wait *between* bytes sent from the server. In 99.9% of cases, this is the
time before the server sends the first byte).
If you specify a single value for the timeout, like this::
r = requests.get('https://github.com', timeout=5)
The timeout value will be applied to both the ``connect`` and the ``read``
timeouts. Specify a tuple if you would like to set the values separately::
r = requests.get('https://github.com', timeout=(3.05, 27))
If the remote server is very slow, you can tell Requests to wait forever for
a response, by passing None as a timeout value and then retrieving a cup of
coffee.
.. code-block:: python
r = requests.get('https://github.com', timeout=None)
.. _`connect()`: http://linux.die.net/man/2/connect
CA Certificates
---------------
By default Requests bundles a set of root CAs that it trusts, sourced from the
`Mozilla trust store`_. However, these are only updated once for each Requests
version. This means that if you pin a Requests version your certificates can
become extremely out of date.
From Requests version 2.4.0 onwards, Requests will attempt to use certificates
from `certifi`_ if it is present on the system. This allows for users to update
their trusted certificates without having to change the code that runs on their
system.
For the sake of security we recommend upgrading certifi frequently!
.. _certifi: http://certifi.io/
.. _Mozilla trust store: https://hg.mozilla.org/mozilla-central/raw-file/tip/security/nss/lib/ckfw/builtins/certdata.txt