Sai

Getting Started with Requests

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Getting Started with requests¶

Let us get started with requests module. You might have to install requests using pip.

requests is part of many other 3rd party libraries. You can check whether it is already installed or not.

In [1]:

!pip list|grep requests

requests             2.27.1

In [2]:

!pip install requests

Defaulting to user installation because normal site-packages is not writeable
Requirement already satisfied: requests in /home/itversity/.local/lib/python3.8/site-packages (2.27.1)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/itversity/.local/lib/python3.8/site-packages (from requests) (1.26.8)
Requirement already satisfied: charset-normalizer~=2.0.0 in /home/itversity/.local/lib/python3.8/site-packages (from requests) (2.0.12)
Requirement already satisfied: idna<4,>=2.5 in /home/itversity/.local/lib/python3.8/site-packages (from requests) (3.3)
Requirement already satisfied: certifi>=2017.4.17 in /home/itversity/.local/lib/python3.8/site-packages (from requests) (2021.10.8)

You need to import before you start using it as part of your Python program.

In [3]:

import requests

Here are some of the important functions from requests module we use on regular basis. The below functions are to support common REST API calls.

In [4]:

import requests

In [5]:

url = "https://api.github.com/users/dgadiraju/repos"

In [6]:

type(url)

Out[6]:

str

In [7]:

payload = {}
headers = {}

In [8]:

requests.request?

Signature: requests.request(method, url, **kwargs)
Docstring:
Constructs and sends a :class:`Request <Request>`.

:param method: method for the new :class:`Request` object: ``GET``, ``OPTIONS``, ``HEAD``, ``POST``, ``PUT``, ``PATCH``, or ``DELETE``.
:param url: URL for the new :class:`Request` object.
:param params: (optional) Dictionary, list of tuples or bytes to send
    in the query string for the :class:`Request`.
:param data: (optional) Dictionary, list of tuples, bytes, or file-like
    object to send in the body of the :class:`Request`.
:param json: (optional) A JSON serializable Python object to send in the body of the :class:`Request`.
:param headers: (optional) Dictionary of HTTP Headers to send with the :class:`Request`.
:param cookies: (optional) Dict or CookieJar object to send with the :class:`Request`.
:param files: (optional) Dictionary of ``'name': file-like-objects`` (or ``{'name': file-tuple}``) for multipart encoding upload.
    ``file-tuple`` can be a 2-tuple ``('filename', fileobj)``, 3-tuple ``('filename', fileobj, 'content_type')``
    or a 4-tuple ``('filename', fileobj, 'content_type', custom_headers)``, where ``'content-type'`` is a string
    defining the content type of the given file and ``custom_headers`` a dict-like object containing additional headers
    to add for the file.
:param auth: (optional) Auth tuple to enable Basic/Digest/Custom HTTP Auth.
:param timeout: (optional) How many seconds to wait for the server to send data
    before giving up, as a float, or a :ref:`(connect timeout, read
    timeout) <timeouts>` tuple.
:type timeout: float or tuple
:param allow_redirects: (optional) Boolean. Enable/disable GET/OPTIONS/POST/PUT/PATCH/DELETE/HEAD redirection. Defaults to ``True``.
:type allow_redirects: bool
:param proxies: (optional) Dictionary mapping protocol to the URL of the proxy.
:param verify: (optional) Either a boolean, in which case it controls whether we verify
        the server's TLS certificate, or a string, in which case it must be a path
        to a CA bundle to use. Defaults to ``True``.
:param stream: (optional) if ``False``, the response content will be immediately downloaded.
:param cert: (optional) if String, path to ssl client cert file (.pem). If Tuple, ('cert', 'key') pair.
:return: :class:`Response <Response>` object
:rtype: requests.Response

Usage::

  >>> import requests
  >>> req = requests.request('GET', 'https://httpbin.org/get')
  >>> req
  <Response [200]>
File:      ~/.local/lib/python3.8/site-packages/requests/api.py
Type:      function

In [9]:

response = requests.request("GET", url, headers=headers, data=payload)

In [10]:

type(response)

Out[10]:

requests.models.Response

In [11]:

response.text

Out[11]:

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In [15]:

requests.get?

Signature: requests.get(url, params=None, **kwargs)
Docstring:
Sends a GET request.

:param url: URL for the new :class:`Request` object.
:param params: (optional) Dictionary, list of tuples or bytes to send
    in the query string for the :class:`Request`.
:param \*\*kwargs: Optional arguments that ``request`` takes.
:return: :class:`Response <Response>` object
:rtype: requests.Response
File:      ~/.local/lib/python3.8/site-packages/requests/api.py
Type:      function

In [16]:

requests.post?

Signature: requests.post(url, data=None, json=None, **kwargs)
Docstring:
Sends a POST request.

:param url: URL for the new :class:`Request` object.
:param data: (optional) Dictionary, list of tuples, bytes, or file-like
    object to send in the body of the :class:`Request`.
:param json: (optional) json data to send in the body of the :class:`Request`.
:param \*\*kwargs: Optional arguments that ``request`` takes.
:return: :class:`Response <Response>` object
:rtype: requests.Response
File:      ~/.local/lib/python3.8/site-packages/requests/api.py
Type:      function

In [17]:

requests.put?

Signature: requests.put(url, data=None, **kwargs)
Docstring:
Sends a PUT request.

:param url: URL for the new :class:`Request` object.
:param data: (optional) Dictionary, list of tuples, bytes, or file-like
    object to send in the body of the :class:`Request`.
:param json: (optional) json data to send in the body of the :class:`Request`.
:param \*\*kwargs: Optional arguments that ``request`` takes.
:return: :class:`Response <Response>` object
:rtype: requests.Response
File:      ~/.local/lib/python3.8/site-packages/requests/api.py
Type:      function

In [18]:

requests.delete?

Signature: requests.delete(url, **kwargs)
Docstring:
Sends a DELETE request.

:param url: URL for the new :class:`Request` object.
:param \*\*kwargs: Optional arguments that ``request`` takes.
:return: :class:`Response <Response>` object
:rtype: requests.Response
File:      ~/.local/lib/python3.8/site-packages/requests/api.py
Type:      function

As part of the Data Engineering projects, we typically read the data from REST APIs. It means we will be using functions such as requests.get more often than others.
Here is a quick example. We will deep dive as part of subsequent topics.

In [19]:

import requests

In [20]:

res = requests.get('https://api.github.com')

In [21]:

res.text

Out[21]:

'{\n  "current_user_url": "https://api.github.com/user",\n  "current_user_authorizations_html_url": "https://github.com/settings/connections/applications{/client_id}",\n  "authorizations_url": "https://api.github.com/authorizations",\n  "code_search_url": "https://api.github.com/search/code?q={query}{&page,per_page,sort,order}",\n  "commit_search_url": "https://api.github.com/search/commits?q={query}{&page,per_page,sort,order}",\n  "emails_url": "https://api.github.com/user/emails",\n  "emojis_url": "https://api.github.com/emojis",\n  "events_url": "https://api.github.com/events",\n  "feeds_url": "https://api.github.com/feeds",\n  "followers_url": "https://api.github.com/user/followers",\n  "following_url": "https://api.github.com/user/following{/target}",\n  "gists_url": "https://api.github.com/gists{/gist_id}",\n  "hub_url": "https://api.github.com/hub",\n  "issue_search_url": "https://api.github.com/search/issues?q={query}{&page,per_page,sort,order}",\n  "issues_url": "https://api.github.com/issues",\n  "keys_url": "https://api.github.com/user/keys",\n  "label_search_url": "https://api.github.com/search/labels?q={query}&repository_id={repository_id}{&page,per_page}",\n  "notifications_url": "https://api.github.com/notifications",\n  "organization_url": "https://api.github.com/orgs/{org}",\n  "organization_repositories_url": "https://api.github.com/orgs/{org}/repos{?type,page,per_page,sort}",\n  "organization_teams_url": "https://api.github.com/orgs/{org}/teams",\n  "public_gists_url": "https://api.github.com/gists/public",\n  "rate_limit_url": "https://api.github.com/rate_limit",\n  "repository_url": "https://api.github.com/repos/{owner}/{repo}",\n  "repository_search_url": "https://api.github.com/search/repositories?q={query}{&page,per_page,sort,order}",\n  "current_user_repositories_url": "https://api.github.com/user/repos{?type,page,per_page,sort}",\n  "starred_url": "https://api.github.com/user/starred{/owner}{/repo}",\n  "starred_gists_url": "https://api.github.com/gists/starred",\n  "topic_search_url": "https://api.github.com/search/topics?q={query}{&page,per_page}",\n  "user_url": "https://api.github.com/users/{user}",\n  "user_organizations_url": "https://api.github.com/user/orgs",\n  "user_repositories_url": "https://api.github.com/users/{user}/repos{?type,page,per_page,sort}",\n  "user_search_url": "https://api.github.com/search/users?q={query}{&page,per_page,sort,order}"\n}\n'

In [22]:

res.json()

Out[22]:

{'current_user_url': 'https://api.github.com/user',
 'current_user_authorizations_html_url': 'https://github.com/settings/connections/applications{/client_id}',
 'authorizations_url': 'https://api.github.com/authorizations',
 'code_search_url': 'https://api.github.com/search/code?q={query}{&page,per_page,sort,order}',
 'commit_search_url': 'https://api.github.com/search/commits?q={query}{&page,per_page,sort,order}',
 'emails_url': 'https://api.github.com/user/emails',
 'emojis_url': 'https://api.github.com/emojis',
 'events_url': 'https://api.github.com/events',
 'feeds_url': 'https://api.github.com/feeds',
 'followers_url': 'https://api.github.com/user/followers',
 'following_url': 'https://api.github.com/user/following{/target}',
 'gists_url': 'https://api.github.com/gists{/gist_id}',
 'hub_url': 'https://api.github.com/hub',
 'issue_search_url': 'https://api.github.com/search/issues?q={query}{&page,per_page,sort,order}',
 'issues_url': 'https://api.github.com/issues',
 'keys_url': 'https://api.github.com/user/keys',
 'label_search_url': 'https://api.github.com/search/labels?q={query}&repository_id={repository_id}{&page,per_page}',
 'notifications_url': 'https://api.github.com/notifications',
 'organization_url': 'https://api.github.com/orgs/{org}',
 'organization_repositories_url': 'https://api.github.com/orgs/{org}/repos{?type,page,per_page,sort}',
 'organization_teams_url': 'https://api.github.com/orgs/{org}/teams',
 'public_gists_url': 'https://api.github.com/gists/public',
 'rate_limit_url': 'https://api.github.com/rate_limit',
 'repository_url': 'https://api.github.com/repos/{owner}/{repo}',
 'repository_search_url': 'https://api.github.com/search/repositories?q={query}{&page,per_page,sort,order}',
 'current_user_repositories_url': 'https://api.github.com/user/repos{?type,page,per_page,sort}',
 'starred_url': 'https://api.github.com/user/starred{/owner}{/repo}',
 'starred_gists_url': 'https://api.github.com/gists/starred',
 'topic_search_url': 'https://api.github.com/search/topics?q={query}{&page,per_page}',
 'user_url': 'https://api.github.com/users/{user}',
 'user_organizations_url': 'https://api.github.com/user/orgs',
 'user_repositories_url': 'https://api.github.com/users/{user}/repos{?type,page,per_page,sort}',
 'user_search_url': 'https://api.github.com/search/users?q={query}{&page,per_page,sort,order}'}

In [23]:

res.content

Out[23]:

b'{\n  "current_user_url": "https://api.github.com/user",\n  "current_user_authorizations_html_url": "https://github.com/settings/connections/applications{/client_id}",\n  "authorizations_url": "https://api.github.com/authorizations",\n  "code_search_url": "https://api.github.com/search/code?q={query}{&page,per_page,sort,order}",\n  "commit_search_url": "https://api.github.com/search/commits?q={query}{&page,per_page,sort,order}",\n  "emails_url": "https://api.github.com/user/emails",\n  "emojis_url": "https://api.github.com/emojis",\n  "events_url": "https://api.github.com/events",\n  "feeds_url": "https://api.github.com/feeds",\n  "followers_url": "https://api.github.com/user/followers",\n  "following_url": "https://api.github.com/user/following{/target}",\n  "gists_url": "https://api.github.com/gists{/gist_id}",\n  "hub_url": "https://api.github.com/hub",\n  "issue_search_url": "https://api.github.com/search/issues?q={query}{&page,per_page,sort,order}",\n  "issues_url": "https://api.github.com/issues",\n  "keys_url": "https://api.github.com/user/keys",\n  "label_search_url": "https://api.github.com/search/labels?q={query}&repository_id={repository_id}{&page,per_page}",\n  "notifications_url": "https://api.github.com/notifications",\n  "organization_url": "https://api.github.com/orgs/{org}",\n  "organization_repositories_url": "https://api.github.com/orgs/{org}/repos{?type,page,per_page,sort}",\n  "organization_teams_url": "https://api.github.com/orgs/{org}/teams",\n  "public_gists_url": "https://api.github.com/gists/public",\n  "rate_limit_url": "https://api.github.com/rate_limit",\n  "repository_url": "https://api.github.com/repos/{owner}/{repo}",\n  "repository_search_url": "https://api.github.com/search/repositories?q={query}{&page,per_page,sort,order}",\n  "current_user_repositories_url": "https://api.github.com/user/repos{?type,page,per_page,sort}",\n  "starred_url": "https://api.github.com/user/starred{/owner}{/repo}",\n  "starred_gists_url": "https://api.github.com/gists/starred",\n  "topic_search_url": "https://api.github.com/search/topics?q={query}{&page,per_page}",\n  "user_url": "https://api.github.com/users/{user}",\n  "user_organizations_url": "https://api.github.com/user/orgs",\n  "user_repositories_url": "https://api.github.com/users/{user}/repos{?type,page,per_page,sort}",\n  "user_search_url": "https://api.github.com/search/users?q={query}{&page,per_page,sort,order}"\n}\n'

In [24]:

type(res.content)

Out[24]:

bytes

In [25]:

gitapi = requests.get('https://api.github.com').text

In [26]:

gitapi # It is of type string. This string is a valid JSON

Out[26]:

'{\n  "current_user_url": "https://api.github.com/user",\n  "current_user_authorizations_html_url": "https://github.com/settings/connections/applications{/client_id}",\n  "authorizations_url": "https://api.github.com/authorizations",\n  "code_search_url": "https://api.github.com/search/code?q={query}{&page,per_page,sort,order}",\n  "commit_search_url": "https://api.github.com/search/commits?q={query}{&page,per_page,sort,order}",\n  "emails_url": "https://api.github.com/user/emails",\n  "emojis_url": "https://api.github.com/emojis",\n  "events_url": "https://api.github.com/events",\n  "feeds_url": "https://api.github.com/feeds",\n  "followers_url": "https://api.github.com/user/followers",\n  "following_url": "https://api.github.com/user/following{/target}",\n  "gists_url": "https://api.github.com/gists{/gist_id}",\n  "hub_url": "https://api.github.com/hub",\n  "issue_search_url": "https://api.github.com/search/issues?q={query}{&page,per_page,sort,order}",\n  "issues_url": "https://api.github.com/issues",\n  "keys_url": "https://api.github.com/user/keys",\n  "label_search_url": "https://api.github.com/search/labels?q={query}&repository_id={repository_id}{&page,per_page}",\n  "notifications_url": "https://api.github.com/notifications",\n  "organization_url": "https://api.github.com/orgs/{org}",\n  "organization_repositories_url": "https://api.github.com/orgs/{org}/repos{?type,page,per_page,sort}",\n  "organization_teams_url": "https://api.github.com/orgs/{org}/teams",\n  "public_gists_url": "https://api.github.com/gists/public",\n  "rate_limit_url": "https://api.github.com/rate_limit",\n  "repository_url": "https://api.github.com/repos/{owner}/{repo}",\n  "repository_search_url": "https://api.github.com/search/repositories?q={query}{&page,per_page,sort,order}",\n  "current_user_repositories_url": "https://api.github.com/user/repos{?type,page,per_page,sort}",\n  "starred_url": "https://api.github.com/user/starred{/owner}{/repo}",\n  "starred_gists_url": "https://api.github.com/gists/starred",\n  "topic_search_url": "https://api.github.com/search/topics?q={query}{&page,per_page}",\n  "user_url": "https://api.github.com/users/{user}",\n  "user_organizations_url": "https://api.github.com/user/orgs",\n  "user_repositories_url": "https://api.github.com/users/{user}/repos{?type,page,per_page,sort}",\n  "user_search_url": "https://api.github.com/search/users?q={query}{&page,per_page,sort,order}"\n}\n'

]

Sai

Getting Started with Requests

Getting Started with requests¶

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